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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
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
TString
Basic string class.
Definition TString.h:138
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:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> 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: 0.267 sec
: Elapsed time for training with 1000 events: 0.271 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00429 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: 0.000822 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00678 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: 0.000204 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00247 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 = 31512.8
: --------------------------------------------------------------
: 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 | 33084.6 31181.2 0.010266 0.0010319 86635 0
: 2 Minimum Test error found - save the configuration
: 2 | 32602.1 30659.7 0.0101877 0.00100576 87127.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31906.6 29944.4 0.0104326 0.00102758 85060.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31100.4 29217.4 0.0104306 0.00102897 85091.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30299.5 28457 0.0105477 0.00103181 84070.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29449.6 27555.8 0.0104192 0.00103366 85237.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28676.6 26854.1 0.0103414 0.00102596 85878.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28184.7 26446.7 0.0102227 0.000991077 86658.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27818.8 26112.9 0.0101474 0.00106253 88058.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27487.6 25812.7 0.0100791 0.000999926 88113.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27181.2 25530.1 0.0100106 0.000971935 88508.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 26891.5 25258.3 0.0100193 0.000974797 88452 0
: 13 Minimum Test error found - save the configuration
: 13 | 26611.6 24996.6 0.0103627 0.00102555 85679.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26343.8 24739.2 0.0102047 0.000990606 86823.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26077 24493.9 0.0101543 0.000986347 87260.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 25823.9 24249.5 0.0101794 0.000985137 87011.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25571.9 24011.9 0.0100398 0.000974296 88246.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25327.4 23777.8 0.0100825 0.000977926 87868 0
: 19 Minimum Test error found - save the configuration
: 19 | 25083.6 23551.7 0.0100534 0.000981726 88186.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24847.6 23327.9 0.0100788 0.000982077 87943.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 24615.9 23106.1 0.010048 0.000999607 88413.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24386 22888.3 0.0117896 0.000991396 74086.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24157.3 22677.6 0.0101918 0.000981886 86863.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 23936.5 22466.5 0.0100792 0.00100866 88197.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 23718.2 22256.4 0.0101774 0.00100593 87226.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23500.9 22049.9 0.0102593 0.000983286 86243.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23287.1 21846.1 0.0101465 0.000982875 87301.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23073.2 21648.8 0.0100786 0.000985406 87977.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22867.4 21449.7 0.0101012 0.000992006 87823 0
: 30 Minimum Test error found - save the configuration
: 30 | 22661.1 21253.4 0.0103726 0.000990295 85266.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22456 21061.7 0.0101186 0.00100569 87787.2 0
: 32 Minimum Test error found - save the configuration
: 32 | 22253.9 20873.4 0.0100299 0.000978468 88383.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22057.7 20683.2 0.0101275 0.000987755 87530.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 21857.8 20499.9 0.0100834 0.000992477 87999.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21665 20316 0.0102759 0.00102603 86488.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21473.9 20132.3 0.0100653 0.000979276 88047 0
: 37 Minimum Test error found - save the configuration
: 37 | 21280.6 19955 0.0100716 0.000997686 88165.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21093.2 19778.3 0.0100627 0.000983427 88113 0
: 39 Minimum Test error found - save the configuration
: 39 | 20907.9 19602 0.0101364 0.000986825 87436.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20724 19427.1 0.0101415 0.000986536 87383.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20539.7 19257.2 0.0101137 0.00101842 87957.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20361.2 19086.4 0.0101546 0.000994846 87338.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20182.9 18917.3 0.0107439 0.00112764 83192.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20007.2 18748.7 0.0105325 0.00105699 84428.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19830.3 18584.9 0.0103845 0.000992187 85175.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19657 18423.1 0.0101025 0.000988378 87775.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19485.5 18262.3 0.0101453 0.00101805 87649.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19317.9 18097.5 0.0101338 0.000995057 87539.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19143.2 17931.2 0.0101733 0.00100103 87219.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 18972.5 17767.3 0.010414 0.00100736 85046.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 18802.8 17619.5 0.0102699 0.00107248 86980.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18638.5 17457.9 0.0103645 0.00101824 85595.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18472.3 17307.3 0.0104184 0.0010257 85172.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18310.4 17146.8 0.0105248 0.00102535 84215 0
: 55 Minimum Test error found - save the configuration
: 55 | 18154 16999.8 0.0103188 0.00100473 85891.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 17988.2 16844.2 0.0102337 0.00100636 86698.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17831.2 16690.4 0.0103238 0.00103396 86115.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17669.7 16540.7 0.0102803 0.00100739 86272.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17511.3 16391.4 0.0103253 0.00100727 85855.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17361.8 16244.1 0.0102415 0.00100197 86584.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17201.5 16096 0.0103051 0.00103178 86268.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17048.9 15949.4 0.0103809 0.00102294 85488.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 16896.9 15803.5 0.0104053 0.00101965 85236.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16746.1 15658.3 0.0104966 0.00103651 84565.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16598.3 15517.7 0.0104272 0.00104027 85224.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16445.9 15372.4 0.0104085 0.00102611 85266 0
: 67 Minimum Test error found - save the configuration
: 67 | 16295.4 15234.4 0.0104666 0.00103738 84842.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16150.7 15096.7 0.0103943 0.00101626 85305.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16004.3 14958 0.0103756 0.00102067 85516 0
: 70 Minimum Test error found - save the configuration
: 70 | 15861.1 14819.7 0.0104223 0.00102307 85113.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15715.8 14684.8 0.0104289 0.00104623 85263.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15573.5 14552.3 0.0104318 0.00102612 85054.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15435.6 14416.3 0.0104355 0.00108238 85533 0
: 74 Minimum Test error found - save the configuration
: 74 | 15295.5 14284.1 0.0103532 0.00101407 85661.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15155.4 14155.5 0.0104073 0.00102156 85235.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15020.8 14026.5 0.0104561 0.00104535 85008.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 14884.9 13898.4 0.0103582 0.00103201 85780.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14751.9 13770 0.01043 0.00102416 85053.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14617.2 13645.4 0.0103459 0.00101912 85774.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14484.2 13523.9 0.0104438 0.00102516 84937.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14357.6 13398.1 0.0104239 0.00104118 85262.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14225.5 13277 0.0107782 0.00122498 83741 0
: 83 Minimum Test error found - save the configuration
: 83 | 14097.9 13156.8 0.0104508 0.00101927 84821.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 13971.3 13037.1 0.0104613 0.00101949 84729.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 13845.2 12918.7 0.0104466 0.00101968 84863.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 13722.2 12799 0.0106472 0.00105146 83369.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13597 12683 0.0105564 0.00102418 83925.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13476.5 12565.2 0.0103716 0.00101409 85492.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13350.3 12455.8 0.0105827 0.00107993 84186.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13234.8 12340.1 0.0107719 0.00105383 82321.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13113.3 12228.8 0.0110042 0.0010532 80394.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 12996 12117.5 0.0104899 0.00106676 84897.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12878.2 12007.7 0.0104782 0.001042 84780.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12762.5 11898.8 0.0103041 0.00101986 86167.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12647.7 11790.1 0.0104081 0.00102785 85285.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12533.4 11683.1 0.0104925 0.00106912 84895.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12420.5 11576.7 0.0104524 0.00102383 84848.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12309 11470.9 0.0103525 0.00102215 85741.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12197.7 11365.5 0.0105397 0.00103329 84153.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12087.2 11262.2 0.0106436 0.00104062 83307.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 11977 11161.1 0.0106375 0.00109721 83854.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11871.1 11057.7 0.0106182 0.00102557 83397.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11762.7 10956.8 0.0103852 0.00102828 85498 0
: 104 Minimum Test error found - save the configuration
: 104 | 11654.9 10859.3 0.0103402 0.00101681 85805.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11552.3 10758.5 0.0103543 0.00101686 85676.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11445.6 10662.1 0.0104926 0.00106729 84877.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11342.7 10565.4 0.0103344 0.00101152 85810.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11240.6 10468.8 0.010295 0.00100765 86138.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11140 10371.4 0.0105995 0.00103334 83627.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11037.9 10276.9 0.010469 0.0010292 84747.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 10937.9 10183.4 0.0104788 0.00108291 85143.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10838.2 10091.6 0.0105398 0.00112341 84958.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10741.5 9998.47 0.0104026 0.00103341 85386.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10642.7 9908.14 0.0108765 0.0010385 81317.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10549.2 9814.71 0.0105977 0.00103267 83638.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10450 9727.21 0.0104661 0.00102344 84722.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10356 9639.16 0.0105663 0.00102616 83856.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10263.1 9550.56 0.0103589 0.00102026 85665.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10169.2 9463.67 0.0104242 0.0010214 85081.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10077 9377.54 0.0103398 0.00102466 85882 0
: 121 Minimum Test error found - save the configuration
: 121 | 9986.62 9290.44 0.0106397 0.00105939 83504.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9894.69 9206.22 0.0110679 0.00112414 80452.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9805.84 9120.92 0.0106941 0.00106788 83106.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9716.34 9037.38 0.0107402 0.0010348 82428 0
: 125 Minimum Test error found - save the configuration
: 125 | 9628.36 8953.75 0.010616 0.00115143 84525.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9539.25 8873.5 0.0113609 0.00104672 77563.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9453.64 8792.3 0.0105857 0.00106757 84050.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9366.82 8712.64 0.0108588 0.00109449 81931.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9283.99 8630.42 0.0106509 0.00116543 84339.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9197.94 8551.16 0.0128781 0.00161018 70997.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9113.64 8473.52 0.0141925 0.00115744 61372.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9030.72 8396.38 0.0118669 0.00159888 77911.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 8948.05 8320.64 0.0131258 0.00105032 66249.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8867.55 8243.88 0.0104669 0.00103109 84783.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8786.65 8167.84 0.0104018 0.00102172 85286.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8706.69 8092.46 0.0103619 0.00102533 85684.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8626.89 8018.2 0.0104634 0.00103191 84822.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8548.61 7943.86 0.0104296 0.0010296 85106.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8470.08 7871.16 0.0104855 0.00103837 84682.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8393.01 7798.52 0.0104242 0.00102813 85142.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8316.18 7726.96 0.010498 0.00102839 84480.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8241.07 7654.82 0.0104389 0.00103255 85049 0
: 143 Minimum Test error found - save the configuration
: 143 | 8164.27 7585.59 0.0104438 0.00103129 84993.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8090.51 7515.46 0.0105329 0.00103293 84210.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8016.9 7445.7 0.0105006 0.00102655 84440.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 7943.07 7377.03 0.0105629 0.00103885 83997.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7870.39 7309.23 0.0104979 0.00104015 84586.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7798.6 7241.47 0.0133866 0.00177211 68879.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7727.57 7173.96 0.0145367 0.00177254 62675.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7656.72 7107.37 0.0116899 0.00104134 75127.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7586.13 7041.83 0.0105299 0.00102939 84205.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7517.01 6976.61 0.0103947 0.0010201 85336.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7447.14 6913.25 0.0104828 0.00102916 84623.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7380.25 6848.6 0.0104262 0.00102188 85066.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7312.1 6785.13 0.0104491 0.00103142 84946.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7245.12 6722.28 0.010411 0.00103043 85282.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7179.41 6658.85 0.0105304 0.00106975 84560.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7112.86 6597.27 0.0103856 0.00104537 85650.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7047.3 6536.56 0.0104007 0.00102578 85334.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 6982.8 6476.25 0.0106858 0.00105084 83031.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6918.8 6416.39 0.0104841 0.00103396 84654.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6855.67 6356.32 0.0104061 0.00102313 85260.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6792.4 6297.36 0.0105244 0.00103827 84333.4 0
: 164 Minimum Test error found - save the configuration
: 164 | 6729.94 6238.77 0.0104353 0.00104272 85173.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6667.27 6182.38 0.0104493 0.00102823 84916 0
: 166 Minimum Test error found - save the configuration
: 166 | 6607.36 6123.97 0.0104084 0.00102422 85249.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6546.03 6067 0.0107203 0.00106997 82898.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6485.16 6011.72 0.0105417 0.00108348 84582.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6426.3 5955.09 0.0105024 0.00103224 84476.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6367.11 5899.53 0.0103956 0.00101696 85300.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6309.12 5843.27 0.010461 0.00103459 84867.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6250.15 5788.8 0.0104145 0.00103081 85254.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6191.85 5735.76 0.0103952 0.00102495 85376.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6135.37 5682.68 0.010493 0.00106022 84810.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6078.41 5630.31 0.0104292 0.00102987 85112.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6023.39 5576.87 0.0105507 0.00106944 84377.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 5967.58 5524.36 0.0105303 0.00102953 84204 0
: 178 Minimum Test error found - save the configuration
: 178 | 5911.66 5473.74 0.0104673 0.00104306 84887.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5858.35 5421.75 0.0141316 0.00169546 64328.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5803.01 5372.01 0.010575 0.00103827 83886.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5750.64 5321.09 0.0105097 0.00107221 84768.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5697.09 5271.49 0.0104575 0.00102438 84807.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5644.48 5222.32 0.0104746 0.00106299 85001.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5592.76 5172.84 0.0104373 0.00102509 84995.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5539.61 5126.11 0.0104715 0.00102597 84696 0
: 186 Minimum Test error found - save the configuration
: 186 | 5489.86 5077.55 0.0105191 0.00102555 84267.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5439.17 5029.73 0.0105129 0.00103264 84385.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5388 4983.79 0.0104543 0.00104842 85052.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5338.95 4936.73 0.01049 0.00103549 84615.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5288.99 4891.16 0.0104388 0.00102497 84981.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5240.42 4846.23 0.0104542 0.00103494 84932.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5192.85 4799.9 0.0104714 0.00103148 84746.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5144.33 4754.95 0.0104902 0.00102582 84527.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5095.66 4711.71 0.0103586 0.00102409 85703.7 0
: 195 Minimum Test error found - save the configuration
: 195 | 5049.69 4667.58 0.0105367 0.00106731 84483.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5003.38 4623.4 0.0104811 0.0010331 84674.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 4956.45 4580.85 0.0104135 0.00102612 85220.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 4911.35 4537.09 0.0104901 0.00106576 84886.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4865.21 4495.32 0.0103713 0.0010188 85539 0
: 200 Minimum Test error found - save the configuration
: 200 | 4820.11 4454.31 0.0105171 0.00103117 84335.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4776.42 4412.1 0.0104596 0.00102847 84825 0
: 202 Minimum Test error found - save the configuration
: 202 | 4733.14 4369.54 0.0104179 0.0010241 85162.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4687.43 4330.49 0.010375 0.00101905 85506.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4645.59 4289.02 0.0103888 0.0010225 85412.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4602.15 4249.25 0.0104661 0.001028 84763.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4559.43 4210.2 0.0104057 0.00102622 85292.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4518.3 4170.14 0.0105289 0.00102832 84205.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4476.52 4131.03 0.0104143 0.00104338 85370 0
: 209 Minimum Test error found - save the configuration
: 209 | 4434.62 4092.79 0.0103948 0.0010313 85438.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4394 4054.91 0.0104121 0.00102479 85221.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4354.29 4015.75 0.0104484 0.00108922 85477.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4312.87 3979.55 0.0104367 0.0010255 85005.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4273.72 3942.76 0.0104196 0.00102549 85159.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4234.6 3906.05 0.010417 0.0010264 85191.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4196.47 3868.6 0.0105791 0.00113362 84696.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4157.6 3831.98 0.0105624 0.0010392 84005.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4118.67 3797.06 0.0105586 0.00107127 84322.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4081.38 3761.6 0.0105299 0.00103117 84221.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4043.79 3726.42 0.0105071 0.00104028 84506 0
: 220 Minimum Test error found - save the configuration
: 220 | 4006.16 3692.68 0.0103828 0.0010227 85469.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 3970.14 3658.55 0.0104301 0.00103435 85144.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3934.31 3623.25 0.0104077 0.00102958 85304.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3898.42 3588.41 0.0104243 0.00103117 85168.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3861.79 3555.57 0.0104034 0.00102289 85283.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3826.49 3522.8 0.0105249 0.00104511 84390.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3791.11 3491.46 0.0103844 0.00101711 85403.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3757.8 3457.72 0.0105066 0.00104616 84562.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3722.82 3425.61 0.0103944 0.00102596 85392.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3689.25 3393.3 0.0104569 0.00104395 84989.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3655.15 3362.03 0.0104594 0.00108756 85362 0
: 231 Minimum Test error found - save the configuration
: 231 | 3622.09 3330.67 0.0104561 0.00103795 84942.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3588.91 3300.09 0.0104366 0.00105515 85274.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3555.89 3270 0.0105372 0.0010349 84190.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3523.7 3239.61 0.0104102 0.00102359 85228 0
: 235 Minimum Test error found - save the configuration
: 235 | 3492.16 3208.86 0.01047 0.00103352 84777.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3460.2 3178.96 0.0105067 0.00103784 84487.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3428.56 3149.35 0.0104734 0.00104565 84856 0
: 238 Minimum Test error found - save the configuration
: 238 | 3397.53 3119.55 0.0104223 0.00103109 85185.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3366.22 3090.98 0.0105666 0.00104173 83990.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3335.83 3062.21 0.0106766 0.00111009 83624.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3305.61 3033.37 0.0104521 0.0010269 84878.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3275.29 3006.29 0.0104519 0.00104234 85019.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3245.93 2976.94 0.0104477 0.0010271 84920.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3215.86 2949.91 0.0104274 0.00102408 85076.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3187.57 2921.42 0.0104995 0.00103595 84535.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3157.76 2894.43 0.0106552 0.00113231 84008.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3128.87 2867.99 0.0104915 0.00104706 84705.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3100.7 2841.53 0.010459 0.00105433 85063.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3072.97 2814.94 0.0104367 0.00102646 85014.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3044.44 2788.97 0.0104939 0.00105088 84718.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3017.25 2762.68 0.0104833 0.00102868 84614.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 2989.47 2737.51 0.010508 0.00104113 84505.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2961.91 2713.17 0.0104708 0.00103247 84760.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2936.15 2687.1 0.0104685 0.00103178 84775 0
: 255 Minimum Test error found - save the configuration
: 255 | 2909.09 2661.94 0.0104783 0.00103194 84689 0
: 256 Minimum Test error found - save the configuration
: 256 | 2882.67 2637.59 0.0105471 0.001032 84076.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2856.52 2612.99 0.0105241 0.00105703 84503.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2830.74 2588.59 0.0104647 0.00102382 84737.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2805.1 2564.63 0.010644 0.00104754 83363.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2779.23 2541.38 0.0104686 0.00103372 84791.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2754.92 2517.37 0.0106438 0.00102669 83185.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2729.26 2494.21 0.0105629 0.0010344 83959 0
: 263 Minimum Test error found - save the configuration
: 263 | 2704.65 2471.61 0.0116617 0.00105751 75441.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2680.17 2448.46 0.0106729 0.00105422 83171.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2656.24 2425.41 0.0104489 0.00102684 84907.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2631.48 2403.73 0.010664 0.00108422 83509 0
: 267 Minimum Test error found - save the configuration
: 267 | 2607.84 2381.76 0.0106142 0.00105846 83719.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2584.33 2359.69 0.0105877 0.00104483 83831.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2560.81 2338.01 0.0105581 0.00106261 84250.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2537.53 2316.7 0.0108704 0.00105556 81509.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2514.97 2294.59 0.0105884 0.00106907 84039.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2491.92 2273.44 0.0104916 0.00103392 84587.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2468.96 2253.13 0.0104444 0.00102515 84932 0
: 274 Minimum Test error found - save the configuration
: 274 | 2446.74 2232.7 0.0107468 0.00104037 82419.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2424.48 2211.77 0.0105595 0.0010397 84035.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2402.34 2191.34 0.0105434 0.00103184 84107.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2380.56 2170.78 0.0105534 0.00108942 84531 0
: 278 Minimum Test error found - save the configuration
: 278 | 2358.7 2150.9 0.0110808 0.0010558 79800.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2337.05 2131.2 0.0107223 0.00104032 82627.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2315.68 2111.58 0.0105048 0.00103052 84439.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2294.45 2092.41 0.0104552 0.00102385 84823.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2273.72 2073.08 0.0104447 0.00102289 84909.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2252.79 2054.09 0.0105002 0.00104443 84604 0
: 284 Minimum Test error found - save the configuration
: 284 | 2231.81 2035.54 0.0104385 0.00102517 84986.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2212.05 2015.99 0.0105914 0.00106347 83964 0
: 286 Minimum Test error found - save the configuration
: 286 | 2190.89 1997.78 0.0106736 0.00106979 83300.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2170.77 1979.85 0.0105727 0.00104897 84000.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2151.51 1961.26 0.0105417 0.00103194 84124.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2131.49 1942.79 0.0107164 0.00104181 82691.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2111.14 1925.69 0.0105369 0.00104734 84303.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2091.91 1908.18 0.0106221 0.00104677 83547.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2073.31 1889.82 0.0105821 0.00110889 84448.4 0
: 293 Minimum Test error found - save the configuration
: 293 | 2053.47 1872.57 0.0105177 0.00104537 84456.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2034.42 1855.62 0.0104975 0.00103819 84572.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2015.79 1838.54 0.0106103 0.00103697 83565.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 1997.13 1821.39 0.0106059 0.00106494 83849 0
: 297 Minimum Test error found - save the configuration
: 297 | 1978.15 1805.04 0.0106279 0.00103604 83404.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1960 1788.74 0.0105821 0.00103543 83798.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1941.91 1772.53 0.0106147 0.00104535 83600.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1923.91 1756.45 0.0104562 0.00103489 84913.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1905.66 1739.72 0.0104974 0.00106922 84851.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1888.03 1723.57 0.0106585 0.00108896 83598.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1869.58 1708.99 0.0105005 0.00103787 84543.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1852.63 1693.38 0.0105812 0.00103464 83800 0
: 305 Minimum Test error found - save the configuration
: 305 | 1835.5 1677.4 0.0107385 0.00109873 82989.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1818.13 1662.08 0.0105167 0.00105558 84556.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1801.6 1646.01 0.0104686 0.00103109 84768 0
: 308 Minimum Test error found - save the configuration
: 308 | 1784.01 1631.15 0.0105575 0.00104033 84058.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1767.1 1616.37 0.0105243 0.00104673 84410 0
: 310 Minimum Test error found - save the configuration
: 310 | 1750.2 1601.79 0.01049 0.00103092 84575 0
: 311 Minimum Test error found - save the configuration
: 311 | 1734.23 1586.94 0.0105094 0.00104153 84496.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1717.54 1572.3 0.0105399 0.00104017 84212.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1701.03 1558.05 0.0105283 0.00102991 84224.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1685.18 1544.04 0.0118651 0.00105799 74025.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1669.32 1529.4 0.0104879 0.00103267 84609 0
: 316 Minimum Test error found - save the configuration
: 316 | 1652.64 1516.48 0.0105276 0.00105353 84441.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1637.61 1502.37 0.0104393 0.00103625 85078.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1622.51 1487.65 0.0106229 0.00103713 83456.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1606.4 1473.99 0.0105975 0.00103853 83690.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1591.11 1460.64 0.0104692 0.00103207 84771.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1576.24 1446.83 0.0104747 0.00102637 84671 0
: 322 Minimum Test error found - save the configuration
: 322 | 1560.57 1434.17 0.0104358 0.00102149 84976.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1545.93 1420.61 0.01045 0.00102695 84898.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1530.99 1407.94 0.010535 0.00103525 84212.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1516.64 1394.71 0.0107989 0.00109779 82465.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1502.03 1381.59 0.0107932 0.00107651 82332.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1487.34 1369.21 0.0107183 0.00106819 82900.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1473.06 1356.98 0.0107963 0.00104672 82054.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1459.24 1344.1 0.010813 0.00107492 82151.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1445.09 1331.57 0.0121241 0.00106364 72330 0
: 331 Minimum Test error found - save the configuration
: 331 | 1431.64 1318.63 0.010543 0.00104743 84250.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1417.11 1306.81 0.0106106 0.00106934 83846.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1403.82 1295.01 0.0105339 0.00105368 84385.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1390.25 1282.34 0.0107133 0.00107998 83044.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1376.22 1271.34 0.0106218 0.00106871 83742.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1363.84 1259.02 0.0105915 0.0010506 83849.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1350.33 1247.56 0.0108239 0.00106572 81982.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1337.25 1236.11 0.010585 0.00108699 84227.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1325.02 1224.14 0.0105358 0.00103458 84199.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1311.64 1212.81 0.010512 0.00103498 84414.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1298.94 1201.57 0.0106864 0.00104064 82937.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1286.53 1190.18 0.0105471 0.00103913 84140.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1273.81 1179.41 0.0106375 0.00105668 83500.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1261.79 1168.72 0.0109234 0.00121875 82434.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1249.96 1157.41 0.0105642 0.00105271 84108.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1237.58 1146.3 0.0105745 0.00103994 83905.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1225.51 1135.51 0.0105365 0.0010527 84354.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1213.93 1124.6 0.010699 0.0010578 82976.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1201.93 1114.14 0.0105235 0.00105089 84454.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1190 1103.95 0.0106157 0.00103818 83528.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1178.79 1093.42 0.0105451 0.0010388 84154.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1167.16 1083.73 0.0105015 0.00104813 84625.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1156.17 1072.93 0.0106715 0.00109238 83514.9 0
: 354 Minimum Test error found - save the configuration
: 354 | 1144.87 1062.58 0.0106288 0.00104252 83452.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1133.57 1053.02 0.010618 0.00105953 83695.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1122.59 1042.94 0.0105729 0.00103626 83887 0
: 357 Minimum Test error found - save the configuration
: 357 | 1111.76 1033.15 0.0105803 0.00103533 83813.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1100.93 1023.26 0.0105311 0.00105646 84436 0
: 359 Minimum Test error found - save the configuration
: 359 | 1090.32 1013.49 0.0105485 0.00102969 84044.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1079.83 1003.58 0.0105835 0.00103577 83789.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1068.94 994.096 0.0106425 0.00109391 83781.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1058.41 984.817 0.0106324 0.00103546 83359.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1047.92 975.719 0.0105463 0.00103324 84095.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1037.78 966.573 0.0106029 0.0010307 83575.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1027.76 957.579 0.0107329 0.00106002 82705.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1018.13 948.108 0.0104947 0.00103216 84543.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1008.07 938.386 0.0104432 0.00102664 84956.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 997.821 929.384 0.0105845 0.00103022 83731.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 987.866 920.599 0.0104615 0.00102724 84796.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 978.446 912.071 0.0105415 0.00104021 84199.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 968.851 903.518 0.0104841 0.00106118 84899.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 959.54 894.149 0.0104943 0.00103086 84536.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 949.664 886.08 0.0105512 0.00103807 84093.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 940.579 877.445 0.010474 0.00102485 84663.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 931.439 869.038 0.0105385 0.00105117 84323 0
: 376 Minimum Test error found - save the configuration
: 376 | 922.384 859.942 0.0104835 0.00102753 84602.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 912.866 852.054 0.0104774 0.00102593 84642.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 904.246 843.743 0.0104638 0.00102962 84797.9 0
: 379 Minimum Test error found - save the configuration
: 379 | 894.985 835.694 0.0105161 0.00103792 84404.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 886.184 827.671 0.0104581 0.00102659 84821.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 877.752 819.035 0.0104732 0.00103305 84744.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 868.576 811.5 0.0104759 0.00102688 84664.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 860.354 803.588 0.0104811 0.00102933 84640.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 852.184 794.945 0.0106056 0.00106123 83818.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 842.919 787.401 0.0104696 0.00102913 84741.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 834.61 779.629 0.0104804 0.00102785 84633.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 826.164 772.05 0.0104674 0.00102454 84719.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 818.21 764.324 0.0104597 0.00102868 84826.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 810.026 757.067 0.0104579 0.00102899 84845.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 801.889 749.866 0.0104539 0.00103321 84919.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 794.114 742.373 0.01054 0.00104371 84243.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 786.042 734.759 0.0104721 0.00102432 84675.5 0
: 393 Minimum Test error found - save the configuration
: 393 | 778.135 727.332 0.010496 0.00103163 84527.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 770.365 719.745 0.0104966 0.00107328 84896 0
: 395 Minimum Test error found - save the configuration
: 395 | 762.41 712.897 0.0104309 0.00102735 85073.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 754.925 705.697 0.010445 0.00102651 84939.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 747.577 698.216 0.0107371 0.0010379 82481 0
: 398 Minimum Test error found - save the configuration
: 398 | 739.865 691.169 0.0104557 0.00102642 84841.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 732.232 684.679 0.0106316 0.0010498 83491.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 725.126 677.812 0.0104785 0.00103281 84694.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 718.092 671.077 0.010629 0.00103304 83368.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 710.631 664.405 0.0104624 0.00102792 84795.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 703.694 657.687 0.0104864 0.00103496 84643.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 696.271 650.752 0.0106116 0.00105582 83718.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 689.107 644.206 0.0104664 0.00102893 84768.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 682.401 637.443 0.0105455 0.00103423 84111 0
: 407 Minimum Test error found - save the configuration
: 407 | 675.834 630.884 0.0104445 0.00102358 84917.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 668.485 624.324 0.0104589 0.00102239 84777.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 662.232 618.227 0.0105972 0.00103545 83666.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 655.449 611.627 0.0104584 0.00102867 84837.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 648.298 605.143 0.0104485 0.00102877 84928.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 641.445 599.299 0.0105167 0.00103061 84333.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 635.194 593.368 0.0104741 0.00103009 84709.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 628.823 587.546 0.0105576 0.00105206 84161.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 622.282 580.921 0.0107545 0.00104221 82369.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 616.187 574.487 0.0104873 0.00102635 84557.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 609.269 568.928 0.0104773 0.0010296 84676.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 603.318 562.589 0.0104946 0.00103133 84536.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 596.965 557.142 0.010739 0.00104078 82489.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 590.833 551.498 0.0105132 0.00103375 84392.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 585.03 545.401 0.0104648 0.00103576 84844.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 578.942 539.392 0.0105552 0.00107099 84351 0
: 423 Minimum Test error found - save the configuration
: 423 | 572.771 533.932 0.0105556 0.0010374 84049.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 566.743 528.551 0.0105072 0.00104838 84577 0
: 425 Minimum Test error found - save the configuration
: 425 | 561.042 523.177 0.0109087 0.00106452 81265.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 555.248 517.673 0.0110805 0.00111903 80309.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 549.624 512.372 0.0110689 0.00109165 80182.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 543.75 506.56 0.0109615 0.00104142 80644.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 538.38 500.928 0.0104648 0.00102969 84789.8 0
: 430 Minimum Test error found - save the configuration
: 430 | 532.617 495.37 0.0104611 0.0010254 84784.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 527.027 490.556 0.0104769 0.00103203 84701.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 522.043 485.528 0.0104872 0.00103829 84665.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 516.395 479.905 0.010596 0.00104819 83788.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 510.874 474.473 0.0108524 0.00106866 81768.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 505.287 470.005 0.0105948 0.00105738 83880.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 500.159 464.611 0.0107975 0.00109507 82453.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 495.073 459.49 0.0107605 0.00115268 83265.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 489.734 454.524 0.0108158 0.00106226 82021.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 484.73 450.181 0.010726 0.00107957 82931.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 479.889 445.053 0.0106906 0.00103475 82851.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 474.729 440.178 0.0105142 0.00103445 84390.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 469.831 435.44 0.0106366 0.00103548 83324 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.77 430.991 0.0107287 0.00107087 82834 0
: 444 Minimum Test error found - save the configuration
: 444 | 459.948 425.936 0.010547 0.00103197 84077.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 455.348 421.371 0.0106287 0.00103278 83368.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 450.524 417.206 0.0106263 0.00105547 83587.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 445.709 412.118 0.0110862 0.00141581 82726.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 441.266 407.837 0.0106462 0.00103917 83272.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 436.401 403.273 0.010618 0.00105532 83658.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 431.692 399.031 0.0107268 0.00104455 82625.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 427.157 395.159 0.0104552 0.00102863 84866.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 422.933 390.235 0.0104543 0.00103312 84915.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 418.293 386.01 0.0104927 0.00105246 84743.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 413.889 381.376 0.0104807 0.00103125 84660.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 409.315 377.445 0.0104473 0.0010237 84892.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 405.603 373.535 0.0104792 0.00102563 84624.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.896 368.969 0.0104695 0.00103112 84760.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 396.706 364.937 0.0104422 0.00102851 84982.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 392.66 360.799 0.0104473 0.00102867 84938 0
: 460 Minimum Test error found - save the configuration
: 460 | 388.45 356.744 0.0104689 0.00102516 84712.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 384.183 353.305 0.0109092 0.00105452 81179.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 380.209 348.944 0.0108472 0.00107003 81823 0
: 463 Minimum Test error found - save the configuration
: 463 | 376.224 344.773 0.0105558 0.00105575 84209.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.94 341.532 0.0104736 0.00103239 84734.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 368.264 337.516 0.0104574 0.00103131 84870.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 364.154 333.618 0.0121876 0.00106704 71938.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 360.231 329.739 0.0106038 0.00106068 83829.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.541 326.365 0.0106089 0.00106234 83800 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.688 322.125 0.0106165 0.00103435 83488.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.824 318.994 0.0106831 0.00104274 82984.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.989 315.235 0.0106029 0.00103784 83637.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 341.639 311.576 0.0106916 0.00104125 82898.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.844 307.977 0.0106357 0.00105848 83531.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 334.198 304.446 0.010946 0.00129599 82901.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.848 301.103 0.0106807 0.00104168 82995.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 327.141 298.43 0.0110019 0.00104257 80326.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 323.807 294.593 0.0106609 0.0010436 83183.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.956 291.276 0.0107761 0.00104482 82209.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 316.538 287.878 0.0106415 0.00108306 83695.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 313.312 284.245 0.0106233 0.00112681 84241.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 310.092 281.143 0.0107616 0.00104826 82361.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.496 277.972 0.0108127 0.0010626 82050 0
: 483 Minimum Test error found - save the configuration
: 483 | 303.032 274.572 0.0104887 0.001048 84739.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.793 271.539 0.0105779 0.00109163 84332.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 296.49 268.688 0.0107794 0.00105436 82261.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 293.452 265.507 0.0109263 0.00108236 81268.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 290.142 262.219 0.0109082 0.00105649 81204 0
: 488 Minimum Test error found - save the configuration
: 488 | 287.006 259.186 0.0106038 0.00109408 84124.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 284.126 256.103 0.0107346 0.00108141 82874 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.816 253.283 0.0107282 0.00106788 82813.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.864 250.347 0.0106933 0.00104235 82893.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 275.104 247.721 0.010838 0.00107357 81930.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.89 245.075 0.0106366 0.0010309 83284.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.995 241.574 0.0107234 0.00104438 82653.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.792 238.969 0.0106593 0.00103607 83132.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 263.151 236.887 0.0106016 0.00104224 83687.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 260.338 233.612 0.0109407 0.00104634 80854.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.287 230.942 0.0112894 0.00106266 78226.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 254.327 227.842 0.0112333 0.00104269 78503.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.63 225.461 0.01191 0.00129919 75394.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.884 222.8 0.0108887 0.00105871 81383.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 246.183 220.231 0.0106796 0.00107423 83286.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.432 217.832 0.0107497 0.00105636 82530.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.845 215.214 0.0105353 0.00103551 84212 0
: 505 Minimum Test error found - save the configuration
: 505 | 238.49 212.31 0.0106071 0.0010694 83877.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.516 210.028 0.0107096 0.00105082 82826.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 233.038 207.609 0.0106267 0.00104616 83502.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.492 205.294 0.0106783 0.00103749 82980.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.956 203.584 0.0106102 0.00103678 83564.3 0
: 510 Minimum Test error found - save the configuration
: 510 | 225.554 201.032 0.0106709 0.00104465 83106.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.84 198.505 0.010573 0.00105604 84060.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 220.314 195.672 0.0105517 0.00104925 84188.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 218.012 193.711 0.0110765 0.00114997 80591.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.452 192.099 0.0112875 0.00106507 78259.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.169 188.891 0.0107152 0.00106421 82892.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.939 186.642 0.0105801 0.0010419 83873.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.529 184.44 0.0107086 0.00104885 82818 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.974 182.872 0.0106065 0.00105191 83729.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.992 180.775 0.0107135 0.00109056 83134.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.542 178.96 0.0107082 0.00104514 82789.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.413 176.644 0.0107112 0.00110118 83246.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.189 174.026 0.0107582 0.00109705 82806.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.911 172.366 0.0105644 0.0010335 83937.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.126 169.798 0.0109827 0.00106283 80645.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.218 168.347 0.010563 0.00102925 83912.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.83 166.703 0.010524 0.0010469 84413.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.428 164.398 0.0109771 0.00105072 80593 0
: 528 Minimum Test error found - save the configuration
: 528 | 184.237 162.877 0.0105476 0.0010595 84316.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.951 160.365 0.0107212 0.00103769 82614.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.899 158.898 0.0107169 0.00104907 82748.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.821 156.568 0.010609 0.00104978 83688.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.101 155.299 0.0105489 0.00102891 84033.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.942 152.846 0.0104899 0.00102252 84500.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.881 152.146 0.0105692 0.00104721 84016.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.874 149.358 0.0104919 0.00102858 84536.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.937 147.866 0.0111217 0.00127487 81244.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.215 146.696 0.011761 0.00103145 74560.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.646 143.91 0.0104945 0.00106579 84847 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.268 142.71 0.0127513 0.00114012 68899.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 160.85 140.645 0.0124757 0.00128473 71486.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.717 139.952 0.0123547 0.00123238 71927.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.944 137.305 0.0118323 0.00113335 74773.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.082 136.7 0.0114806 0.00126003 78273.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.516 134.72 0.0117818 0.00119935 75596.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.228 132.81 0.0119654 0.00123674 74566.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.475 131.855 0.0119068 0.00126425 75170 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.814 130.005 0.0116178 0.00105446 75733.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.168 129.91 0.0119819 0.00126731 74664.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.437 126.953 0.0117208 0.00119834 76027.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.811 125.098 0.0118004 0.00124782 75810.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.214 123.308 0.0118857 0.0012769 75409.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.31 121.726 0.0113896 0.00103766 77280.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.509 120.526 0.0105862 0.00104899 83882.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.931 118.986 0.0108843 0.00103971 81262.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.341 118.123 0.0106037 0.001032 83579.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.997 116.289 0.0105081 0.00102925 84398.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.368 115.086 0.01074 0.00114644 83388.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.796 113.923 0.0107079 0.0010656 82967.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.539 112.918 0.0105834 0.00103911 83819.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.252 111.534 0.0105729 0.00105116 84018.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.279 110.276 0.0108305 0.001049 81786.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.804 107.943 0.0106079 0.00102877 83514.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.103 107.073 0.0107237 0.00104311 82639.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.787 105.356 0.0130222 0.00149045 69373.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.315 104.491 0.0126899 0.00163158 72343.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.772 103.11 0.0127123 0.00106311 68674.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.603 101.542 0.0107194 0.00107762 82972.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.362 101.39 0.0111167 0.00110211 79883.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.923 99.6869 0.0107359 0.00105454 82632.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.373 98.856 0.0105821 0.00102674 83722.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.07 97.3413 0.0106577 0.00106173 83368.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.042 95.3963 0.010551 0.00103436 84063.2 0
: 573 | 108.575 95.5628 0.0104458 0.000993196 84632.9 1
: 574 Minimum Test error found - save the configuration
: 574 | 107.523 93.862 0.0105464 0.00103184 84081.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.118 92.7684 0.0105077 0.00103005 84409.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.747 90.8331 0.0107374 0.00104648 82551.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.492 90.129 0.0105845 0.00107795 84152.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.11 88.945 0.0106654 0.00102944 83022 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.121 87.8097 0.0105748 0.00106384 84113.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.7966 87.6561 0.0106123 0.00104735 83639.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.5424 85.9827 0.0106193 0.00103225 83446.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.3637 85.116 0.0104942 0.00102698 84501.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.1415 83.9572 0.0110431 0.00132212 82296.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.0185 82.24 0.0106824 0.00104045 82971 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.8763 80.9702 0.0106257 0.00102895 83361.7 0
: 586 | 92.7335 81.007 0.0104882 0.000990456 84230.5 1
: 587 Minimum Test error found - save the configuration
: 587 | 91.7496 79.5228 0.0105885 0.00105047 83875.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.6512 78.0117 0.0105038 0.00102224 84373.9 0
: 589 | 89.4427 78.3423 0.0104831 0.00101007 84450 1
: 590 Minimum Test error found - save the configuration
: 590 | 88.3333 76.59 0.0104679 0.0010473 84920.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.3671 76.0268 0.0105374 0.00103876 84222.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.4058 74.5652 0.0105531 0.00105319 84211.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.2721 73.7375 0.01051 0.00103514 84434.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.2272 72.9007 0.010548 0.00102652 84020.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.3489 72.2508 0.013298 0.00156214 68167.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.4005 70.9587 0.0142201 0.00151348 62959.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.4302 70.2634 0.0141262 0.00151118 63416.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.767 69.676 0.0111662 0.00103421 78958 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.105 68.4735 0.0104822 0.00101744 84523.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.6641 67.4701 0.0104237 0.00102036 85076.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.6422 67.1227 0.0104521 0.00102122 84827.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.6678 65.7806 0.0104265 0.00102414 85084.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.7179 65.249 0.0104314 0.00102455 85044.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.7755 63.7655 0.0104479 0.00102821 84928.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 73.9653 63.5906 0.0104588 0.00103513 84893 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.2079 62.4131 0.0105172 0.00104449 84453.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.269 61.6725 0.0105253 0.00102345 84194.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.2491 60.8238 0.0104604 0.00102498 84786.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.5486 59.8751 0.0104619 0.00102285 84754.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.8918 58.8801 0.0104685 0.00103529 84807 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.8724 58.5967 0.010527 0.00104319 84354.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.0811 58.0139 0.0104758 0.00102979 84692 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.4907 56.6875 0.0105463 0.00104088 84162.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.474 56.2482 0.0106931 0.00106703 83107.6 0
: 615 | 65.7465 56.5039 0.0107867 0.00102392 81943.5 1
: 616 Minimum Test error found - save the configuration
: 616 | 64.8607 54.8572 0.0106956 0.00104007 82853.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.935 54.6584 0.010548 0.00102673 84022.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.1365 53.1298 0.0106169 0.00103867 83523 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.5305 52.0712 0.0105659 0.00103547 83941.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.5694 51.2796 0.0105582 0.00107021 84317.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.0718 50.7639 0.0105103 0.00105878 84642.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.2985 50.7076 0.0104843 0.00105561 84847.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.5144 50.0033 0.0105057 0.00103359 84458.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.7282 49.6044 0.0105624 0.00103539 83971.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.0196 48.5777 0.0108873 0.00107243 81509 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.3918 47.6074 0.0104737 0.00103445 84752.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.5436 47.0076 0.0105776 0.00103884 83868.3 0
: 628 | 56.0393 47.0107 0.0105674 0.000998447 83603.3 1
: 629 Minimum Test error found - save the configuration
: 629 | 55.3607 45.6358 0.0105877 0.00108393 84176.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.6656 45.502 0.0106776 0.00107457 83307.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.0536 44.3104 0.0108077 0.00108844 82310.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.3226 43.5101 0.0106031 0.00104177 83670.1 0
: 633 | 52.7156 43.8539 0.0106227 0.00101221 83241.9 1
: 634 Minimum Test error found - save the configuration
: 634 | 52.1067 43.1107 0.0109396 0.00106679 81030.2 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.5163 42.1542 0.0108873 0.00109254 81676.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.7188 41.4512 0.0106583 0.00104 83174.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.1752 40.6405 0.0106827 0.00104449 83002.5 0
: 638 | 49.5125 40.8556 0.0104676 0.000999327 84492.7 1
: 639 Minimum Test error found - save the configuration
: 639 | 48.9917 40.0249 0.0106214 0.00103501 83452 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.4748 39.127 0.0106504 0.00104023 83244.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.7328 38.5122 0.0107245 0.0010918 83050.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.1923 38.3082 0.0106919 0.00104459 82924.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.6602 37.6334 0.0105924 0.00103237 83681.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 45.935 37.1171 0.0108478 0.00108564 81948.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.4337 36.5978 0.0107217 0.00107663 82943.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.9788 35.964 0.0107273 0.00103289 82522.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.4679 35.7246 0.01058 0.00104082 83864.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.7641 35.2644 0.0110712 0.00105668 79883.9 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.2165 34.5213 0.0108178 0.00106677 82043 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.6971 34.4564 0.0110251 0.00128464 82131.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.2124 34.1121 0.0109846 0.00109291 80876.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.9125 33.6893 0.0111456 0.00105714 79298.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.4327 33.151 0.0108391 0.0011132 82254.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.8434 32.8111 0.0117102 0.00113186 75626.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.2082 31.7578 0.0108515 0.001089 81946.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.7098 31.0522 0.0109495 0.00105533 80855.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.2922 30.9888 0.0110018 0.00114673 81176.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.9782 30.629 0.015755 0.00179613 57311.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.4653 29.7104 0.0159022 0.00174771 56519.3 0
: 660 | 37.873 30.4733 0.0110803 0.000994436 79319 1
: 661 Minimum Test error found - save the configuration
: 661 | 37.5319 29.0443 0.0105146 0.00103702 84409.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.2536 28.8813 0.010504 0.00104663 84590.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.6307 28.5143 0.0106721 0.00106294 83254.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.0314 27.9991 0.0105654 0.00102954 83894.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.6336 27.4706 0.0104525 0.00103835 84978.1 0
: 666 | 35.1706 27.6219 0.0104488 0.000997185 84641.3 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.7889 26.6594 0.0104561 0.00103189 84887.6 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.3416 26.2442 0.0104849 0.00103236 84633.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.9856 26.1323 0.0105552 0.00105647 84221.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.4834 25.639 0.0107167 0.00112676 83420.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.0957 25.34 0.0108144 0.00106104 82023 0
: 672 Minimum Test error found - save the configuration
: 672 | 32.6642 24.7967 0.010903 0.00105305 81218.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.269 24.4444 0.0107866 0.00107276 82356.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.8625 24.2859 0.0105821 0.00103788 83820.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.5917 23.9102 0.0108191 0.00109626 82280.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.3723 23.7994 0.0106624 0.00105636 83280.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.9036 23.1984 0.0106276 0.00104948 83523.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.4776 23.0798 0.0108799 0.00105491 81424.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.29 22.6248 0.0105206 0.00102461 84246 0
: 680 | 29.5524 22.8076 0.0105997 0.000993777 83281.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.1239 22.0296 0.0106986 0.00107167 83100 0
: 682 | 28.8872 22.2646 0.0106331 0.00104211 83411.6 1
: 683 Minimum Test error found - save the configuration
: 683 | 28.5783 21.515 0.0106869 0.0010792 83266.3 0
: 684 | 28.1316 21.9204 0.0107382 0.00104096 82497.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.7773 20.438 0.0109396 0.00106148 80986.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.4105 20.3675 0.0109308 0.00104579 80930.8 0
: 687 | 26.9351 20.8414 0.0106666 0.000996336 82727.8 1
: 688 Minimum Test error found - save the configuration
: 688 | 26.6734 20.3195 0.010797 0.00106746 82224 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.2471 20.0292 0.0107385 0.00103718 82462.8 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.9849 19.2628 0.010529 0.00106182 84502.8 0
: 691 | 25.6334 19.6515 0.0105763 0.000997177 83514.6 1
: 692 Minimum Test error found - save the configuration
: 692 | 25.2319 19.0572 0.0107463 0.00111762 83084.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.917 18.7145 0.0105669 0.00104024 83974.5 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.8296 18.5016 0.0106026 0.0010328 83595.9 0
: 695 | 24.384 18.8437 0.0107902 0.00101 81797.9 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.1582 18.4838 0.0117361 0.00133494 76914.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.6847 17.5401 0.0119058 0.0011596 74444.9 0
: 698 | 23.3373 18.2164 0.0110797 0.00109349 80110.7 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.0399 17.2976 0.0110351 0.00114765 80910.6 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.773 16.9842 0.0106486 0.0010816 83620.4 0
: 701 | 22.3794 17.1966 0.0109823 0.00101282 80244.6 1
: 702 | 22.0378 17.1932 0.010767 0.000998047 81892.1 2
: 703 Minimum Test error found - save the configuration
: 703 | 21.7394 16.5664 0.0106833 0.00106404 83166.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 21.5489 16.492 0.0106468 0.00109488 83752.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.2944 15.9299 0.0105803 0.00105425 83980.5 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.0674 15.3779 0.0105229 0.00106646 84598.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 20.7105 15.2178 0.0106939 0.00111859 83548.3 0
: 708 | 20.3868 15.2376 0.0106496 0.00105228 83356.7 1
: 709 | 20.1513 15.3386 0.0105438 0.000992246 83755.8 2
: 710 Minimum Test error found - save the configuration
: 710 | 19.8518 14.6137 0.01059 0.00106973 84031 0
: 711 | 19.5832 15.3185 0.010886 0.00100481 80961.9 1
: 712 | 19.329 14.6261 0.0106275 0.00100288 83120.3 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.0885 14.348 0.0106823 0.0010641 83175.7 0
: 714 | 18.9649 14.567 0.0105546 0.000997155 83704.2 1
: 715 Minimum Test error found - save the configuration
: 715 | 18.5281 13.6798 0.0107005 0.00104875 82886.8 0
: 716 | 18.2103 15.5879 0.0105619 0.00100774 83732.7 1
: 717 | 18.0471 13.9171 0.0105926 0.00102388 83605.3 2
: 718 Minimum Test error found - save the configuration
: 718 | 17.9461 13.6379 0.010765 0.00104557 82309.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.6452 13.2147 0.0105754 0.00102717 83785.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.4834 12.5284 0.0106502 0.00104835 83317.5 0
: 721 | 17.0367 12.9698 0.0106662 0.00102979 83018.7 1
: 722 | 16.8236 12.8144 0.0108161 0.00105313 81942.4 2
: 723 | 16.6882 12.7981 0.0105579 0.00100463 83740.8 3
: 724 Minimum Test error found - save the configuration
: 724 | 16.3002 11.8891 0.0105273 0.00103177 84250 0
: 725 | 16.1506 12.9874 0.0105379 0.00101048 83967.9 1
: 726 | 16.0509 12.309 0.0106722 0.00100104 82719.7 2
: 727 | 15.7821 12.3325 0.0105864 0.000988417 83350.9 3
: 728 Minimum Test error found - save the configuration
: 728 | 15.4641 11.3986 0.0104829 0.00103495 84674.8 0
: 729 | 15.3255 12.2479 0.0104767 0.000991346 84340.7 1
: 730 | 15.286 11.6421 0.0105993 0.000994327 83290 2
: 731 Minimum Test error found - save the configuration
: 731 | 14.9429 10.9183 0.0106106 0.00106516 83809.5 0
: 732 | 14.9958 12.0732 0.0104316 0.00105134 85285.9 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.5691 10.0829 0.0105523 0.00103629 84068.8 0
: 734 | 14.4026 11.0812 0.010588 0.000993446 83380.9 1
: 735 | 14.0962 11.0306 0.010534 0.00100518 83956.1 2
: 736 | 13.8619 10.4901 0.0109512 0.00101385 80504.3 3
: 737 | 13.6769 10.6616 0.0104963 0.000993985 84190.3 4
: 738 Minimum Test error found - save the configuration
: 738 | 13.3993 9.8918 0.010548 0.00105844 84303.3 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.2654 9.42875 0.0105865 0.00106816 84048.5 0
: 740 | 13.168 9.87449 0.0104775 0.000993567 84352.9 1
: 741 | 12.8801 9.49191 0.0106066 0.00106594 83851.8 2
: 742 | 12.7081 9.77716 0.0104252 0.000985355 84747.5 3
: 743 Minimum Test error found - save the configuration
: 743 | 12.6253 9.05365 0.0105201 0.00107557 84705.5 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.5583 8.95935 0.0105342 0.00103597 84226.5 0
: 745 | 12.3599 8.96467 0.0105236 0.000989056 83905.5 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.0212 8.81501 0.0104762 0.00103921 84772.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 11.8521 8.46802 0.0105021 0.00103297 84485.2 0
: 748 | 11.7118 9.27462 0.0104613 0.000992156 84484.6 1
: 749 | 11.7218 8.68066 0.0105785 0.00107598 84187.9 2
: 750 Minimum Test error found - save the configuration
: 750 | 11.6003 7.60551 0.0112485 0.00108972 78749.4 0
: 751 | 11.3475 8.37055 0.0105447 0.000992307 83748.7 1
: 752 | 11.2257 8.55389 0.0107689 0.00105334 82342.4 2
: 753 | 11.1691 7.96495 0.0105117 0.0010107 84202 3
: 754 | 10.9384 7.96842 0.0105023 0.00102962 84453 4
: 755 | 10.7143 8.23509 0.010594 0.00108307 84113.3 5
: 756 Minimum Test error found - save the configuration
: 756 | 10.6313 7.40323 0.0108015 0.00111052 82550.8 0
: 757 | 10.4664 7.51292 0.0105673 0.000991147 83540.5 1
: 758 | 10.3892 7.52008 0.0109401 0.0014271 84095.6 2
: 759 | 10.2704 7.95225 0.0107105 0.00102409 82589.8 3
: 760 | 10.2584 8.00569 0.0105701 0.000988946 83497.3 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.0765 6.49416 0.0106668 0.0010521 83206.1 0
: 762 | 9.84313 6.56007 0.0105144 0.000993086 84022.3 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.69009 6.38011 0.0107204 0.00104261 82663.2 0
: 764 | 9.67506 7.02235 0.0111369 0.00102191 79090.9 1
: 765 | 9.54545 7.67721 0.0105796 0.000995706 83473 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.49306 6.0099 0.0110895 0.00108408 79956.7 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.24308 5.80912 0.0107178 0.00107874 82995.4 0
: 768 Minimum Test error found - save the configuration
: 768 | 8.96438 5.48651 0.0105602 0.00107156 84311.3 0
: 769 | 8.93935 6.06469 0.0107156 0.00103536 82642.5 1
: 770 | 9.01517 5.80107 0.0105365 0.00102919 84145.8 2
: 771 | 8.82443 5.66865 0.0105914 0.00101999 83582.3 3
: 772 | 8.83393 5.58356 0.0112745 0.00129787 80187.7 4
: 773 | 8.55878 5.80646 0.0111179 0.000995217 79030.5 5
: 774 | 8.24939 6.13386 0.0108578 0.00104534 81529 6
: 775 Minimum Test error found - save the configuration
: 775 | 8.30159 5.28948 0.0106122 0.001044 83609.9 0
: 776 | 8.10562 5.37139 0.0107557 0.00100163 82016.9 1
: 777 Minimum Test error found - save the configuration
: 777 | 8.28214 4.48804 0.0110888 0.00108833 79996.1 0
: 778 | 8.06657 4.92768 0.0112151 0.00103183 78560 1
: 779 Minimum Test error found - save the configuration
: 779 | 7.75521 4.46527 0.0108268 0.00120647 83156.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.58547 4.19056 0.0107867 0.00104748 82141.9 0
: 781 | 7.60695 5.18165 0.010515 0.000993716 84022.4 1
: 782 | 7.43445 4.34431 0.0105907 0.00100052 83419 2
: 783 | 7.25004 4.36695 0.0106109 0.000999817 83237.1 3
: 784 Minimum Test error found - save the configuration
: 784 | 7.36616 3.84512 0.0116062 0.00104138 75722.8 0
: 785 | 7.15147 4.46914 0.0104865 0.000995406 84289.5 1
: 786 | 7.06752 4.45184 0.0104953 0.000985036 84119.8 2
: 787 | 7.07844 3.89779 0.0105234 0.000992596 83938.6 3
: 788 | 7.02269 4.00225 0.0105405 0.000993196 83793.5 4
: 789 | 6.99926 5.42091 0.0104506 0.000990666 84567.1 5
: 790 Minimum Test error found - save the configuration
: 790 | 6.98693 3.68616 0.0104772 0.00103199 84698.7 0
: 791 | 6.71195 3.74373 0.0104698 0.000993467 84420.9 1
: 792 | 6.50296 4.05237 0.0104197 0.000992846 84863.8 2
: 793 | 6.49487 3.82165 0.0104703 0.000994946 84429.6 3
: 794 | 6.35163 3.88462 0.0104517 0.000981487 84475.2 4
: 795 | 6.41772 3.75758 0.0104082 0.000989556 84938.1 5
: 796 | 6.15239 3.97486 0.0104294 0.000988137 84734.6 6
: 797 Minimum Test error found - save the configuration
: 797 | 6.20464 3.45393 0.0104545 0.00103228 84905.9 0
: 798 | 6.15803 3.68677 0.0104371 0.000987556 84660.6 1
: 799 | 6.08092 3.60929 0.0104678 0.000990157 84409.6 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.0568 3.03034 0.0104499 0.00103431 84965.5 0
: 801 | 5.92188 3.4763 0.0104804 0.00102945 84647.8 1
: 802 | 5.9101 3.56377 0.0104563 0.000988536 84496.9 2
: 803 | 6.1046 3.39356 0.010349 0.000983616 85420.6 3
: 804 | 5.95029 3.11548 0.0103438 0.000984256 85474.4 4
: 805 Minimum Test error found - save the configuration
: 805 | 5.64518 2.83767 0.0104792 0.00103215 84682.6 0
: 806 | 5.53235 3.19455 0.0103939 0.000989806 85069.6 1
: 807 | 5.46221 2.84438 0.0104278 0.000986777 84736.4 2
: 808 Minimum Test error found - save the configuration
: 808 | 5.33119 2.82449 0.0105505 0.00103556 84078 0
: 809 | 5.29508 3.3867 0.0104136 0.000990656 84898.8 1
: 810 Minimum Test error found - save the configuration
: 810 | 5.3427 2.44121 0.0104826 0.00102639 84600.3 0
: 811 | 5.30192 3.41313 0.0104033 0.000988477 84972.4 1
: 812 | 5.26048 2.6536 0.0104199 0.000989106 84828.5 2
: 813 | 5.3058 2.91833 0.0103886 0.000989896 85118.3 3
: 814 | 5.22362 2.59693 0.01045 0.00100358 84688.4 4
: 815 | 5.04379 2.91647 0.0104876 0.000997366 84296.8 5
: 816 | 4.91568 2.62705 0.010551 0.00103324 84053.6 6
: 817 | 4.94857 3.67472 0.0104221 0.000992486 84839.2 7
: 818 | 5.05758 2.69929 0.0104286 0.000992386 84779.6 8
: 819 | 4.85276 2.58219 0.0104492 0.000988636 84561.9 9
: 820 | 5.02399 2.91774 0.0104762 0.00100224 84442 10
: 821 | 4.86028 2.89762 0.010456 0.000983136 84452 11
: 822 | 4.60613 2.92771 0.0103455 0.000985796 85472.5 12
: 823 Minimum Test error found - save the configuration
: 823 | 4.54605 2.42323 0.0104415 0.00103231 85023.3 0
: 824 | 4.35124 2.84139 0.0104042 0.000989287 84971.5 1
: 825 | 4.45579 2.92962 0.0104117 0.000989346 84904.3 2
: 826 Minimum Test error found - save the configuration
: 826 | 4.44914 2.1927 0.0104627 0.0010273 84787.4 0
: 827 | 4.53292 2.88133 0.0104057 0.000989056 84956.3 1
: 828 | 4.45495 2.68531 0.0105298 0.000985846 83822.6 2
: 829 | 4.28645 2.9298 0.0104332 0.000994536 84757.7 3
: 830 | 4.2098 2.71452 0.0103883 0.000984926 85075.7 4
: 831 Minimum Test error found - save the configuration
: 831 | 4.08184 2.06193 0.010535 0.00103924 84247.9 0
: 832 | 4.1327 3.23645 0.0104695 0.000985516 84352.7 1
: 833 | 3.97442 2.45993 0.0104304 0.000989306 84735.9 2
: 834 | 4.0842 2.42999 0.0104622 0.000995507 84507.2 3
: 835 | 3.86756 2.46394 0.0105292 0.000995366 83911.9 4
: 836 | 3.88533 2.88166 0.0104333 0.000984206 84664.6 5
: 837 | 3.93459 2.22682 0.010391 0.000994586 85138.5 6
: 838 | 3.88417 2.41432 0.0104874 0.000996737 84293.4 7
: 839 Minimum Test error found - save the configuration
: 839 | 3.86009 2.01984 0.0105819 0.00107198 84123 0
: 840 | 3.65141 2.57359 0.0104774 0.000994066 84358.6 1
: 841 | 3.58674 2.85062 0.0105061 0.000991336 84079.8 2
: 842 | 3.66601 2.41213 0.0104486 0.000997036 84642.1 3
: 843 | 3.66975 2.76235 0.0104572 0.00101217 84700.6 4
: 844 | 3.7531 3.39442 0.0104532 0.000992266 84558.1 5
: 845 Minimum Test error found - save the configuration
: 845 | 3.6962 1.90154 0.010453 0.00103134 84911.1 0
: 846 | 3.51794 2.24634 0.010469 0.000989957 84396.8 1
: 847 | 3.38584 2.18557 0.0104476 0.00101258 84790.3 2
: 848 | 3.33178 2.50922 0.0105516 0.000997527 83733.7 3
: 849 | 3.36581 2.08398 0.0104283 0.000987486 84738.1 4
: 850 | 3.41161 2.11222 0.0105373 0.00100701 83943.1 5
: 851 | 3.34 2.05038 0.0104351 0.000989856 84698.8 6
: 852 | 3.45442 2.40203 0.0104104 0.00100298 85039.1 7
: 853 Minimum Test error found - save the configuration
: 853 | 3.2859 1.88076 0.0104424 0.00102934 84988 0
: 854 Minimum Test error found - save the configuration
: 854 | 3.17344 1.81976 0.0104282 0.00102871 85110.8 0
: 855 | 3.0988 2.17556 0.0103845 0.000984166 85103.2 1
: 856 | 3.17114 2.09037 0.0103848 0.000987676 85132.1 2
: 857 | 3.31105 1.82738 0.0105022 0.000995086 84147.3 3
: 858 | 3.24883 2.07742 0.0104823 0.000994236 84316.7 4
: 859 | 3.1566 2.07607 0.0106864 0.00103581 82896.8 5
: 860 | 3.04186 1.89027 0.0108447 0.0010164 81397.4 6
: 861 | 3.07301 2.53135 0.0105996 0.00100869 83412 7
: 862 | 3.04644 1.9959 0.0106383 0.00105444 83473.5 8
: 863 | 3.14966 1.8252 0.0112504 0.00154896 82462.2 9
: 864 | 2.86408 2.28229 0.010528 0.00101423 84088.6 10
: 865 | 2.75908 2.3566 0.0105224 0.00100231 84032.4 11
: 866 | 2.79218 2.07273 0.0105417 0.00100587 83893.8 12
: 867 | 2.7833 2.18585 0.0106205 0.00107517 83811 13
: 868 | 2.77623 2.39938 0.0108979 0.00115667 82125.1 14
: 869 | 2.84598 2.25553 0.0106833 0.000991736 82545.6 15
: 870 | 2.68521 2.34091 0.0105335 0.000995937 83878.9 16
: 871 | 2.72458 2.34904 0.0106078 0.00111693 84291.5 17
: 872 | 2.62293 2.49845 0.0106152 0.000983966 83063.2 18
: 873 | 2.671 2.14697 0.0105737 0.000992757 83499.5 19
: 874 | 2.65534 2.459 0.0106033 0.00104136 83664.8 20
: 875 | 2.71495 1.91488 0.0105395 0.000995387 83821.5 21
:
: Elapsed time for training with 1000 events: 9.34 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: 0.838 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.2616e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03909e+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: 0.0352 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: 0.0368 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: 0.0015 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: 0.12 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: 0.894 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: 0.0225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00401 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: 0.00644 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: 0.00332 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00126 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: 0.92 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 DNN_CPU : -0.610 0.0459 5.02 1.54 | 3.237 3.230
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg DNN_CPU : -0.0228 0.103 1.67 1.05 | 3.367 3.356
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.