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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: 0.261 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00335 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: 0.000882 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00417 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: 0.000246 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000405 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 = 31529
: --------------------------------------------------------------
: 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 | 33068.1 31120 0.0103124 0.00106485 86509.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32545.6 30544 0.0104012 0.00102129 85288.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31858.9 29887.5 0.0103757 0.00101952 85504.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31124.7 29281.1 0.0103881 0.00105483 85714.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30413.9 28585.6 0.0105468 0.00105644 84296.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29613.4 27709.9 0.0106706 0.00111236 83697.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28895.9 27061.5 0.0103323 0.00100411 85761.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28421.1 26681.7 0.0101615 0.000988178 87209.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28065.1 26354.3 0.010134 0.000986768 87458.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27740.8 26055.1 0.010123 0.00102462 87927.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27435.5 25775.5 0.0101602 0.000989239 87231.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27150.2 25502.6 0.0101231 0.000985659 87551.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26870.1 25241.9 0.0100714 0.000969208 87890.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26601.5 24987.9 0.0100523 0.00101503 88522.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26340.1 24739.1 0.0100379 0.000970298 88226.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26080.2 24501 0.0100214 0.00103545 89027.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25835.6 24259.9 0.0100014 0.00098943 88770.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25586.9 24027.9 0.0102144 0.000978648 86620.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25347.4 23797.9 0.0101225 0.00102345 87921.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25107.5 23576 0.00995664 0.000971809 89039 0
: 21 Minimum Test error found - save the configuration
: 21 | 24876.7 23354 0.01004 0.00100403 88534.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24643.8 23139.8 0.0103664 0.0011525 86825.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24421.7 22922.3 0.0102128 0.00112692 88048.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24196.7 22710.4 0.0101005 0.00100548 87959.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23976.5 22501 0.0100893 0.00102123 88222 0
: 26 Minimum Test error found - save the configuration
: 26 | 23757.2 22297.1 0.0106614 0.00101816 82960.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23545 22092.1 0.0100094 0.00101882 88982.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23331.5 21892.1 0.0101343 0.000984148 87430.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23122.3 21693.9 0.0101435 0.00102657 87748.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22914.4 21499.4 0.0100938 0.00100442 88015.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22712.4 21303.4 0.0103777 0.00100534 85357.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22506.8 21114.5 0.0101322 0.00100354 87635.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22309.2 20924.2 0.010359 0.000999229 85472.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22110.5 20737.5 0.0101012 0.000987777 87782.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21917.2 20549.9 0.0100335 0.00098174 88380.5 0
: 36 Minimum Test error found - save the configuration
: 36 | 21720.4 20369.2 0.0102059 0.00111284 87979.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21531.4 20187.3 0.0100908 0.00101374 88133.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21340.9 20008.9 0.0101276 0.000983358 87486.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21153.1 19833.2 0.012402 0.00168647 74658.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20968 19658.9 0.011986 0.000999588 72817.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20785.1 19485.6 0.0101515 0.0010069 87483.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20604.6 19312.7 0.01206 0.00166602 76967.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20424 19142.8 0.0118147 0.00106186 74398.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20244.7 18976.5 0.0101372 0.000993839 87495.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20068.7 18810.3 0.0101877 0.00105654 87612.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19893.7 18642.2 0.0102778 0.001016 86376.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19715.1 18476 0.0102045 0.00099619 86877.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19538.7 18313.1 0.0101729 0.00100642 87274.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19376.9 18153.8 0.0103292 0.0010291 86020.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19199.8 17993.9 0.0103447 0.00103895 85968 0
: 51 Minimum Test error found - save the configuration
: 51 | 19034 17832 0.0102821 0.00100307 86215.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18865.3 17673.4 0.0112046 0.00100991 78472.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18704.8 17519.2 0.0103327 0.00100734 85787.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18536.9 17368.6 0.0102575 0.00100419 86455.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18378.3 17205.1 0.0102923 0.00102641 86337.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18212.4 17062 0.0103311 0.00100956 85823.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18052.5 16903.1 0.0103572 0.00100984 85585.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17894.4 16753.1 0.0102256 0.00101162 86824.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17736.8 16603.1 0.0104679 0.00100993 84585.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17580.5 16449.3 0.0102729 0.00101215 86386.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17424.5 16306.8 0.0102728 0.0010063 86332.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17270.4 16153.5 0.0104574 0.00101169 84694.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17116 16008.4 0.0105013 0.0010348 84508.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16959.1 15865.4 0.0104218 0.00104945 85357.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16812.8 15722.3 0.0103633 0.00101237 85553 0
: 66 Minimum Test error found - save the configuration
: 66 | 16660.4 15580 0.0103642 0.0010718 86092.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16511.1 15440.2 0.010467 0.00103899 84853.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16366.3 15294.9 0.0104109 0.00102589 85242.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16215 15159.1 0.0103977 0.00103277 85425.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16074.2 15017.1 0.0105741 0.00101564 83695.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15927.4 14881.1 0.010501 0.0010217 84394.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15783.3 14744.1 0.0104862 0.00108075 85057.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15639.3 14613.6 0.0109721 0.00145013 84016.3 0
: 74 Minimum Test error found - save the configuration
: 74 | 15501 14479.3 0.01045 0.00101301 84772.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15362.4 14346 0.0103421 0.00106615 86244.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15223.1 14216 0.0103621 0.00102148 85647.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15086.3 14087.7 0.0104496 0.00101013 84750.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14950 13961.8 0.01048 0.00105366 84868.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14817.2 13834.9 0.0105697 0.00101648 83741.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14684.7 13708.8 0.0103495 0.00101712 85723.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14553.8 13582.8 0.0104507 0.00103946 85004.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14420.9 13461.3 0.0103975 0.00101764 85289.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14292.1 13340.1 0.010371 0.001016 85515.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14164.9 13218.6 0.0104465 0.00102987 84956.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14036.6 13100.1 0.0103819 0.00105762 85797.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13912.1 12980.7 0.0103446 0.00104 85979.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13787.4 12861.8 0.010798 0.00116211 83023.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13663.3 12744.9 0.0108368 0.00104041 81662.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13539.4 12631.3 0.0104874 0.00105794 84840.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13421.2 12513.6 0.010618 0.00107534 83833.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13297 12402.9 0.0104665 0.00109165 85334.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13179.5 12289.9 0.0107179 0.00105361 82778.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13060.7 12178.8 0.0106803 0.0010273 82876 0
: 94 Minimum Test error found - save the configuration
: 94 | 12943.5 12068.7 0.0103836 0.00101808 85420.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12826.9 11960 0.0108778 0.00104782 81383.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12711.8 11851.9 0.0105914 0.00102833 83654.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12598.9 11742.8 0.0108221 0.00106039 81953 0
: 98 Minimum Test error found - save the configuration
: 98 | 12482.8 11639.1 0.0105536 0.00102233 83934.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12372.4 11533.4 0.0104839 0.00102286 84557.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12262.8 11426.2 0.0106114 0.00106404 83793.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12150.4 11323.2 0.0104258 0.00103498 85189.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12042.3 11219.3 0.0104115 0.00103274 85298.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11932.7 11118.2 0.0104849 0.0010359 84665.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11825 11018.5 0.0104512 0.00103205 84933.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11720.4 10916.7 0.0107147 0.00106861 82934.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11612.8 10819.1 0.0105176 0.00106367 84621.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11508.9 10721.1 0.0104976 0.00102514 84455.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11406.6 10621.8 0.0107948 0.00102649 81897.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11300.4 10529 0.0105911 0.00109879 84278.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11200.7 10433.2 0.0108081 0.00102346 81760.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11101 10336.4 0.0105584 0.00102124 83882.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10999 10243.6 0.0105428 0.00103957 84181.7 0
: 113 Minimum Test error found - save the configuration
: 113 | 10899.5 10151.4 0.0104299 0.00103245 85129.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10802.4 10058.3 0.0104719 0.00101823 84623.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10704.5 9966.71 0.010598 0.00105406 83823.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10608.1 9874.89 0.0104491 0.00104495 85068.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10511.3 9786.03 0.0104485 0.00102579 84901 0
: 118 Minimum Test error found - save the configuration
: 118 | 10417.2 9696.4 0.010684 0.00104146 82965.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10322.1 9608.82 0.0109965 0.00108846 80742.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10229.6 9520.79 0.0112051 0.00126968 80520.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10136 9434.96 0.0119779 0.00136521 75381.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10044.5 9350.03 0.0107888 0.00118946 83338.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9954.3 9263.97 0.0108016 0.00106468 82161.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9863.55 9180.03 0.0111482 0.00107943 79453.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9775.84 9093.9 0.0105046 0.00103038 84439.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9685.38 9011.68 0.0104628 0.00104196 84918.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9597.66 8930.11 0.0105205 0.00102486 84248.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9511.37 8847.99 0.0105696 0.00104085 83956.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9423.93 8768.37 0.0105375 0.00105286 84347 0
: 130 Minimum Test error found - save the configuration
: 130 | 9339.76 8687.6 0.0126105 0.00108044 69383.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9253.97 8609.13 0.01081 0.00107819 82204.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9170.31 8530.49 0.0106255 0.00103248 83394.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9087.45 8452.19 0.0110032 0.00102747 80194.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9005 8374.35 0.0115104 0.00111007 76920.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8923.47 8296.78 0.0114642 0.00102999 76670.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8841.33 8221.37 0.0105552 0.00102487 83942.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8762.12 8144.9 0.0106183 0.00103249 83456.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8681.77 8070.26 0.0105593 0.00102659 83921.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8601.65 7997.82 0.0104409 0.00103424 85046.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8524.8 7924.25 0.0104229 0.00101929 85073.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8447.08 7850.97 0.0104103 0.00105446 85508.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8369.69 7779.11 0.0117058 0.00106149 75157.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8293.7 7707.6 0.0105304 0.00104047 84300 0
: 144 Minimum Test error found - save the configuration
: 144 | 8218.07 7636.84 0.011295 0.00107357 78267 0
: 145 Minimum Test error found - save the configuration
: 145 | 8144.75 7564.63 0.0104597 0.00102259 84772.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8068.56 7495.45 0.0104854 0.00107003 84967.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7995.51 7426.58 0.0105475 0.00107027 84412.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7922.08 7358.76 0.0105554 0.00107131 84351.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7849.86 7291.73 0.0106644 0.00104712 83183.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7779.77 7222.68 0.0104489 0.0010276 84914.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7707.48 7156.4 0.0106317 0.00105733 83556.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7637.22 7090.54 0.0103998 0.00105034 85566 0
: 153 Minimum Test error found - save the configuration
: 153 | 7566.87 7026.52 0.0106147 0.00104705 83614.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7498.44 6961.65 0.0104129 0.0010259 85224.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7430.42 6896.66 0.0103792 0.00102164 85492.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7362.41 6832.63 0.0108196 0.00107344 82083.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7294.69 6769.49 0.0106519 0.00104936 83311.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7227.21 6708.52 0.0105307 0.0010364 84260.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7162.96 6644.93 0.0105365 0.00104788 84311.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7095.61 6584.91 0.0104039 0.0010372 85408.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7031.78 6523.67 0.0107025 0.00111722 83461 0
: 162 Minimum Test error found - save the configuration
: 162 | 6966.69 6464.02 0.0108033 0.00106465 82147 0
: 163 Minimum Test error found - save the configuration
: 163 | 6904.1 6403.33 0.0105827 0.00104888 83911.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6839.87 6344.1 0.010481 0.00102899 84638.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6778.02 6284.88 0.0105878 0.00108248 84163.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6715.02 6226.95 0.0105101 0.00103194 84404.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6654.45 6168.81 0.0106354 0.0010353 83332.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6592.85 6111.06 0.0105283 0.00102997 84225.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6531.69 6055.73 0.0104604 0.00102678 84802.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6473.2 5998.15 0.0105865 0.00104894 83879.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6413.5 5941.9 0.0106282 0.0010853 83831.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6352.86 5888.8 0.0106289 0.00104102 83438.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6296.82 5832.61 0.0106243 0.00107399 83766.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6237.44 5779.19 0.0104994 0.00103404 84518.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6181.05 5724.78 0.010597 0.00105175 83811.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6124.21 5670.9 0.010652 0.00105676 83374.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6067.13 5618.58 0.0105747 0.00105387 84026.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6011.14 5567.17 0.0104999 0.00104206 84586.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5956.72 5514.91 0.0106211 0.00103848 83484.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5901.93 5463.08 0.0105151 0.00103093 84350.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5846.83 5412.91 0.0104513 0.00103472 84956.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5793.46 5362.26 0.0104052 0.00102316 85268.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5739.7 5313.04 0.010443 0.00104654 85138.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5687.09 5263.56 0.0105057 0.00103649 84484.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5635.25 5213.96 0.0104998 0.00103713 84542.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5583.39 5164.64 0.0105014 0.00102731 84441.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5530.73 5118.19 0.010559 0.0010675 84285.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5480.81 5069.63 0.0106276 0.00103679 83413 0
: 189 Minimum Test error found - save the configuration
: 189 | 5429.91 5022.6 0.0105111 0.00104758 84534.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5380.15 4975.73 0.0110866 0.00111334 80214.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5330.69 4929.32 0.0108953 0.00107915 81498 0
: 192 Minimum Test error found - save the configuration
: 192 | 5281.85 4882.31 0.0105841 0.00103256 83756.5 0
: 193 Minimum Test error found - save the configuration
: 193 | 5232.62 4837.35 0.0104834 0.00106432 84934.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5184.36 4792.12 0.0104679 0.00104126 84865.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5136.63 4747.75 0.0104051 0.00104261 85447.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5089.4 4703.12 0.0104795 0.00102616 84626.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5041.73 4660.78 0.0103862 0.00101958 85409.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4996.04 4616.77 0.0103973 0.00102288 85339 0
: 199 Minimum Test error found - save the configuration
: 199 | 4949.58 4574.05 0.0103812 0.00102099 85468.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4905.52 4529.6 0.0103801 0.00102303 85496.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4859.05 4487.49 0.0104431 0.0010227 84921.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4813.93 4446.21 0.0104118 0.00102382 85215.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4769.81 4405.28 0.0104438 0.00104618 85127.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4725.88 4364.69 0.0103778 0.00103173 85597.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4682.29 4324.29 0.0104366 0.001024 84992.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4639.58 4283.88 0.0104596 0.00104552 84979.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4596.6 4244.33 0.0104586 0.00102562 84808.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4554.41 4204.67 0.010397 0.00102009 85315.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4512.47 4165.96 0.0104545 0.00105408 85102.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4471.53 4126.65 0.0104013 0.00102819 85350.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4430.15 4087.83 0.0104543 0.00102775 84866.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4389.28 4049.93 0.0105482 0.00106242 84336.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4348.72 4012.63 0.010489 0.00105628 84810.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4309.7 3974.5 0.0104818 0.00103799 84711.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4268.98 3938.68 0.0105367 0.00105253 84351.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4230.99 3901.12 0.0105236 0.00103331 84296.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4191.31 3865.13 0.0104844 0.00103019 84618.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4153.29 3829.17 0.0104536 0.00104856 85060.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4115.02 3793.78 0.0104464 0.00102774 84938.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4077.94 3758.22 0.0105434 0.00104906 84261 0
: 221 Minimum Test error found - save the configuration
: 221 | 4040.35 3722.76 0.0104377 0.0010274 85013.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4003.01 3688.29 0.0105419 0.00106213 84390.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3966.33 3654.4 0.0104823 0.0010302 84637.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3930.06 3621.11 0.0105022 0.00102781 84438.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3895.17 3586.77 0.0104347 0.00102597 85027.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3859.37 3552.87 0.0105374 0.00104503 84278.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3824.05 3520.17 0.0104414 0.00102922 84996.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3788.72 3487.45 0.0105572 0.0010326 83993 0
: 229 Minimum Test error found - save the configuration
: 229 | 3754.32 3455.35 0.0105776 0.00105613 84020.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3720.7 3422.6 0.0108086 0.00109161 82330.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3685.98 3391.24 0.0106368 0.00106359 83566.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3653.33 3358.89 0.0105414 0.00111374 84856.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3618.7 3328.9 0.0106863 0.00103626 82900.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3586.94 3298.05 0.0104351 0.00102929 85053.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3554.28 3267.61 0.0108275 0.0010512 81830.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3522.2 3236.38 0.010495 0.00103332 84551.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3489.81 3206.13 0.0107778 0.00103921 82147.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3458.2 3176.02 0.010527 0.00103541 84284.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3425.92 3147.19 0.0106061 0.00104135 83640.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3396.3 3117.62 0.0105193 0.00106355 84604.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3364.23 3088.77 0.0105289 0.00104313 84336.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3333.89 3060.26 0.0106663 0.00106722 83341.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3303.36 3032.89 0.0104805 0.00103133 84663.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3274.59 3003.45 0.0104779 0.00105303 84881.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3244.39 2975.45 0.0105468 0.00103606 84115.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3214.61 2947.78 0.0105651 0.00104299 84014.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3184.94 2921.09 0.0105089 0.00102864 84385.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3156.6 2893.88 0.0106732 0.00107573 83355 0
: 249 Minimum Test error found - save the configuration
: 249 | 3127.72 2867.81 0.0105661 0.0010401 83980.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3099.43 2841.75 0.0104223 0.0010271 85150.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3072.37 2813.33 0.0103991 0.00102652 85355.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3043.2 2788.14 0.0104856 0.00104593 84748.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3015.96 2761.78 0.0104596 0.00104222 84949.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2987.92 2737.11 0.0105545 0.0010326 84016.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2962.35 2710.67 0.0105673 0.00104092 83977.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2934.38 2685.77 0.0104436 0.00102441 84932.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2907.68 2661.82 0.0104308 0.0010257 85060.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2882.36 2639.78 0.010473 0.00102894 84709.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2856.25 2613.43 0.0103909 0.00102136 85383.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2830.25 2588.49 0.0105168 0.00102639 84295.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2804.99 2563.66 0.0104383 0.00102361 84973.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2778.49 2541.14 0.0104619 0.0010463 84965.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2754.23 2516.8 0.01042 0.00102681 85168.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2728.69 2493.4 0.0104369 0.00102884 85033.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2703.84 2471.08 0.0104221 0.0010321 85197.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2680.16 2447.65 0.0103998 0.00102458 85331.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2655.26 2425.87 0.0104187 0.00103106 85218.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2631.65 2403.78 0.0105681 0.00103753 83940.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2607.51 2381.3 0.010481 0.0010382 84720.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2583.93 2359.37 0.0104444 0.00105039 85160.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2560.97 2337.26 0.0104536 0.00102773 84873 0
: 272 Minimum Test error found - save the configuration
: 272 | 2537.61 2315.54 0.0104487 0.00104822 85101.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2514.47 2294.5 0.0104326 0.00103551 85132.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2491.29 2274.16 0.0105412 0.00102755 84089.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2468.93 2253.4 0.0105395 0.00104045 84218.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2446.46 2232.88 0.010395 0.00102258 85356.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2424.94 2211.69 0.0104053 0.00102413 85277.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2402.6 2191.31 0.0104311 0.00102783 85076.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2380.84 2171.03 0.0104087 0.00102927 85293.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2358.63 2151.66 0.0104303 0.00102299 85040.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2336.99 2132.93 0.0104004 0.00102265 85308.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2316.4 2113.07 0.0104683 0.00104688 84913.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2295.89 2093.44 0.0104583 0.00102606 84815.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2274.18 2073.93 0.0105087 0.00102389 84345.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2253.33 2054.4 0.0104128 0.00102695 85234.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2232.5 2036.14 0.0106208 0.00102861 83400.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2212.67 2016.79 0.0104383 0.00102842 85017.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2191.83 1998.36 0.0105661 0.00103688 83952.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2171.22 1980.89 0.0104096 0.00102268 85225.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2152.19 1962.04 0.0105644 0.00103952 83990.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2131.77 1944.5 0.0105856 0.0011569 84847.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2112.18 1926.76 0.0105775 0.00105278 83992.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2093.63 1908.64 0.0104115 0.00102518 85230.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2073.67 1890.93 0.0104277 0.00102383 85071.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2054.84 1873.22 0.0105295 0.00103501 84259.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2035.07 1856.87 0.0104422 0.00102584 84958.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2016.85 1839.53 0.0104498 0.00102582 84889.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1997.99 1822.97 0.0104489 0.00102406 84882.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1979.41 1806.45 0.0112675 0.00109157 78616.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1960.92 1790.56 0.0105241 0.001043 84378.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1943.16 1773.41 0.0106605 0.00105442 83280.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.65 1757.48 0.0105458 0.001035 84115 0
: 303 Minimum Test error found - save the configuration
: 303 | 1907.01 1741.51 0.0104528 0.0010284 84886.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1888.9 1725.7 0.010444 0.00102678 84950.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1871.54 1709.74 0.0104514 0.00102784 84893.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1854.11 1694.41 0.0104308 0.00102733 85075.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1836.53 1678.91 0.010578 0.00103065 83792.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1819.55 1663.28 0.0104425 0.00102854 84980.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1802.44 1647.79 0.0105563 0.00106216 84262.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1785.26 1632.69 0.0105396 0.00102808 84108.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1768.3 1618.21 0.0106614 0.00108829 83567.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1752.27 1602.95 0.010474 0.0010301 84711.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1735.12 1588.71 0.0105158 0.00107623 84749.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1719.74 1573.2 0.0106235 0.00112958 84264.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1702.36 1559.31 0.0105187 0.00103018 84312.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1686.55 1545.31 0.01061 0.00105055 83687.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1670.64 1531.18 0.010459 0.00103179 84861 0
: 318 Minimum Test error found - save the configuration
: 318 | 1654.36 1517.76 0.0104252 0.00102505 85105.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1639.17 1503.78 0.0104768 0.00102625 84651.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1623.53 1489.7 0.0105623 0.00103425 83962.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1607.87 1476.12 0.0106994 0.00112283 83537.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1592.69 1462.42 0.0106494 0.00103143 83177.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1577.28 1449.52 0.0104507 0.00103734 84985.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1562.5 1435.99 0.0104682 0.00102981 84760.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1547.81 1422.2 0.0104719 0.00102777 84708.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1532.88 1408.88 0.010449 0.00104121 85035.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.57 1396.49 0.0105703 0.00103247 83876.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1503.5 1383.61 0.0104952 0.00103008 84520.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1489.27 1370.57 0.0104771 0.00102554 84641.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1474.93 1357.75 0.0104944 0.00105366 84739.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1460.15 1346.08 0.0106137 0.00105262 83672.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1447.09 1333.23 0.010437 0.00102733 85018.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.92 1320.57 0.0105338 0.00103393 84211.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1419.17 1308.93 0.0106182 0.00104306 83549.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1405.45 1296.77 0.0104882 0.00103423 84620.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1392.31 1284.05 0.010437 0.0010251 84999.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1378.44 1272.15 0.0104327 0.0010248 85034.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1364.98 1260.51 0.0104837 0.00105594 84855.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.99 1248.79 0.0104447 0.00103657 85033.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1339.11 1237.45 0.0106671 0.00114761 84038.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1326.52 1225.85 0.0106638 0.00105193 83230.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.91 1215.27 0.0104659 0.00102986 84781.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1301.04 1203.1 0.0104304 0.00102814 85085.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1288.05 1191.9 0.0104733 0.00102486 84670 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.81 1180.48 0.0104186 0.00102808 85192.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1263.11 1170.07 0.0104108 0.00102521 85236.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1251 1158.97 0.010442 0.00102448 84948.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1239.35 1147.83 0.0105434 0.00103661 84150.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1226.9 1137.54 0.010436 0.00102842 85038.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1215.17 1127.24 0.0104157 0.0010236 85178.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.36 1116.47 0.0104749 0.00106124 84983.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1191.76 1105.88 0.0108306 0.00104742 81772.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1180.52 1095.11 0.0105435 0.00103447 84130.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1169.05 1084.66 0.0107341 0.00108451 82905 0
: 355 Minimum Test error found - save the configuration
: 355 | 1157.38 1075.38 0.0107139 0.00103946 82692.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1146.69 1064.05 0.0104471 0.00103626 85008.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1134.94 1054.34 0.0104947 0.0010307 84530.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1124.22 1044.6 0.0105976 0.00103839 83688.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1112.92 1034.94 0.0104641 0.00102927 84792.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1102.35 1024.76 0.0106558 0.00105454 83322.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1091.18 1015.23 0.010589 0.00105686 83926.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1080.8 1005.37 0.0104331 0.00102563 85038.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1070.23 995.679 0.0104658 0.00102778 84763.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1059.95 985.923 0.0116004 0.00165234 80417.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1049.22 976.779 0.0128054 0.00105883 68105 0
: 366 Minimum Test error found - save the configuration
: 366 | 1039.04 967.82 0.0105224 0.00105392 84490.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1029.18 958.323 0.0104702 0.00102915 84736.7 0
: 368 Minimum Test error found - save the configuration
: 368 | 1019.18 949.109 0.0104613 0.00102531 84781.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1009.14 939.823 0.0104128 0.00102601 85225.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 999.188 931.071 0.010479 0.00105339 84875.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 989.31 922.379 0.0105345 0.00104755 84326.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 979.891 913.158 0.0104974 0.0010278 84481.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.921 904.381 0.0105121 0.00111962 85174.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 960.463 895.55 0.0106229 0.0011014 84020.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 950.791 888.988 0.0104869 0.00103254 84617.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 942.501 879.158 0.0104755 0.00102542 84655.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 932.659 869.884 0.0104424 0.00102469 84946.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 923.255 861.293 0.0104769 0.00102838 84669.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 914.087 852.879 0.0104549 0.00103002 84881.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.672 845.118 0.0104779 0.0010497 84852.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 896.308 836.581 0.010438 0.00102844 85020.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 887.364 828.359 0.0104485 0.00102636 84906.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 878.336 820.177 0.0104295 0.00102753 85088.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.699 812.352 0.0105271 0.00104651 84383.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.272 805.026 0.0104625 0.00102914 84805.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.761 796.394 0.0104066 0.00102478 85271.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.051 788.568 0.0105995 0.00103508 83643.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 835.481 781.207 0.0106098 0.00106599 83823.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 827.772 772.81 0.0113078 0.00110319 78395.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 818.643 765.889 0.0108026 0.00110566 82500.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 811.066 758.434 0.0107557 0.00110961 82935 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.25 750.18 0.0105936 0.00103588 83702.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.491 742.995 0.0106982 0.00106269 83026.3 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.125 735.689 0.0105803 0.00105149 83956.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 779.183 728.42 0.0105292 0.00104594 84359.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 771.215 720.96 0.0105896 0.00103809 83756.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 763.761 713.459 0.0106979 0.00104587 82883.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.614 706.836 0.0105316 0.0010476 84352.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.345 699.58 0.0104468 0.00103111 84964.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.5 692.567 0.010532 0.00105022 84372.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.261 686.007 0.010434 0.00102867 85058 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.882 678.929 0.0104583 0.00103239 84872 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.76 672.044 0.0104664 0.00102713 84752 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.551 665.227 0.0104539 0.00102818 84874.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.108 658.269 0.0104386 0.00103139 85041.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 697.049 651.748 0.0104934 0.00102802 84518.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 689.961 644.795 0.0105399 0.00103613 84177.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.794 638.611 0.0104757 0.0010245 84645.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.135 632.147 0.010504 0.00103039 84445.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.738 625.797 0.0104855 0.001043 84723 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.461 618.936 0.010535 0.00102657 84135.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.609 612.575 0.0105008 0.00103208 84488.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.918 606.305 0.0105938 0.00103921 83729.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.282 599.77 0.0104728 0.00102976 84718.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 635.901 593.681 0.010499 0.00103494 84530.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.518 587.134 0.0106135 0.0010391 83555.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.745 581.661 0.010475 0.00102928 84694.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.392 575.381 0.0104855 0.00102839 84592.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.129 569.298 0.0104221 0.00102119 85097.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.765 563.799 0.010542 0.00106181 84386.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.661 557.564 0.0104774 0.00102831 84664.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.718 551.483 0.0105253 0.00103258 84275.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.164 546.518 0.0104716 0.00103263 84755.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.429 540.615 0.0105056 0.00102934 84421.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.459 534.729 0.0104738 0.00102641 84679.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.321 529.124 0.0106115 0.00103922 83574.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.752 523.952 0.0105066 0.00104338 84537.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.884 517.931 0.0104625 0.00102666 84782.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.066 512.826 0.010454 0.0010288 84879.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.31 507.622 0.010537 0.00105366 84358.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.752 502.062 0.0105005 0.00104127 84573.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.26 496.466 0.0114216 0.00164003 81786.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.69 491.259 0.0106249 0.00106789 83707.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.377 485.506 0.0107114 0.00106251 82911 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.459 480.367 0.0106505 0.00105784 83397.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.143 475.245 0.010585 0.00104828 83885.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.833 470.53 0.0105833 0.00104314 83856.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 500.771 465.85 0.0105039 0.00103536 84490.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.501 460.396 0.0104972 0.0010629 84797.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.486 455.522 0.0104806 0.00103028 84653.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.38 450.838 0.0104925 0.00104045 84637.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.263 445.675 0.0104984 0.00103189 84508.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.548 440.906 0.0104625 0.00102302 84750.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.015 436.32 0.0104488 0.0010242 84884.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.684 432.91 0.0104272 0.0010222 85061.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.139 427.059 0.0104272 0.00102235 85062.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.588 422.81 0.0104541 0.0010233 84828.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.009 417.475 0.0104356 0.00103251 85078.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.223 412.928 0.0105371 0.00105479 84367.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.478 408.51 0.0104518 0.00102397 84855.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.642 403.939 0.0107016 0.00104561 82850.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.301 399.579 0.0106269 0.0010472 83510.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.881 395.148 0.0105443 0.00103888 84162.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.108 390.948 0.0105045 0.00102738 84414.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.831 387.145 0.0105199 0.00103129 84311.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.429 382.433 0.0104808 0.00103098 84657.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.288 378.322 0.0104441 0.00102908 84970.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.907 374.161 0.0104808 0.00102734 84624.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.591 369.711 0.0105208 0.00105246 84492.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.035 365.758 0.0105764 0.00104553 83937.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.978 361.955 0.0104697 0.00103025 84750.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.251 357.704 0.0104872 0.0010271 84565.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.697 353.571 0.0104728 0.00102554 84681 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.835 350.073 0.010465 0.00102264 84724.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.646 346.497 0.0104491 0.00102227 84864.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.795 341.984 0.0104655 0.00102447 84736.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.946 338.245 0.0105999 0.00103154 83609.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.713 334.546 0.0104746 0.00103252 84726.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.352 330.936 0.0105336 0.00107932 84617.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.188 326.985 0.0106349 0.00104189 83393.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.638 323.74 0.0104841 0.00102046 84534.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.777 319.857 0.010799 0.00103941 81970.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.869 316.082 0.0105938 0.00105119 83834.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.297 312.608 0.0105272 0.00103574 84286.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.316 308.713 0.010513 0.00103205 84379.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.828 305.217 0.0104604 0.00102811 84814.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.297 302.441 0.0104556 0.00102705 84848.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.835 298.785 0.0104437 0.00102791 84963.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.23 295.445 0.0105602 0.00105447 84159.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.674 291.793 0.010408 0.00102547 85264.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.322 288.566 0.0104945 0.00103699 84588.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.845 284.878 0.0104551 0.00102486 84833.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.381 281.863 0.0104748 0.00102535 84661.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.029 279.055 0.0104622 0.00102701 84788.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.789 275.65 0.0105139 0.00102611 84318.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.6 272.739 0.0104716 0.00102995 84730.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.465 269.259 0.0105053 0.00103795 84500.7 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.969 266.853 0.0104141 0.00102291 85186.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.22 263.337 0.0104924 0.00106056 84819 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.788 259.79 0.0104184 0.00102511 85167.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.627 257.524 0.0104628 0.00103242 84832.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.741 254.401 0.0107434 0.00108421 82822.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.354 250.999 0.0105414 0.00103602 84163 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.312 248.346 0.010425 0.00102532 85109.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.308 245.456 0.0104408 0.00102585 84971.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.385 242.624 0.0104454 0.00102323 84906.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.521 239.64 0.0104969 0.00103124 84516.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.761 237.125 0.0105185 0.00103494 84356.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.766 233.909 0.0105658 0.00105335 84100.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.732 231.849 0.0105012 0.0010312 84477.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.044 228.639 0.0104704 0.00102604 84706.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.335 226.013 0.0105383 0.00104058 84231 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.544 223.97 0.0106108 0.00102969 83497.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.238 221.528 0.0105335 0.00103158 84193.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.963 218.328 0.010498 0.00102942 84490.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.43 216.208 0.0105319 0.001033 84220.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.57 213.806 0.0104942 0.00102867 84517.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.238 210.869 0.0105106 0.00103168 84397.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.535 208.245 0.0105758 0.00104933 83976.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.886 205.975 0.0104494 0.00102702 84904.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.483 203.667 0.01052 0.00103405 84335.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.836 201.221 0.010644 0.00105592 83437.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.362 199.026 0.0107198 0.00105182 82747 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.87 196.474 0.0108017 0.00108329 82318.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.554 194.14 0.0106877 0.00106234 83113.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.976 192.434 0.010602 0.00103376 83610 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.729 189.948 0.010552 0.00105293 84218.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.289 187.94 0.0105894 0.0010541 83898.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.071 186.385 0.0106884 0.00103736 82892.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.872 183.844 0.0107513 0.00108061 82724.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.16 182.158 0.0106198 0.00103612 83475.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.469 179.466 0.0105475 0.00102915 84047.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.152 177.807 0.0105503 0.00104276 84143.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.699 175.911 0.0105279 0.00103771 84298 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.642 173.031 0.0104556 0.00102565 84836.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.845 170.908 0.0105799 0.00108206 84229.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.291 169.073 0.0105725 0.00106234 84120.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.147 166.503 0.0105728 0.00105098 84017.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.134 164.696 0.0105142 0.00103171 84366.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.942 163.059 0.0104824 0.00102087 84552.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.784 161.244 0.0106614 0.00104149 83160.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.873 159.904 0.010541 0.00103286 84138.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.671 157.188 0.010508 0.00103163 84420.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.537 155.522 0.010482 0.00103133 84649.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.704 153.519 0.0105139 0.00103845 84428.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.667 151.918 0.0105141 0.0010368 84412.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.743 151.203 0.01057 0.00104143 83958.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.83 148.917 0.010532 0.00104634 84338.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.959 147.729 0.0104107 0.00102154 85204.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.211 145.091 0.0104478 0.00102762 84924.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.336 144.71 0.010499 0.00103773 84554.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.539 142.982 0.0107803 0.00104696 82191.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.329 140.723 0.0107286 0.00108518 82957.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.315 138.063 0.0107473 0.00103589 82377.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.671 137.06 0.010562 0.00104154 84029.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.894 135.055 0.0106851 0.00104309 82970.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.939 134.245 0.0106284 0.0010587 83596.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.281 131.857 0.0107091 0.00106115 82919.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.598 130.586 0.0106068 0.00103475 83577.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.092 129.886 0.0105556 0.00106517 84295.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.281 127.199 0.0108787 0.00104354 81341 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.391 125.69 0.0106374 0.00105928 83523.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.563 124.4 0.0105373 0.0010715 84515.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.832 122.789 0.0106526 0.00105776 83377.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.491 121.357 0.0105338 0.00104958 84350.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.892 120.321 0.0105424 0.00103136 84112.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.326 119.211 0.0106068 0.0010376 83601.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.197 117.559 0.0109148 0.0010906 81431.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.285 116.166 0.0105543 0.00103013 83997.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.339 114.324 0.0106068 0.00107551 83934.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.7 113.22 0.0118932 0.00155401 77375.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.316 112.152 0.0120772 0.00105025 72549.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.767 110.611 0.0109423 0.00106464 80990.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.383 110.195 0.0106607 0.00107314 83441.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.933 109.335 0.0106065 0.00106 83800.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.408 106.548 0.0105342 0.00103146 84186.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.938 105.412 0.0105502 0.00105711 84272.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.762 104.525 0.0105162 0.0010272 84308.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.329 103.153 0.0106065 0.00107125 83899.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.502 101.779 0.0107 0.00103795 82798.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.869 100.842 0.0105732 0.00106696 84155.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.344 100.231 0.0107337 0.00106657 82754.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.852 99.2741 0.0107426 0.00106741 82685.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.69 96.9518 0.0119803 0.00123792 74471.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.042 95.9825 0.0109123 0.00105648 81170 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.651 94.5755 0.0105501 0.00103834 84106.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.398 93.1038 0.0106446 0.00106736 83531.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.141 92.8147 0.0107715 0.00110055 82722 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.91 91.7691 0.0107015 0.00106695 83034.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.821 90.4257 0.0118267 0.00110071 74585.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.54 88.9113 0.0109252 0.00105084 81018.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.346 87.8753 0.0113483 0.00114844 78432.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3264 86.0819 0.011525 0.00114209 77050 0
: 584 | 97.8236 86.1187 0.0110549 0.00113632 80656.6 1
: 585 Minimum Test error found - save the configuration
: 585 | 96.5937 84.7334 0.0130022 0.00175038 71099.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.6204 83.9919 0.0124158 0.00175991 75075.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.3718 82.1347 0.0166049 0.00177555 53947.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.2104 81.7449 0.0135721 0.00109994 64142.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.1488 80.3562 0.0107227 0.00107579 82928.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.2836 79.8309 0.0107687 0.00112203 82930.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.3478 78.7686 0.0109342 0.0010752 81144.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.134 77.2476 0.0108807 0.00104982 81376.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5522 77.1621 0.0105564 0.00103537 84024.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.9837 76.0566 0.0105694 0.00103263 83886 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.8013 74.5135 0.0108981 0.00115321 82094 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.7618 73.2749 0.0107304 0.0010705 82816.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.8692 72.4989 0.0112894 0.00105112 78138.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7785 71.4784 0.0107662 0.0011676 83345.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.0032 70.9405 0.0107001 0.00110853 83406.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.0658 70.1367 0.0106542 0.00104415 83246 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.0157 68.5769 0.0106587 0.0010461 83223.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1435 68.035 0.0104816 0.001038 84713.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.0629 67.251 0.0104845 0.00103202 84634.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.0122 66.029 0.010615 0.00105599 83690.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.429 65.4916 0.0107234 0.00107796 82940.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.5218 64.7702 0.0107678 0.00112762 82986.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.859 64.348 0.0114976 0.00103869 76489.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.6194 63.0682 0.0105347 0.00103606 84222.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.6273 62.9598 0.0106327 0.00104206 83414.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.1938 61.373 0.0105686 0.00103518 83915.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.9871 61.1301 0.0105691 0.00104298 83979.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.2415 59.9301 0.0105659 0.00102774 83873.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.2932 59.5013 0.0107275 0.00103922 82574 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.7335 59.3529 0.0106103 0.00109461 84071.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.0715 57.2121 0.0105226 0.0010437 84398.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0231 56.9762 0.0106282 0.00103683 83408.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.1312 55.8873 0.0104818 0.00103646 84697.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.4676 55.5185 0.010527 0.00106874 84582.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.5497 54.5422 0.0110732 0.00104442 79770.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.7136 54.3488 0.0107031 0.00104027 82791.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1171 53.3399 0.0105597 0.00105779 84193.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.2213 52.9501 0.0104865 0.0010464 84745.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4568 51.7167 0.0104439 0.00102683 84952.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.8463 51.0646 0.0105626 0.00108346 84395.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.9815 50.3186 0.0105766 0.00105612 84029.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.2625 49.6468 0.0104667 0.00102919 84767.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6837 49.0261 0.0105876 0.00103695 83763.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.0907 47.6942 0.0105955 0.00103449 83673.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2509 47.0919 0.0105393 0.00104352 84247.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.715 46.5851 0.0106462 0.0010408 83286.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.8064 45.9247 0.0104869 0.00107081 84960.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1165 45.7314 0.0105517 0.00105831 84269.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.5477 44.4903 0.0106084 0.00104798 83678.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.0987 44.2832 0.0105662 0.0010494 84061.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.2229 43.384 0.0106846 0.00105085 83041.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.44 43.1858 0.0104863 0.00104056 84694.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.0077 41.7666 0.0104834 0.00103061 84631.1 0
: 638 | 51.4418 42.6644 0.0105983 0.00104602 83749.7 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.7596 41.6302 0.0105153 0.00104027 84432.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3052 40.5697 0.0105061 0.00103037 84426.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5661 39.7836 0.0106082 0.00104205 83628.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.908 39.5706 0.0106343 0.00104925 83463.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2315 39.3154 0.0109371 0.00114716 81716.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.6913 38.1616 0.010827 0.00104731 81802.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.0817 38.0167 0.0105484 0.00104351 84167.4 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.5264 36.9525 0.0107512 0.00112785 83131.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.291 36.6398 0.0106498 0.0010399 83247.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4007 36.3019 0.0106922 0.00105975 83052.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0381 36.1861 0.0105218 0.00106131 84562.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.403 35.3306 0.0106223 0.00105024 83577 0
: 651 | 44.1044 35.4002 0.0106417 0.000994208 82922.7 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.3872 33.8758 0.0105658 0.00104791 84052.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7111 33.8621 0.0111251 0.00112917 80032.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3175 33.1875 0.0106179 0.00103799 83508.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6124 33.0398 0.0106807 0.00104965 83064.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.3986 32.1658 0.010547 0.00103764 84127.8 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.6979 31.8974 0.0108136 0.00119368 83161.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.2863 31.2471 0.0106645 0.00106363 83326.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.833 31.1568 0.0106457 0.00103894 83274.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2567 30.5434 0.0105883 0.00106476 84002.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7723 30.4257 0.0107016 0.00104045 82805.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.4246 29.1703 0.0110226 0.00105644 80271.8 0
: 663 | 38.089 29.175 0.0106319 0.000990849 82978.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.5458 28.2829 0.0104604 0.00103275 84856.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.9427 28.1313 0.010507 0.0010534 84623.6 0
: 666 | 36.4975 28.4134 0.0107705 0.00100044 81883.1 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.1832 27.4285 0.0105042 0.00103033 84442.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7363 27.1354 0.0105349 0.00103224 84186.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.1395 26.292 0.0106253 0.00111482 84117.7 0
: 670 | 34.8767 26.3112 0.0106131 0.00103523 83526.1 1
: 671 | 34.7182 27.6026 0.0105951 0.00101626 83517.7 2
: 672 Minimum Test error found - save the configuration
: 672 | 34.4978 25.7103 0.0105168 0.00103938 84411 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5396 25.1049 0.0105949 0.00105836 83888.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.0558 24.6299 0.0105193 0.00103294 84332 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.6051 23.7551 0.0105966 0.00103074 83631.1 0
: 676 | 32.2447 24.0819 0.0105041 0.000988109 84068.9 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.0005 23.7532 0.0105349 0.00103413 84203.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.5983 23.29 0.0105674 0.00103961 83964.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1612 22.2844 0.0106209 0.00104376 83531.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.6025 22.0761 0.0105881 0.00103782 83767.5 0
: 681 | 30.3235 22.4779 0.010574 0.00099811 83543.2 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.9189 21.2441 0.0107545 0.00107743 82669.9 0
: 683 | 29.5713 21.2959 0.0107062 0.00105062 82853.5 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.9584 20.9609 0.0106651 0.00106297 83315.2 0
: 685 | 28.7007 21.3567 0.0105601 0.000992999 83619.8 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.3131 20.2779 0.0107081 0.00107812 83073.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.9815 20.0856 0.0105081 0.00103942 84489.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6423 19.9269 0.0106117 0.00106586 83806.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1357 19.1266 0.0106479 0.00108599 83665.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7426 19.0665 0.0106598 0.00105332 83276.8 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.5645 18.8553 0.0106322 0.00103245 83335.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.2764 18.5251 0.0105737 0.00107189 84194.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0837 18.3382 0.0105549 0.00103879 84067.6 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7584 17.913 0.0106366 0.00104094 83371.1 0
: 695 | 25.3465 18.0814 0.0105478 0.00102971 84050.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.9914 17.1641 0.0105703 0.00103358 83886.2 0
: 697 | 24.4688 17.1723 0.0105244 0.000997408 83972.4 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.1986 16.6632 0.0106659 0.00105945 83277.4 0
: 699 | 24.0032 17.1823 0.0105735 0.00101359 83682.7 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.4701 16.4139 0.0106122 0.00106379 83783.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1523 15.9012 0.010573 0.00109159 84376 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7971 15.5871 0.0106235 0.00106685 83711.6 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5471 15.2682 0.0114694 0.00105071 76785.4 0
: 704 | 22.2689 15.3636 0.0104674 0.00098953 84407.1 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.9448 15.1523 0.010604 0.00104467 83687.7 0
: 706 | 21.7638 15.2398 0.0105681 0.00108305 84343.4 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.3858 14.6526 0.0105584 0.00107871 84391.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.0263 14.4276 0.0106156 0.00110685 84133 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7633 13.9356 0.0107053 0.00114068 83641.2 0
: 710 | 20.4456 14.102 0.0105379 0.000990059 83788.3 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.4623 13.4892 0.0105401 0.00103466 84162.2 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.1124 13.3551 0.0105477 0.00110325 84705.7 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.1572 12.7473 0.0110476 0.00107842 80247.1 0
: 714 | 19.6698 13.4612 0.0106289 0.00103345 83372.6 1
: 715 | 19.6146 13.0666 0.0105835 0.00102177 83666.6 2
: 716 | 19.2474 13.0138 0.0105468 0.00100005 83798.3 3
: 717 Minimum Test error found - save the configuration
: 717 | 18.6269 12.3242 0.0107058 0.00104367 82797.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.4513 11.9964 0.0105728 0.00104394 83955.5 0
: 719 | 18.1784 12.0294 0.0105539 0.000997648 83715 1
: 720 | 18.0118 12.2811 0.0104985 0.000996749 84195.1 2
: 721 Minimum Test error found - save the configuration
: 721 | 17.7279 11.3217 0.0106347 0.00104764 83445.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3977 11.1045 0.0107322 0.00108621 82936.2 0
: 723 | 17.2637 11.3933 0.0104804 0.00099823 84369.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.9439 10.7358 0.0106481 0.00105033 83352.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.6969 10.4346 0.0106449 0.00104208 83309.2 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4484 10.115 0.010539 0.00106753 84464.3 0
: 727 | 16.3199 10.1921 0.0105354 0.000994198 83846.6 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0505 9.95755 0.0105239 0.00103984 84352.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9895 9.66792 0.0105895 0.00104456 83814.1 0
: 730 | 15.7489 9.88698 0.0104525 0.000994478 84584.7 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.5064 9.29382 0.0106795 0.00108386 83371.4 0
: 732 | 15.3531 9.91179 0.0108123 0.00100689 81587.9 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.029 9.26074 0.010553 0.00105408 84220.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8825 8.97379 0.0104888 0.00103602 84631.5 0
: 735 | 14.5986 9.4338 0.0104462 0.000987349 84577.1 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.5335 8.37087 0.0104447 0.00102598 84936.8 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.2531 8.05628 0.0108548 0.00121008 82946.8 0
: 738 | 14.0096 8.06379 0.0106325 0.00101649 83194.3 1
: 739 Minimum Test error found - save the configuration
: 739 | 13.8102 7.89464 0.0105584 0.00103697 84020.6 0
: 740 | 13.641 8.00404 0.0106137 0.00102023 83389.9 1
: 741 | 13.4067 8.0332 0.0105197 0.00100867 84112.6 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.2823 7.68582 0.0105135 0.00105177 84551.5 0
: 743 | 13.2272 7.80505 0.0104282 0.000992939 84788.8 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.9141 7.55442 0.0106279 0.00103434 83389.5 0
: 745 | 12.6539 7.70691 0.0104454 0.00100859 84774.2 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.7933 7.19426 0.0105705 0.00103921 83934.3 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.5151 7.14165 0.0104967 0.00103075 84513.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.2631 6.73814 0.0105921 0.00105152 83852.3 0
: 749 | 12.1108 7.21009 0.0104013 0.000988499 84991 1
: 750 | 12 7.30242 0.0105065 0.000989989 84064.7 2
: 751 | 11.8345 6.9783 0.0104699 0.00102148 84670 3
: 752 | 11.6087 6.93245 0.010475 0.000988759 84332.4 4
: 753 | 11.6059 7.10625 0.0104367 0.000987899 84667.2 5
: 754 | 11.4 6.86249 0.0105252 0.000989048 83891.4 6
: 755 | 11.2167 6.74294 0.0104089 0.000992128 84954.5 7
: 756 Minimum Test error found - save the configuration
: 756 | 11.0076 6.17284 0.010587 0.00103928 83789.7 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.8465 6.13786 0.0105088 0.00103709 84461.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.7551 6.05807 0.0105001 0.00102762 84455.4 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5941 6.01037 0.0105928 0.0010806 84102.5 0
: 760 | 10.3991 6.42369 0.010493 0.000992219 84203.6 1
: 761 | 10.3998 6.40959 0.0105607 0.00105643 84172.3 2
: 762 | 10.289 6.36082 0.0104808 0.000995718 84342.7 3
: 763 | 10.1929 7.08596 0.0104567 0.000992979 84533.6 4
: 764 Minimum Test error found - save the configuration
: 764 | 10.0007 5.81415 0.010609 0.00104079 83610.6 0
: 765 | 9.69481 6.81531 0.0105333 0.000994609 83868.8 1
: 766 | 9.90758 5.93355 0.0104703 0.000992079 84404 2
: 767 | 9.49924 6.32755 0.0104318 0.000989219 84722.9 3
: 768 | 9.37185 6.50242 0.0104972 0.000992208 84166.4 4
: 769 | 9.53765 6.10865 0.0104218 0.000987208 84794.4 5
: 770 | 9.58487 6.22344 0.0103843 0.000990787 85165.3 6
: 771 Minimum Test error found - save the configuration
: 771 | 9.11602 5.57499 0.0105083 0.00103649 84461.5 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.98266 5.50056 0.0104738 0.00102887 84701.6 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.85852 5.47679 0.0104425 0.00103054 84998.6 0
: 774 | 8.71123 5.62162 0.0104393 0.000990919 84670.9 1
: 775 | 8.54691 5.9277 0.0104111 0.000989907 84915.1 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.51236 5.22124 0.0105625 0.00104761 84078.6 0
: 777 | 8.4302 5.76521 0.0104252 0.000980417 84702.8 1
: 778 Minimum Test error found - save the configuration
: 778 | 8.20923 4.96248 0.0105178 0.0010424 84428.9 0
: 779 | 8.12821 5.31474 0.0105258 0.000991709 83909.8 1
: 780 | 8.11698 5.07005 0.0104401 0.0009906 84660.6 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.93528 4.72289 0.010518 0.00103662 84375.7 0
: 782 | 7.73519 4.98355 0.0104389 0.000995408 84714.9 1
: 783 | 7.6478 5.14889 0.0104558 0.000996299 84571.2 2
: 784 | 7.73331 4.92164 0.0106146 0.00104112 83564.2 3
: 785 | 7.5818 4.82771 0.0104436 0.000990848 84631.1 4
: 786 | 7.54745 4.80938 0.0106207 0.00100199 83171.3 5
: 787 Minimum Test error found - save the configuration
: 787 | 7.56368 4.67867 0.0106137 0.00104571 83612.2 0
: 788 | 7.53936 4.92066 0.0105852 0.00100913 83541.7 1
: 789 | 7.16151 5.32355 0.0106474 0.00101814 83080 2
: 790 | 7.18467 5.26619 0.0106146 0.000998219 83191.8 3
: 791 | 6.94706 5.57673 0.0104555 0.000989488 84513 4
: 792 Minimum Test error found - save the configuration
: 792 | 7.08143 4.30538 0.0105008 0.00103812 84542.9 0
: 793 | 6.84703 4.35742 0.0104281 0.000989439 84758.2 1
: 794 | 6.76491 4.6887 0.0108181 0.00100554 81528.4 2
: 795 | 6.64244 4.44548 0.0106388 0.00099967 82995.4 3
: 796 | 6.58389 5.35427 0.0104652 0.000988758 84419.7 4
: 797 | 6.5933 4.68865 0.0104031 0.000991668 85003.2 5
: 798 | 6.57851 4.76334 0.0104203 0.000995288 84880.4 6
: 799 | 6.47313 4.51789 0.0114049 0.00100176 76899.8 7
: 800 | 6.41524 4.82733 0.0105252 0.00103109 84262.9 8
: 801 | 6.22573 4.41505 0.0105213 0.000990248 83936.2 9
: 802 Minimum Test error found - save the configuration
: 802 | 6.25459 4.20918 0.0104307 0.0010315 85113.9 0
: 803 | 6.09889 4.22061 0.0105594 0.00107602 84357.9 1
: 804 | 5.93001 5.1688 0.0104514 0.000998069 84626.1 2
: 805 Minimum Test error found - save the configuration
: 805 | 5.97472 4.19912 0.010524 0.0010366 84322.6 0
: 806 | 5.99637 4.79576 0.0104567 0.00100005 84596.9 1
: 807 | 5.87745 4.69092 0.0104318 0.000991338 84741.5 2
: 808 | 5.76625 4.67798 0.0104165 0.000989578 84863 3
: 809 | 5.6855 4.63651 0.0104424 0.000995249 84681.9 4
: 810 | 5.54565 4.56116 0.0104423 0.00099332 84665.4 5
: 811 | 5.53344 5.02227 0.0104282 0.000992949 84788.2 6
: 812 | 5.79929 5.37857 0.0104482 0.000997219 84647.6 7
: 813 | 5.59237 5.26917 0.0104443 0.000996248 84673.3 8
: 814 | 5.44293 5.06921 0.0105182 0.000996439 84018.2 9
: 815 | 5.54444 4.19936 0.0105073 0.000992259 84077.3 10
: 816 | 5.32741 5.49677 0.0104707 0.000991029 84390.7 11
: 817 | 5.16253 4.58313 0.0105196 0.00101725 84189.9 12
: 818 | 5.11864 6.90362 0.0105708 0.00103914 83931.1 13
: 819 | 5.2712 4.75808 0.0104738 0.000999939 84443 14
: 820 | 5.17527 6.55571 0.0105293 0.000998319 83936.4 15
: 821 | 5.20882 4.88906 0.0105061 0.00100413 84192.9 16
: 822 | 4.8333 5.16649 0.0106105 0.00101637 83384.4 17
: 823 | 4.80602 5.89209 0.0108111 0.0010149 81664.2 18
: 824 | 4.91445 4.7012 0.010663 0.000992009 82721.7 19
: 825 | 4.78915 6.36047 0.0106258 0.000993919 83057.9 20
: 826 | 4.99852 6.16443 0.0106142 0.00102517 83428.8 21
:
: Elapsed time for training with 1000 events: 8.76 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: 0.0122 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: 0.841 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.162 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= 3.30501e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07992e+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: 0.0384 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: 0.0363 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: 0.00167 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: 0.0947 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: 0.893 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: 0.0219 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00309 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: 0.0392 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00498 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: 0.00288 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000882 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: 0.0972 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.913 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 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 : -0.782 0.217 6.35 1.81 | 3.196 3.216
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.00978 0.258 2.41 1.28 | 3.331 3.324
: 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.