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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
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:414
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:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::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:1307
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: 0.27 sec
: Elapsed time for training with 1000 events: 0.273 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0027 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: 0.000709 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00394 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: 0.000196 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000383 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31509.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33077.6 31157.5 0.0101329 0.00102793 87863.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32592.4 30633.6 0.0102107 0.00101906 87035.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31915.2 29967.1 0.0103812 0.0010408 85649.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31166.5 29306.4 0.0104428 0.00103947 85076 0
: 5 Minimum Test error found - save the configuration
: 5 | 30407.9 28534.5 0.010407 0.00103097 85323.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29584.3 27646.9 0.010364 0.0010343 85747.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28900.2 27091.8 0.0102589 0.00100632 86462 0
: 8 Minimum Test error found - save the configuration
: 8 | 28469.3 26727.3 0.0101764 0.000999724 87177.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28117.8 26407.9 0.010169 0.00100339 87283.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27796.5 26113.3 0.0101535 0.000996624 87365.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27492.3 25837.2 0.0101454 0.000997785 87454.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27208 25566.4 0.0101979 0.000995655 86935.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26933.8 25300.4 0.0101528 0.000995055 87357.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26663.5 25045 0.0101411 0.000995295 87472.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26400.6 24797.6 0.0101604 0.000996195 87296.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 26142.1 24559.4 0.0101769 0.000997464 87151.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25897 24318.2 0.0101766 0.000999575 87174.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25647.4 24087.5 0.0101633 0.000997805 87283.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25407.1 23859.4 0.0101623 0.000997564 87291 0
: 20 Minimum Test error found - save the configuration
: 20 | 25172.4 23632 0.0101624 0.000996635 87281.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24936.6 23411.8 0.0101964 0.000999365 86984.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24708.2 23193.1 0.0101816 0.00100147 87144.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24480.6 22978.9 0.0101721 0.000995176 87174.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24255.8 22769.7 0.0101969 0.000998975 86976.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 24039.7 22557.2 0.010168 0.000998354 87244.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23818 22353.4 0.0101557 0.000998755 87365.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23603.1 22151.9 0.0101693 0.000997305 87222.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23390.2 21953.7 0.0101727 0.000997184 87188.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23184.3 21751.9 0.0101658 0.000998935 87271 0
: 30 Minimum Test error found - save the configuration
: 30 | 22975.8 21554.4 0.0101938 0.000997025 86986.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22772 21357.6 0.0101819 0.000997636 87105.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22564.6 21170.3 0.010171 0.000998875 87221.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22366.2 20982 0.0101805 0.00100273 87166.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22170.8 20791.7 0.0101775 0.000997135 87142.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21971.1 20609.1 0.0102016 0.00100063 86947.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21780.6 20423.7 0.0101776 0.00100053 87173.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21587.2 20242.7 0.0101787 0.000998005 87139.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21397.9 20063.2 0.0101933 0.00100424 87059.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21208.1 19888.8 0.0101937 0.00100122 87027.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 21025.4 19711.6 0.0101912 0.000999525 87035 0
: 41 Minimum Test error found - save the configuration
: 41 | 20838.1 19541.6 0.0102324 0.00100077 86658.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20659.3 19368.6 0.0101934 0.00100153 87033.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20477.9 19199.3 0.0101928 0.00100201 87043.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20301 19029.9 0.0101959 0.00100132 87007.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20123.9 18863.3 0.0102007 0.000999055 86941.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19949.4 18698.3 0.0101962 0.00100146 87006.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19775.1 18537.3 0.0101971 0.00100074 86990.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19605.7 18375.3 0.010201 0.0010008 86954.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19435.9 18215.7 0.0102058 0.0010018 86919.2 0
: 50 Minimum Test error found - save the configuration
: 50 | 19267.4 18058.9 0.010203 0.00100226 86949.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19104 17900.4 0.0102034 0.00100239 86946.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18937.2 17747.2 0.0101961 0.00100419 87033.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18773.3 17597.4 0.0102134 0.0010002 86832 0
: 54 Minimum Test error found - save the configuration
: 54 | 18616.1 17443.6 0.0102006 0.00100432 86991.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18454.9 17294.1 0.0102015 0.00100214 86962.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 18296.9 17146.3 0.010208 0.00100239 86903.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18141.2 16999.7 0.0102045 0.00100342 86946.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17986.6 16854.5 0.0102157 0.00100228 86829.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17832 16713.1 0.0101976 0.00100277 87005.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17683 16569.5 0.0102004 0.0010043 86993.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17530.6 16430.8 0.0102064 0.00100441 86938.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17381.2 16295 0.0102526 0.00100496 86508.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17238.2 16154.5 0.010211 0.00100095 86861.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17090.4 16018.8 0.0102092 0.00100413 86908.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16946.5 15884.3 0.0102002 0.00100279 86980.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16803.9 15751.1 0.0102717 0.00100694 86348.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16662.3 15620 0.0102444 0.00101509 86680 0
: 68 Minimum Test error found - save the configuration
: 68 | 16523.4 15488.8 0.0102001 0.00100144 86969 0
: 69 Minimum Test error found - save the configuration
: 69 | 16385.1 15359 0.0102102 0.00100395 86897.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16247.3 15231.7 0.01025 0.0010053 86535.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 16110.4 15107.5 0.0102336 0.00100334 86671.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15979.2 14980.2 0.0102312 0.00100343 86694.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15844 14857.2 0.0102056 0.00100407 86942.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15712.3 14733.6 0.0102336 0.00100742 86709.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15580.2 14598.9 0.0102227 0.00101361 86870.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15450.8 14459.1 0.0102779 0.00101234 86340.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15303.1 14351.6 0.0102657 0.00101643 86493.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15164 14197 0.0102854 0.00101538 86300.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 15014.6 14047.3 0.0103256 0.00102326 86000.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14880.3 13930.4 0.0103333 0.00102619 85956 0
: 81 Minimum Test error found - save the configuration
: 81 | 14744.3 13769.5 0.0103623 0.00103232 85745.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14595.3 13627.8 0.010405 0.00103585 85386.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14456.5 13493.5 0.0104089 0.00103782 85369.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14321.5 13366.2 0.0104056 0.00103668 85388.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14187.7 13244.2 0.0104954 0.00103932 84601.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 14054.4 13114.8 0.0104726 0.0010333 84752.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13925.8 12992.5 0.0104335 0.00103469 85117.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13798.5 12870.9 0.0104267 0.0010359 85189.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13668.2 12751.8 0.0104406 0.00103232 85031.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13543.4 12632.1 0.0104604 0.00103353 84864.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13420.4 12513.6 0.0104378 0.00103591 85089.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13294.8 12398.2 0.0104769 0.00103728 84748.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 13172.4 12283.3 0.010437 0.00103673 85103.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 13051.9 12170.5 0.0104097 0.00103479 85334.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12934.3 12055.8 0.0104329 0.00103621 85136 0
: 96 Minimum Test error found - save the configuration
: 96 | 12813.6 11946.8 0.0104378 0.00103454 85076.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12698.5 11836.8 0.0104462 0.00104364 85083.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12583 11728.4 0.0104569 0.00103427 84902.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12470.1 11619.2 0.0104536 0.00103508 84938.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12354.8 11513.7 0.0104419 0.00103534 85047.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12242.4 11409.6 0.0104784 0.00103611 84725.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12131.6 11305.6 0.0104505 0.00103681 84982.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 12022.4 11201.1 0.0104367 0.00103456 85086.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11912.4 11098.9 0.0104539 0.00103331 84920.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11804.6 10997.4 0.0104469 0.00103257 84976.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11696.8 10897.4 0.0104451 0.00103415 85007.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11591.5 10796.9 0.0104506 0.00103802 84992.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11487 10696.4 0.0104482 0.00103271 84966.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11381.2 10599.2 0.0104333 0.00103681 85138 0
: 110 Minimum Test error found - save the configuration
: 110 | 11276.7 10504.4 0.0104282 0.00103392 85157.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11176.8 10406.7 0.0104574 0.00103469 84900.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11074.4 10311.3 0.0104482 0.00103728 85007.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 10974.3 10216.6 0.0104472 0.00103929 85034.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10874.6 10122.4 0.0104536 0.00103907 84975.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10774.1 10031.3 0.0104696 0.00103802 84821.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10675.8 9941.59 0.0104666 0.00105027 84958.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10584 9845.69 0.0104705 0.00104053 84835.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10483.1 9756.72 0.0104828 0.00103736 84696.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10388 9668.62 0.0105193 0.00104104 84404 0
: 120 Minimum Test error found - save the configuration
: 120 | 10296.1 9577.72 0.0105009 0.00103811 84541.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10198.9 9492.6 0.0105159 0.0010363 84391.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10107.2 9406.64 0.0104936 0.00103918 84616.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 10016.7 9319.16 0.0104941 0.00104072 84625.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9925.23 9232.89 0.0104664 0.00104122 84878.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9833.72 9149.16 0.0104958 0.0010402 84605.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9745.13 9064.61 0.0104877 0.00103831 84661.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9655.09 8983.1 0.0105472 0.00110056 84685.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9569.14 8899.02 0.0105041 0.00105057 84624.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9480.35 8818.06 0.0104868 0.00104156 84699 0
: 130 Minimum Test error found - save the configuration
: 130 | 9394.23 8737.13 0.0104967 0.00104083 84603.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9308.67 8657.13 0.0104914 0.00104437 84682.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9223.92 8577.09 0.0104782 0.00104337 84792.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9139.68 8498.22 0.0104682 0.00104126 84862.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9056.16 8420.18 0.0104869 0.00104108 84693.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8973.76 8342.59 0.0104806 0.00104037 84743.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8892.12 8265.18 0.0104934 0.00104549 84674.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8810.91 8188.77 0.0104677 0.00103952 84851.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8729.84 8113.61 0.0104775 0.00104028 84770.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8650.28 8039.06 0.0104841 0.0010439 84743.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8570.34 7966.7 0.010511 0.00104247 84490 0
: 141 Minimum Test error found - save the configuration
: 141 | 8493.6 7892.3 0.0105046 0.00104353 84557.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8414.89 7820.36 0.010499 0.00103956 84571.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8340.39 7745.6 0.0104811 0.00104185 84752.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8262.22 7674.29 0.0104849 0.00104262 84725.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8186.44 7603.88 0.0104891 0.00104013 84665.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8111.44 7534.37 0.0105059 0.00104148 84527.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8038.77 7463.17 0.0104882 0.00104356 84703.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7963.63 7394.99 0.0105051 0.0010542 84647.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7890.91 7327.23 0.0105333 0.00104585 84321.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7818.81 7259.8 0.010531 0.00104535 84338.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7746.69 7193.52 0.0105207 0.0010418 84397.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7676.39 7126.92 0.0105119 0.00104256 84483.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7606.39 7060.42 0.0105121 0.00104563 84509.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7536.6 6994.8 0.0104954 0.00104148 84620.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7466.67 6931.08 0.0105149 0.00104837 84508 0
: 156 Minimum Test error found - save the configuration
: 156 | 7399.29 6866.34 0.0105145 0.00104244 84459 0
: 157 Minimum Test error found - save the configuration
: 157 | 7330.97 6802.92 0.0105084 0.00104706 84554.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7263.36 6740.36 0.0104869 0.00104262 84707.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7197.47 6677.37 0.0105321 0.00104515 84326.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7130.76 6616.15 0.010535 0.00104242 84276.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 7064.71 6556.29 0.0105166 0.00104236 84439.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 7001.77 6494.15 0.0105001 0.00104312 84593.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6937.63 6432.37 0.0105244 0.00104759 84416.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6871.59 6374.63 0.0104988 0.00104499 84622.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6809.94 6315.37 0.0105099 0.00105112 84577.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6748.26 6255.35 0.0105548 0.00104546 84127.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6683.82 6199.21 0.0105193 0.00104608 84448.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6624.63 6140.49 0.010539 0.00104652 84277.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6562.14 6084.27 0.0105518 0.00105499 84238.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6501.74 6028.83 0.0105593 0.00104814 84112.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6443.3 5971.96 0.0105297 0.0010478 84371.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6382.62 5917.38 0.0105135 0.00105268 84559.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6326.33 5859.79 0.0105002 0.00104962 84651 0
: 174 Minimum Test error found - save the configuration
: 174 | 6265.82 5806.09 0.0105474 0.00104451 84185.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6208.25 5752.5 0.0105145 0.0010506 84531.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6151.47 5698.83 0.0105194 0.00104681 84454.3 0
: 177 Minimum Test error found - save the configuration
: 177 | 6093.69 5647.26 0.0105224 0.00104707 84429.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6039.45 5593.21 0.0105702 0.0010535 84063.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5982.93 5540.92 0.0105357 0.00105007 84338.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5927.5 5489.33 0.010554 0.00105295 84201.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5872.14 5439.66 0.0105648 0.0010524 84100.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5818.51 5389.11 0.0105376 0.00104958 84317 0
: 183 Minimum Test error found - save the configuration
: 183 | 5765.54 5337.77 0.0105536 0.00105606 84232.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5711.08 5289.13 0.0105475 0.00104991 84231.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5659.75 5238.63 0.0105658 0.00105178 84086.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5607.31 5189.02 0.010524 0.00105334 84471.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5553.95 5142.33 0.010551 0.00105053 84206.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5504.6 5092.68 0.0105656 0.001052 84090.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5452.7 5045.45 0.0105279 0.00105037 84410.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5402.43 4998.2 0.0105252 0.00104729 84406.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5352.83 4951.35 0.0105329 0.001047 84335.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5302.36 4906.41 0.010527 0.00104764 84394.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5254.06 4860.42 0.0105183 0.0010487 84480.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5206.28 4814.17 0.0105327 0.00105324 84392.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5156.93 4770.39 0.0105077 0.00104977 84585.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5110.04 4725.14 0.0105937 0.00104886 83814.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5062.88 4681.24 0.0105199 0.00104954 84473.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5016.33 4636.53 0.0105435 0.00104735 84244.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4968.3 4595.69 0.0105355 0.00105467 84380.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4924.99 4550.6 0.0105658 0.00104849 84057.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4878.61 4507.82 0.0105724 0.00104872 84001.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4832.93 4466.46 0.0105444 0.00104659 84230.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4788.95 4424.27 0.0105499 0.00106627 84355.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4743.84 4384.24 0.0105465 0.0010571 84304.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4701.73 4342.11 0.0105492 0.0010651 84351.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4656.92 4302.54 0.0105281 0.00104733 84381 0
: 207 Minimum Test error found - save the configuration
: 207 | 4615.01 4261.54 0.0105506 0.0010493 84198.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4571.65 4222.35 0.0105664 0.00104539 84024.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4529.6 4183.78 0.0105371 0.00105804 84396.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4489.26 4143.05 0.0105405 0.0010494 84289.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4446.65 4105.07 0.0105152 0.0010474 84497.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4405.34 4067.71 0.0105436 0.0010474 84244.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4365.72 4029.43 0.010542 0.00105192 84298.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4325.41 3991.68 0.0105581 0.00105338 84169 0
: 215 Minimum Test error found - save the configuration
: 215 | 4285.71 3954.42 0.010541 0.00104553 84250.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4246.46 3917.26 0.0105429 0.00104611 84238.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4206.74 3881.59 0.0105449 0.00104853 84242.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4168.18 3845.94 0.010556 0.00104759 84135.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4130.76 3809.44 0.0105505 0.00105389 84240.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4092.58 3773.92 0.0105911 0.00105175 83862.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4055.46 3737.97 0.0105727 0.00104814 83993.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4017.21 3704.05 0.0105173 0.00104761 84480 0
: 223 Minimum Test error found - save the configuration
: 223 | 3981.49 3669 0.0105456 0.0010463 84217.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3943.94 3635.85 0.0105724 0.001049 84003.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3908.98 3601.42 0.0105412 0.00104772 84268.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3873.52 3566.88 0.0105407 0.0010539 84327.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3837.67 3533.35 0.010537 0.00104809 84309.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3802.13 3501.41 0.0105574 0.00104798 84126.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3767.74 3468.23 0.0105459 0.00106109 84345.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3733.29 3436.1 0.0105569 0.0010506 84154.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3699.31 3404.11 0.0105582 0.00104865 84126.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3665.09 3373.29 0.0105593 0.0010444 84078.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3632.6 3341.02 0.0105546 0.00105065 84175.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3598.91 3310.28 0.010577 0.00104823 83956.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3567.01 3278.47 0.0105364 0.00104798 84313.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3534.02 3248.11 0.0105775 0.0010499 83966.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3501.21 3218.77 0.0105354 0.00105079 84347.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3469.77 3189.11 0.0105342 0.00104757 84329.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3438.8 3158.55 0.0105401 0.00105057 84303.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3407.28 3129.32 0.0105211 0.00104631 84434.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3376.03 3100.32 0.0105375 0.00104883 84311.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3345.77 3071.29 0.0105413 0.00104874 84276.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3314.46 3043.82 0.0105343 0.00104777 84329.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3285.03 3015.54 0.0105238 0.00104988 84442.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3255.59 2987.15 0.0105475 0.00105061 84237.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3225.05 2960.06 0.0105265 0.00104759 84398.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3197.02 2931.4 0.0105334 0.0010501 84358.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3167.13 2904.41 0.0105366 0.00105157 84343.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3138.39 2878.01 0.0105401 0.00104984 84296.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3109.96 2851.31 0.0105552 0.00104835 84149.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3082.39 2824.09 0.0105311 0.00104725 84354.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3053.51 2798.35 0.0105315 0.00105415 84411.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3026.19 2772.07 0.010565 0.00104887 84067.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2998.11 2747.19 0.0105424 0.00104889 84268 0
: 255 Minimum Test error found - save the configuration
: 255 | 2971.96 2721.05 0.0105913 0.00104863 83833.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2944.02 2696.2 0.0106005 0.00107225 83960.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2918.11 2670.55 0.0105593 0.00105267 84151.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2891.32 2645.93 0.0105397 0.00105119 84312.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2864.7 2621.62 0.0105634 0.00105043 84095.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2838.77 2597.88 0.010531 0.00104849 84366.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2813.69 2573.2 0.0105477 0.00104863 84219 0
: 262 Minimum Test error found - save the configuration
: 262 | 2788.04 2549.18 0.0105535 0.00105129 84190.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2762.05 2526.49 0.0105654 0.00104982 84072.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2738.07 2502.31 0.0105442 0.00104711 84236.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2712.96 2478.91 0.0105611 0.00104802 84094.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2688.33 2456.38 0.0105498 0.00104854 84199.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2663.78 2433.42 0.0105418 0.00104966 84280.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2639.67 2411.21 0.0105522 0.00104948 84186.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2616.15 2388.56 0.0105503 0.00104858 84195.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2592.1 2366.65 0.0105358 0.0010478 84316.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2568.73 2344.75 0.01052 0.00104718 84451.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2545.32 2323.57 0.0105375 0.00104371 84265.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2522.3 2302.27 0.0105536 0.00104627 84145.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2499 2281.68 0.0105349 0.00104681 84316.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2476.65 2261.04 0.0105487 0.00104867 84210.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2454.66 2239.72 0.0105317 0.00104918 84365.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2432.16 2218.49 0.0105405 0.00104561 84256 0
: 278 Minimum Test error found - save the configuration
: 278 | 2409.68 2198.19 0.0105254 0.00104565 84390.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2388.05 2178.06 0.0105569 0.00105031 84151.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2365.73 2158.65 0.01067 0.00105785 83228 0
: 281 Minimum Test error found - save the configuration
: 281 | 2344.67 2138.84 0.0105441 0.00104658 84232.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2323.21 2119.13 0.0105456 0.00104816 84232.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2301.76 2099.87 0.010534 0.00104646 84320.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2280.85 2081.04 0.0105503 0.00104962 84204.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2260.4 2061.4 0.0105472 0.00104602 84200.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2239.63 2041.91 0.0105694 0.00104842 84024.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2218.64 2023.49 0.0105403 0.00104916 84289 0
: 288 Minimum Test error found - save the configuration
: 288 | 2198.38 2006.19 0.0105439 0.00104678 84236.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2178.62 1986.26 0.0105327 0.00105312 84391.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2157.96 1968.87 0.0105493 0.00105562 84266.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2138.48 1951.08 0.0105561 0.00104904 84147.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2119.41 1932.76 0.0105408 0.00105117 84302.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2099.12 1914.88 0.0105375 0.00104586 84284.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2079.99 1896.79 0.0105519 0.00104641 84161.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2060.37 1879.62 0.0105692 0.00104801 84023.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2041.54 1862.23 0.010548 0.00104734 84204.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2022.75 1845.32 0.0105755 0.00104641 83953.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2004.33 1827.93 0.0105427 0.00105696 84337.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1985.15 1811.6 0.0105358 0.00104765 84315.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1966.7 1795.05 0.0106152 0.00105579 83687 0
: 301 Minimum Test error found - save the configuration
: 301 | 1948.49 1778.77 0.0105624 0.00104912 84093.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1930.68 1762.37 0.0105865 0.00104968 83885.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1912.2 1746.64 0.0105599 0.00104928 84116.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1895.21 1729.86 0.0105584 0.00104859 84123.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1876.66 1714.5 0.0105313 0.00105275 84401 0
: 306 Minimum Test error found - save the configuration
: 306 | 1859.77 1698.57 0.0105477 0.00105081 84238 0
: 307 Minimum Test error found - save the configuration
: 307 | 1842.16 1682.82 0.0105596 0.00105227 84145.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1824.19 1668.14 0.0105414 0.00105133 84298.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1807.56 1652.95 0.0105569 0.0010468 84121.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1791.1 1637.29 0.0105579 0.00104736 84117.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1773.67 1622.28 0.0105571 0.00104764 84127 0
: 312 Minimum Test error found - save the configuration
: 312 | 1756.82 1607.79 0.0105395 0.00104473 84257.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1740.39 1593.23 0.01055 0.00104528 84168.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1724.09 1578.74 0.0105521 0.00105733 84256.9 0
: 315 Minimum Test error found - save the configuration
: 315 | 1707.95 1564.03 0.0105358 0.00104894 84327.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1691.87 1549.5 0.0105656 0.00105522 84119 0
: 317 Minimum Test error found - save the configuration
: 317 | 1675.39 1535.83 0.0105522 0.00104878 84180.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1659.45 1522.02 0.0105457 0.0010489 84238.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1644.64 1507.38 0.010534 0.00104792 84334 0
: 320 Minimum Test error found - save the configuration
: 320 | 1628.16 1493.79 0.0105561 0.00104809 84139.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1612.57 1480.62 0.010563 0.00105075 84102.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1597.8 1466.9 0.0105726 0.00105033 84013.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1582.36 1453.08 0.0105703 0.0010482 84015.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1567.09 1439.96 0.0105241 0.00105124 84452 0
: 325 Minimum Test error found - save the configuration
: 325 | 1552.27 1427.26 0.0105429 0.00104681 84245.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1537.59 1413.53 0.0105512 0.00105125 84210.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1522.62 1400.81 0.010555 0.0010524 84187.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1507.92 1387.96 0.0105294 0.00104721 84369 0
: 329 Minimum Test error found - save the configuration
: 329 | 1494.07 1374.46 0.0105708 0.00105151 84040.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1479.1 1362.24 0.010545 0.00104977 84252.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1465.19 1349.28 0.0105566 0.00104651 84121.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1451.15 1337.12 0.0105548 0.001052 84185.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1437.09 1325.02 0.0105434 0.00104805 84252.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1423.44 1312.32 0.0105581 0.00104857 84126.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1409.39 1300.55 0.0105535 0.00104945 84174.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.98 1288.14 0.0105509 0.00105225 84222.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1382.27 1276.41 0.0105515 0.00105012 84198.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1369.4 1264.25 0.0105485 0.00105179 84239.6 0
: 339 Minimum Test error found - save the configuration
: 339 | 1355.71 1252.93 0.0105434 0.00104739 84245.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1343.27 1240.89 0.0105792 0.00105346 83982.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1329.72 1229.76 0.0105663 0.00104924 84059.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1317.28 1218.13 0.0105658 0.00104937 84064.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1304.86 1206.48 0.0105659 0.0010474 84047.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1291.87 1195.31 0.0105407 0.00104784 84273.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1279.32 1184.33 0.0105906 0.00105141 83864.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1267.22 1173.12 0.0105384 0.00104919 84306.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1254.76 1162.19 0.010575 0.00104759 83968.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.88 1151.34 0.0105699 0.00104938 84029 0
: 349 Minimum Test error found - save the configuration
: 349 | 1230.73 1140.25 0.0106087 0.00105261 83716.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1218.61 1129.89 0.0105738 0.00105381 84033.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.74 1119.54 0.0105737 0.00105543 84049.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1195.16 1109.17 0.0105781 0.00105487 84005.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.89 1098.44 0.0105581 0.00104677 84110.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1172.5 1087.86 0.0105681 0.00105002 84050.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.79 1077.84 0.0105563 0.00104937 84149.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1149.74 1067.55 0.0105869 0.00105046 83889 0
: 357 Minimum Test error found - save the configuration
: 357 | 1138.29 1058.07 0.0105775 0.00105394 84002.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.77 1047.33 0.0105745 0.00104996 83993.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.62 1037.28 0.0105727 0.00104797 83991.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.83 1027.24 0.0105573 0.00105001 84146 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.59 1018.11 0.0105619 0.00105006 84105.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1084.28 1008.34 0.0105426 0.00105089 84284.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.59 999.162 0.0105655 0.00104844 84059.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1063.26 989.938 0.0105574 0.00105331 84173.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.82 980.591 0.0105382 0.00104923 84308.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1042.97 970.582 0.0105577 0.00104832 84127.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1032.21 961.252 0.0105927 0.00105719 83897.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1022 952.195 0.010544 0.00104816 84247.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1012.2 942.897 0.0105627 0.00104919 84090.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1002.29 933.919 0.0105463 0.00104984 84242.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 992.409 925.127 0.0105996 0.00106156 83874.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.976 916.679 0.0105636 0.00105011 84091.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 973.237 907.252 0.0105664 0.00105149 84079 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.608 898.358 0.0105525 0.00105885 84266.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.982 889.95 0.0105463 0.00104704 84216.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.751 881.71 0.010552 0.00104948 84188.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 935.596 872.487 0.0106082 0.00105872 83774.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 926.165 864.203 0.010581 0.00105422 83973.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 917.227 855.413 0.0105715 0.00105072 84026.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 908.238 847.215 0.0105661 0.00105448 84107.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.631 839.231 0.0105566 0.00105806 84223.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 890.385 831.419 0.0105894 0.00105114 83873 0
: 383 Minimum Test error found - save the configuration
: 383 | 881.143 823.234 0.0105675 0.00106358 84176.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.816 814.784 0.0105584 0.00105126 84147.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.692 807.285 0.0106257 0.00105498 83588.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.396 799.785 0.0105476 0.00105285 84257.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 847.136 791.388 0.0105659 0.00104702 84043.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.836 782.864 0.0105665 0.00104733 84040.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.894 775.774 0.0105813 0.00105605 83987.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.825 768.286 0.0105593 0.00104872 84116.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.557 760.526 0.0106089 0.0010892 84036 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.629 752.555 0.0105848 0.00104887 83892.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.205 745.555 0.0105621 0.00105634 84159.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.591 738.082 0.0105526 0.00105006 84187.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.459 731.007 0.0105689 0.00104897 84033.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.575 723.874 0.0105503 0.00104857 84195.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 766.295 716.174 0.0105775 0.00105397 84002.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 758.235 709.187 0.0105766 0.00104809 83958.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.885 701.791 0.01056 0.0010479 84103.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 743.074 694.389 0.0105847 0.00105009 83905.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.706 687.502 0.010568 0.00104981 84049.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 728.163 680.918 0.0105679 0.001051 84060.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.598 674.255 0.0105528 0.00105018 84187.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.926 666.854 0.0105944 0.00104817 83803.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.381 660.145 0.0105727 0.00104933 84003.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.26 653.434 0.0105793 0.00104962 83948.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.154 647.046 0.0105642 0.00104788 84065.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.236 640.367 0.0105736 0.00105092 84010.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.321 633.701 0.0105744 0.00104814 83978.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.429 627.183 0.0105401 0.0010463 84265.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.407 620.794 0.0105673 0.00104887 84047.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.637 614.524 0.0105898 0.00104455 83811.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.151 608.268 0.0106198 0.00104994 83596.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.565 601.811 0.0105662 0.00104703 84040.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 638 596.286 0.0105719 0.00104803 83999.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.615 589.665 0.0105727 0.00105036 84012.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.917 584.194 0.0105934 0.00105519 83873 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.667 577.384 0.0105929 0.00104995 83831 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.267 571.844 0.0105748 0.00105068 83997.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.315 565.433 0.0105402 0.00104604 84262.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.869 559.951 0.0105645 0.00104792 84063.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.577 554.163 0.0105608 0.0010487 84103.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.47 547.864 0.0106319 0.00104799 83473.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.287 542.701 0.0105568 0.00105659 84208.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.467 536.598 0.0105897 0.00105156 83873.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.592 530.956 0.0105808 0.00105856 84013.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.68 525.181 0.0105525 0.00104943 84182.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.852 520.072 0.0105848 0.00104677 83874.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 552.36 514.285 0.0107816 0.00106409 82325.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.193 509.276 0.0107381 0.00106037 82664.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.659 503.375 0.0107317 0.00105252 82651.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.005 498.324 0.0108772 0.00107439 81609.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.4 492.751 0.0108814 0.00106423 81489.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.853 487.396 0.0106866 0.00105565 83065.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.399 482.595 0.0109218 0.0010738 81234.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.173 476.852 0.0105704 0.00104977 84027.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.766 471.655 0.010577 0.00104911 83964.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.332 467.103 0.0105676 0.00104747 84032.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.405 461.854 0.0105779 0.00105018 83965.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.023 457.004 0.0105783 0.00104893 83950.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.989 452.028 0.0105924 0.00105112 83846.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.758 447.335 0.0106059 0.00104951 83713.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.044 442.509 0.0105997 0.00105261 83795.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.877 437.528 0.0105726 0.00105262 84033.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.906 433.184 0.0105776 0.00104988 83965 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.133 428.666 0.0105754 0.00104916 83978.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.547 424.636 0.0106415 0.00105282 83431.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.512 419.24 0.0105896 0.00105087 83868.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.852 414.227 0.0105802 0.00105633 83999.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.818 409.762 0.0105646 0.00104835 84066.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.369 405.756 0.0105764 0.00104852 83963.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.012 400.765 0.0105661 0.00106871 84234.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.236 396.439 0.0105583 0.00104766 84116.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.873 391.93 0.0105701 0.00104945 84028.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.083 387.997 0.010567 0.00104568 84022.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.743 383.338 0.0105673 0.00105109 84067.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.288 379.283 0.0105517 0.00105028 84197.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.887 375.683 0.0106169 0.00104988 83620.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.692 371.102 0.010576 0.00104637 83949 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.607 366.541 0.0105582 0.00104918 84130.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.229 362.407 0.0105886 0.00104887 83860 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.126 358.94 0.0106028 0.00104875 83733.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.028 354.756 0.0105692 0.00105185 84057.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.912 350.913 0.0105669 0.00105697 84122.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.768 346.711 0.0105664 0.00105412 84102.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.636 343.401 0.0105754 0.00104995 83985.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.081 339.25 0.0105651 0.00105094 84085.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.847 335.339 0.0106059 0.00105193 83734.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.014 331.618 0.0105896 0.0010503 83863.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.022 327.989 0.0105802 0.00104809 83927 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.184 324.404 0.0105642 0.00104878 84074.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.464 320.516 0.010576 0.00105148 83993.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.677 316.687 0.0105913 0.00105103 83854.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.219 313.087 0.0105604 0.00105044 84122.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.304 309.844 0.0105641 0.00105083 84092.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.557 306.206 0.0105545 0.00104977 84168.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.076 303.238 0.0105998 0.00105113 83780.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.456 299.305 0.010597 0.00104942 83790.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.218 296.428 0.010585 0.00105218 83920.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.455 292.654 0.0105805 0.00105125 83951.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.912 289.594 0.0106003 0.00105285 83792.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.598 286.013 0.0105977 0.0010506 83794.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.075 282.499 0.0105698 0.00104863 84023.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.777 280.037 0.0105793 0.00105164 83966 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.519 276.171 0.010606 0.00105214 83735.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.029 272.956 0.0105663 0.00105028 84069.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.885 270.215 0.010569 0.00105032 84045.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.556 267.167 0.0105696 0.00105069 84043.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.399 264.041 0.0105577 0.00105135 84154.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.343 260.604 0.0105737 0.00104984 83999.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.12 258.216 0.010554 0.0010473 84151.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.944 254.776 0.0105765 0.00105155 83989.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.043 251.954 0.01064 0.00105961 83504.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.971 249.134 0.010564 0.00104855 84074.1 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.003 246.763 0.0105576 0.00104647 84112.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.076 243.191 0.0106312 0.00106751 83649.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.878 240.141 0.0105656 0.00104864 84060.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.974 237.861 0.0105697 0.00105162 84050.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.082 235.007 0.0105849 0.00104857 83889.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.308 232.215 0.0105704 0.0010497 84027.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.402 229.642 0.0105605 0.00104918 84110.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.34 227.123 0.0105735 0.00106266 84114.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.469 224.221 0.0105638 0.00104769 84067.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.022 222.158 0.0105671 0.00105146 84071.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.062 219.335 0.010557 0.00104831 84133.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.532 216.569 0.0105783 0.00105184 83976.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.056 214.037 0.0105532 0.00104794 84163.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.251 211.831 0.0105512 0.00104983 84197.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.65 209.892 0.0105808 0.00104929 83932 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.94 207.329 0.0105482 0.00104903 84217.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.557 204.838 0.010584 0.00104794 83892.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.111 203.486 0.0105749 0.00105147 84002.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.637 201.63 0.0106926 0.00107051 83142.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.152 198.054 0.0105858 0.00105219 83913.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.51 196.92 0.0105578 0.00104741 84118.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.414 193.805 0.010564 0.00104776 84067.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.996 191.504 0.0105578 0.00104794 84123.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.641 190.397 0.0105961 0.00104919 83796.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.034 187.674 0.0105985 0.00104802 83765.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.568 185.861 0.0105781 0.00105251 83984.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.461 183.75 0.0107686 0.00108463 82610.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.208 180.681 0.010611 0.00106887 83838.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.944 179.253 0.0106329 0.00106026 83571.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.767 177.183 0.0106103 0.00105188 83695.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.699 176.011 0.010579 0.00105157 83968.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.476 173.934 0.0105668 0.00104937 84056.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.493 171.852 0.0105586 0.00105171 84149.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.447 169.534 0.0105947 0.00105477 83858.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.218 166.996 0.0106304 0.00106516 83635.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.849 165.559 0.0105728 0.00105488 84051.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.77 162.711 0.0105747 0.00104842 83978.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.836 162.41 0.0105695 0.00104981 84036.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.715 159.3 0.0105586 0.00105142 84147.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.831 157.423 0.0105472 0.00104689 84208 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.478 155.67 0.0105632 0.00105127 84104.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.543 155.133 0.0105718 0.0010506 84022.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.638 152.446 0.0105643 0.00104587 84047.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.667 150.969 0.0105801 0.00105115 83955.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.763 149.534 0.0105676 0.00104991 84054.4 0
: 540 | 164.791 149.709 0.0105338 0.0010163 84055.6 1
: 541 Minimum Test error found - save the configuration
: 541 | 162.942 146.145 0.0105591 0.00104981 84128.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.979 144.322 0.0105679 0.00104945 84047.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.084 143.478 0.0105807 0.00105116 83949.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.379 141.482 0.0105714 0.00105206 84039.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.599 139.074 0.0105712 0.00104772 84002.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.753 137.138 0.0105608 0.00104988 84114 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.893 136.032 0.010572 0.00104727 83991.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.225 134.93 0.0105659 0.00104906 84061.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.463 133.225 0.0105625 0.00105009 84100.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.754 132.231 0.010579 0.00104932 83947.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.04 130.446 0.0105557 0.00105156 84173.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.315 129.494 0.0105731 0.00104951 84001.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.564 127.026 0.0106053 0.00104975 83721 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.911 126.756 0.0105657 0.00105671 84131.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.229 124.577 0.0105849 0.00105366 83934.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.917 123.975 0.0105653 0.00104661 84044.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.98 121.432 0.0105917 0.00104881 83831.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.485 120.467 0.0105765 0.00104849 83962.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.803 118.742 0.0105988 0.00104914 83772.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.76 117.424 0.0105764 0.00104858 83965 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.828 115.538 0.010549 0.00104681 84190.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.432 114.127 0.0105869 0.00105017 83886.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.981 113.845 0.0105731 0.00105117 84016.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.498 111.499 0.0105588 0.0010482 84117.1 0
: 565 | 122.702 112.148 0.0105473 0.00101442 83920.3 1
: 566 Minimum Test error found - save the configuration
: 566 | 121.23 108.757 0.010584 0.00107607 84140.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.955 108.636 0.0105786 0.00105646 84014.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.587 107.024 0.0105707 0.00105253 84049.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.017 106.039 0.010577 0.00104864 83959.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.851 105.182 0.0105709 0.00105846 84100.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.545 103.881 0.0105606 0.00105282 84142 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.989 101.19 0.0105828 0.00105072 83927.3 0
: 573 | 111.727 101.283 0.0105413 0.00101556 83983 1
: 574 Minimum Test error found - save the configuration
: 574 | 110.234 98.9047 0.0105789 0.00105473 83996.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.952 98.1252 0.010574 0.00105878 84076 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.789 96.2889 0.010571 0.00104926 84018.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.431 95.6516 0.0105964 0.00105146 83813.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.33 95.1978 0.010578 0.0010519 83979.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.896 93.0133 0.0105736 0.00105052 84006.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.728 91.8841 0.0105734 0.00104959 83999.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.17 91.2285 0.010586 0.00104889 83883.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.102 90.369 0.0105782 0.00105554 84010.2 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.8819 89.619 0.0105707 0.00105048 84031.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.825 87.365 0.0105676 0.00104973 84052.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.5077 86.688 0.0105905 0.00104918 83845.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.4893 85.8832 0.0105874 0.00104973 83877.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.5421 84.7113 0.0106262 0.00105357 83571.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.0559 82.7851 0.0105775 0.00105017 83968.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.0849 82.0656 0.0105793 0.00104641 83920.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.0742 81.8817 0.010586 0.00104885 83882.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8188 80.4047 0.0105775 0.00105226 83987.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.855 79.1985 0.0105503 0.00105124 84219.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.9272 78.9138 0.0105695 0.00104907 84030 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.9319 76.364 0.010591 0.00104756 83827.4 0
: 595 | 85.8902 76.4999 0.0105357 0.00101537 84030.6 1
: 596 Minimum Test error found - save the configuration
: 596 | 84.7616 75.9458 0.010581 0.00105707 83999.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.724 75.7183 0.0106096 0.00105065 83690.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.0719 74.1593 0.0105692 0.00104783 84021.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9338 73.8162 0.0105716 0.00105368 84052.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.8259 72.9554 0.010581 0.00104848 83923.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.872 71.0044 0.0105892 0.00104919 83857 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.8035 69.5758 0.010567 0.00104578 84022.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.875 69.1167 0.0105873 0.00105498 83925 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.8264 67.9983 0.0105738 0.00105054 84004.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.0489 66.8933 0.0105768 0.00104914 83966.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.4035 66.0219 0.0105647 0.00105492 84124.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.3684 65.2578 0.010648 0.00105594 83401.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.4371 64.7223 0.0105674 0.00104828 84041.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.6413 63.7305 0.0105765 0.0010516 83990.6 0
: 610 | 71.8771 64.1552 0.0105453 0.00101555 83947.3 1
: 611 Minimum Test error found - save the configuration
: 611 | 70.99 62.7375 0.0105593 0.00104915 84120.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.026 61.547 0.0105785 0.00105353 83989.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.0409 60.7423 0.0105767 0.00104897 83965.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2321 59.2728 0.010577 0.00104876 83960.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.5515 59.2553 0.0105824 0.00105649 83981.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.8179 57.9413 0.0105707 0.00104792 84009.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.832 57.8449 0.0105823 0.00105379 83958.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.0029 57.0988 0.0105785 0.00105086 83965.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.2268 56.7986 0.0105661 0.00104942 84063.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5409 55.7643 0.0105716 0.00104797 84001.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.8178 54.834 0.0105773 0.00104978 83967.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0455 53.5408 0.0105899 0.00104751 83836 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.2742 53.4766 0.0105695 0.00105211 84056.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.6286 52.6832 0.0105862 0.00105021 83892.6 0
: 625 | 59.8313 52.9011 0.0105382 0.00101546 84009.7 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.1361 51.5644 0.0105728 0.00104871 83997.5 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5003 50.4636 0.010597 0.00105549 83844.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.8056 50.1545 0.0105844 0.00104937 83900.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.0548 48.4377 0.0105938 0.00104833 83809.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.214 48.3552 0.0105715 0.00104966 84017.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7042 47.9294 0.0105893 0.00105308 83890.7 0
: 632 | 54.937 48.1464 0.0105682 0.00101716 83760.2 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.3173 46.2742 0.0105754 0.00105312 84013.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.564 45.3238 0.0105831 0.00105436 83956.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8435 44.6491 0.0105958 0.00105901 83886 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2748 44.6144 0.0105873 0.00105222 83900.8 0
: 637 | 51.5004 44.9006 0.0105561 0.00101812 83875.5 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.9067 42.6907 0.0105993 0.00105584 83826.7 0
: 639 | 50.3201 43.6994 0.0105736 0.00104018 83915.7 1
: 640 Minimum Test error found - save the configuration
: 640 | 49.8501 41.7897 0.0105845 0.0010547 83946.8 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1631 40.7832 0.0105979 0.00105334 83817.2 0
: 642 | 48.5551 41.1685 0.010546 0.00101828 83965.3 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.9382 40.7076 0.0105793 0.00105371 83984.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.4343 39.6384 0.0106111 0.00106032 83762.8 0
: 645 | 46.9297 39.7325 0.010554 0.00101762 83889.2 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.2607 38.9124 0.0106089 0.00105571 83741.7 0
: 647 | 45.6735 39.0078 0.0105676 0.0010182 83775.3 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.097 37.4538 0.0105916 0.00105376 83876.6 0
: 649 | 44.9135 37.6363 0.0105471 0.00101888 83961 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.0242 37.0163 0.0105709 0.00105311 84052.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.552 36.4474 0.010594 0.0010535 83853.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0042 36.338 0.0105738 0.00105703 84062.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5109 35.6015 0.0105775 0.00105076 83974.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9751 35.1899 0.0105941 0.00105342 83851.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6237 34.9321 0.0105699 0.00105116 84044.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.781 33.674 0.0106015 0.00105236 83777 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4212 33.6289 0.0105706 0.00105188 84045.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9131 32.9855 0.0105919 0.0010517 83856 0
: 659 | 39.3348 33.12 0.0106228 0.00102315 83336.1 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.1107 32.9425 0.0105904 0.00104907 83845.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5744 31.3461 0.0106018 0.00105911 83833.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9222 30.6803 0.0106301 0.00106554 83642.2 0
: 663 | 37.6295 30.7882 0.0106077 0.00101728 83416.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.0619 29.8664 0.0105998 0.00105135 83783 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6495 29.248 0.0105798 0.00105167 83961.4 0
: 666 | 36.3517 29.8702 0.0105789 0.00101903 83682.9 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.8642 28.5519 0.0105945 0.00104911 83810 0
: 668 | 35.4691 28.7102 0.0105522 0.00101618 83892.4 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.0726 28.0882 0.0105924 0.00105285 83861.9 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.5377 27.6785 0.0105784 0.00105134 83971.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.0081 27.1816 0.010586 0.00105265 83915.5 0
: 672 | 33.6561 27.8687 0.0105609 0.00101962 83846.4 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.3241 26.6648 0.0105831 0.00105408 83954.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.21 26.5568 0.0105994 0.00105185 83791 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.4965 25.4791 0.010592 0.00105145 83852.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9608 25.3828 0.0105962 0.00104992 83802.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.414 24.4882 0.0105834 0.0010504 83919.4 0
: 678 | 31.0417 24.6069 0.0105594 0.00101808 83845.5 1
: 679 | 30.7879 25.0981 0.0105637 0.00101798 83806.8 2
: 680 Minimum Test error found - save the configuration
: 680 | 30.3879 23.6884 0.0105756 0.0010525 84006.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.0341 23.2008 0.0105768 0.0010529 83999.3 0
: 682 | 29.5693 23.7485 0.0105496 0.00101723 83924.7 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.3277 22.1458 0.0105847 0.00105469 83945 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.724 22.106 0.0105819 0.00105572 83979.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4245 22.0109 0.0105879 0.0010505 83880.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0244 21.1296 0.0106012 0.00105254 83781.3 0
: 687 | 27.8853 21.2549 0.0105243 0.00101797 84154 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.4321 20.9086 0.010594 0.0010505 83826.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.9595 20.7344 0.0105843 0.00105225 83927.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7619 19.7392 0.0105968 0.00105276 83821.6 0
: 691 | 26.5455 20.4787 0.0105534 0.00101551 83875.9 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.1178 19.7384 0.0105789 0.00105091 83963.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.7509 19.2242 0.0105936 0.00105299 83852 0
: 694 | 25.3973 19.4607 0.0105548 0.00101757 83881.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.2949 18.9667 0.010579 0.00105258 83977.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.6908 18.4513 0.0106123 0.00105053 83667 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.2668 18.329 0.0105801 0.00105059 83949.4 0
: 698 | 24.2167 18.5667 0.0105391 0.00101626 84008.8 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.902 17.2186 0.0105763 0.00105196 83995.7 0
: 700 | 23.5336 17.7208 0.0105536 0.00101655 83883.4 1
: 701 | 23.1483 17.5515 0.0106207 0.00101551 83287.8 2
: 702 Minimum Test error found - save the configuration
: 702 | 22.8226 17.175 0.0105881 0.00105551 83923 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4407 16.2077 0.0105762 0.00105364 84010.8 0
: 704 | 22.2634 17.047 0.010541 0.00101746 84002.8 1
: 705 | 21.9346 16.26 0.0105632 0.00102163 83843.4 2
: 706 Minimum Test error found - save the configuration
: 706 | 21.6023 15.9504 0.0105956 0.00105174 83823.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.2242 15.4441 0.0106011 0.00105201 83777.8 0
: 708 | 21.2165 15.9533 0.0105485 0.00101543 83918.7 1
: 709 | 20.8286 15.8167 0.0105451 0.00101815 83972.6 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.4609 14.7927 0.0106197 0.00105581 83648.3 0
: 711 | 20.1921 15.0114 0.010546 0.00101793 83962.7 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.8873 14.3903 0.0105912 0.00105389 83881 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.6324 14.222 0.0105756 0.00105707 84046.8 0
: 714 | 19.4226 14.3477 0.010549 0.00101746 83932.2 1
: 715 | 19.2995 14.4907 0.0105485 0.00101607 83923.7 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.1668 13.8241 0.0106062 0.00105617 83769.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.813 13.2404 0.0105898 0.00105423 83896.8 0
: 718 | 18.3594 13.5661 0.0105606 0.00101686 83824.5 1
: 719 | 18.0066 13.6924 0.0105674 0.00101708 83767 2
: 720 Minimum Test error found - save the configuration
: 720 | 17.9181 12.6186 0.0106108 0.00105371 83707.2 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.5621 12.3421 0.0105719 0.00104857 84004.1 0
: 722 | 17.5943 13.5565 0.0106353 0.00101776 83181.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.2541 11.9131 0.0105859 0.0010517 83908.8 0
: 724 | 17.0536 12.1351 0.0105948 0.00101606 83518.2 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.802 11.5398 0.0105913 0.00104945 83841.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.5404 11.4621 0.010617 0.00105402 83655.7 0
: 727 | 16.3879 11.9416 0.0105611 0.00101629 83814.9 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.0646 11.3025 0.0108158 0.00127944 83889.2 0
: 729 | 15.7286 11.5875 0.0105762 0.00101833 83700.9 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.5994 10.9748 0.010606 0.00105268 83740.1 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3973 10.6522 0.0105865 0.00105531 83935.3 0
: 732 | 15.2351 10.9694 0.0105737 0.00101581 83700.4 1
: 733 | 15.1749 10.7805 0.010572 0.00102044 83755.7 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.7922 10.1089 0.0105884 0.00105789 83940.8 0
: 735 | 14.5591 10.3976 0.0105904 0.00101786 83572.5 1
: 736 | 14.4282 10.8747 0.0106067 0.00102597 83501.1 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.1898 9.67087 0.0106548 0.00105913 83370.7 0
: 738 | 14.0625 9.87953 0.0105708 0.00102333 83791.4 1
: 739 | 13.7908 9.68156 0.010582 0.0010217 83679.2 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.5525 9.57654 0.0106117 0.00105777 83735.1 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.329 9.34759 0.0105983 0.00106329 83901.6 0
: 742 | 13.1261 9.48293 0.0105703 0.00101807 83750 1
: 743 | 13.1624 9.54827 0.0105663 0.00101791 83784 2
: 744 Minimum Test error found - save the configuration
: 744 | 12.8636 8.89214 0.0105841 0.00105693 83970.5 0
: 745 | 12.6596 9.57587 0.010558 0.00102001 83874.6 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6194 8.78451 0.010607 0.0010561 83761.9 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.3792 8.27908 0.0106124 0.00104952 83656.9 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.1175 8.18047 0.0106013 0.00105377 83791.7 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.154 8.05676 0.0105991 0.00105715 83840.5 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.1751 7.80026 0.0106163 0.00108034 83893.1 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8236 7.67932 0.0106368 0.00105116 83458.3 0
: 752 | 11.5613 7.76878 0.0105373 0.00101875 84045.9 1
: 753 | 11.2614 7.72902 0.0105478 0.00101764 83943.6 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.1813 7.24629 0.0106156 0.00105911 83713 0
: 755 | 11.0885 7.42712 0.0105877 0.00101911 83607.2 1
: 756 | 10.9455 7.94983 0.0105551 0.00101848 83887.4 2
: 757 | 10.7777 7.51435 0.0105654 0.00101757 83788.4 3
: 758 | 10.6328 7.35248 0.0105479 0.0010181 83947 4
: 759 | 10.7183 7.72993 0.0105477 0.00101632 83933.2 5
: 760 | 10.5625 7.81798 0.0105466 0.00101677 83946.5 6
: 761 | 10.5239 7.25411 0.0105479 0.00101782 83944.9 7
: 762 Minimum Test error found - save the configuration
: 762 | 10.2408 6.64935 0.0106011 0.00105515 83805 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.99052 6.22828 0.0105862 0.00105127 83902 0
: 764 | 9.8613 6.23006 0.010546 0.00101717 83955.5 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.7725 6.09176 0.0105982 0.00105302 83811.6 0
: 766 | 9.69194 6.14116 0.0105574 0.00101808 83863.3 1
: 767 | 9.59628 6.44869 0.0106175 0.00101692 83328.4 2
: 768 | 9.72353 6.37687 0.0105557 0.00101858 83883.2 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.27922 5.98397 0.0106058 0.0010555 83767.1 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.13232 5.65608 0.0106071 0.00105141 83720 0
: 771 | 9.06519 5.95353 0.0105706 0.00101628 83731.5 1
: 772 Minimum Test error found - save the configuration
: 772 | 9.17493 5.2545 0.0106079 0.00105159 83713.8 0
: 773 | 8.93918 5.3027 0.0105733 0.00102016 83742 1
: 774 | 8.76079 5.88025 0.0105947 0.00101903 83544.7 2
: 775 | 8.63423 5.29507 0.0105846 0.00101822 83626.2 3
: 776 Minimum Test error found - save the configuration
: 776 | 8.51126 5.22192 0.0105992 0.00105926 83858.1 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.41858 5.20592 0.0106222 0.00105353 83606.2 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.18035 4.87958 0.0105987 0.00105207 83799.2 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.08201 4.80856 0.0105872 0.00105042 83885.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.9437 4.6128 0.0105921 0.00105297 83865.4 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.89649 4.48736 0.0105945 0.00105444 83857.1 0
: 782 | 7.83722 4.56429 0.0105665 0.0010192 83792.8 1
: 783 | 7.89156 4.78721 0.0105586 0.00101897 83861 2
: 784 Minimum Test error found - save the configuration
: 784 | 7.73958 4.02022 0.0106146 0.00105273 83665.8 0
: 785 | 7.55906 4.90753 0.0105906 0.00102102 83597.9 1
: 786 | 7.51507 4.34693 0.0105662 0.00102005 83803.1 2
: 787 | 7.29658 4.29811 0.0105708 0.00101928 83756.6 3
: 788 | 7.30839 4.02286 0.0105668 0.00101889 83788.2 4
: 789 Minimum Test error found - save the configuration
: 789 | 7.08018 3.44211 0.010607 0.00105583 83759.8 0
: 790 | 7.09239 3.88534 0.0105691 0.00102008 83777.8 1
: 791 | 6.86221 3.70933 0.010562 0.0010176 83819 2
: 792 | 6.85626 4.17549 0.0105623 0.00101749 83815.3 3
: 793 | 6.71942 3.74297 0.0105597 0.00101787 83841.4 4
: 794 Minimum Test error found - save the configuration
: 794 | 6.66754 3.40649 0.0106009 0.00105618 83816 0
: 795 | 6.57512 3.61224 0.0105773 0.0010203 83708.6 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.51424 3.18614 0.010604 0.00105317 83762.1 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.37844 3.10378 0.0105969 0.00105127 83807.9 0
: 798 | 6.41259 3.71203 0.0105449 0.00101689 83962.9 1
: 799 Minimum Test error found - save the configuration
: 799 | 6.24086 2.9571 0.0105945 0.0010527 83841.7 0
: 800 | 6.37722 4.28418 0.0105442 0.00101728 83972.7 1
: 801 | 6.22892 3.52571 0.0105638 0.00101699 83797.9 2
: 802 | 6.16519 3.36284 0.0105708 0.00101717 83738.3 3
: 803 Minimum Test error found - save the configuration
: 803 | 6.17677 2.78477 0.0106091 0.00105334 83719.4 0
: 804 | 6.07756 3.49771 0.0105656 0.00101936 83802.7 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.79826 2.73873 0.0106389 0.0010578 83497.7 0
: 806 | 5.65548 3.33344 0.0105684 0.00101878 83773.1 1
: 807 | 5.87467 2.93532 0.0105684 0.00101595 83748.4 2
: 808 | 5.89882 3.32535 0.0105636 0.00101653 83795 3
: 809 | 5.57944 3.13264 0.0105811 0.00101808 83655.5 4
: 810 | 5.40229 2.7969 0.0105473 0.00101644 83937.5 5
: 811 Minimum Test error found - save the configuration
: 811 | 5.48292 2.39369 0.0106002 0.00105254 83790 0
: 812 | 5.3294 3.03765 0.0105707 0.00101745 83741.3 1
: 813 | 5.33537 2.76665 0.0105732 0.00102035 83744.7 2
: 814 | 5.18995 2.7862 0.0105774 0.00102205 83722.6 3
: 815 | 5.31325 2.90998 0.0105514 0.00101749 83910.8 4
: 816 | 5.22761 2.74074 0.0105735 0.00101724 83715 5
: 817 | 5.00328 3.10082 0.0105607 0.00101625 83818.7 6
: 818 Minimum Test error found - save the configuration
: 818 | 5.04019 2.30436 0.0106094 0.0010555 83735 0
: 819 | 5.28237 2.6865 0.0105579 0.00101621 83842.9 1
: 820 | 4.94355 2.59107 0.010549 0.00101848 83941 2
: 821 | 4.83776 2.52962 0.0105679 0.00102095 83796.2 3
: 822 | 4.72687 2.67683 0.0105535 0.00101926 83908.2 4
: 823 | 4.63312 2.50702 0.0105597 0.00101794 83842.3 5
: 824 | 4.57439 2.79029 0.0105507 0.0010172 83914.9 6
: 825 Minimum Test error found - save the configuration
: 825 | 4.5292 2.14347 0.0106095 0.00105418 83723.2 0
: 826 | 4.45307 2.31013 0.0105982 0.00101597 83487.6 1
: 827 | 4.43411 2.5699 0.010553 0.00101511 83876.1 2
: 828 | 4.35394 2.42677 0.0105765 0.00101947 83707.7 3
: 829 | 4.38316 2.53807 0.0105671 0.00101864 83782.9 4
: 830 | 4.32717 2.16861 0.0105593 0.00101697 83837.4 5
: 831 | 4.23756 2.34917 0.010565 0.00101721 83789.2 6
: 832 | 4.28156 2.58768 0.0105496 0.00101727 83924.5 7
: 833 Minimum Test error found - save the configuration
: 833 | 4.22598 2.06033 0.0106039 0.00105721 83798.2 0
: 834 | 4.15163 2.52257 0.0105461 0.00101982 83977.9 1
: 835 | 4.1081 2.23756 0.0105606 0.00101995 83851.9 2
: 836 | 4.04113 2.49659 0.0105407 0.00102128 84039 3
: 837 | 3.96464 2.29788 0.0105665 0.00101736 83777.6 4
: 838 | 3.83083 2.28833 0.0106091 0.00101862 83415.7 5
: 839 | 3.81199 2.10822 0.0105632 0.00101784 83810.7 6
: 840 | 3.91226 2.13667 0.0105612 0.00102279 83871.7 7
: 841 | 3.87601 2.42207 0.0105509 0.00101709 83911.8 8
: 842 | 3.74674 2.46833 0.0106593 0.00101909 82985.8 9
: 843 Minimum Test error found - save the configuration
: 843 | 3.65448 1.94082 0.010619 0.00105512 83648.4 0
: 844 | 3.66203 2.01241 0.0105672 0.00102261 83817.2 1
: 845 | 3.58476 1.99028 0.0105732 0.00101746 83718.9 2
: 846 | 3.66312 2.30787 0.0105684 0.0010177 83763.7 3
: 847 | 3.62609 2.1113 0.0105561 0.00101902 83883.2 4
: 848 | 3.55304 2.12675 0.0105658 0.00101858 83793.7 5
: 849 | 3.73529 2.41367 0.0105621 0.00101838 83824.6 6
: 850 | 3.73375 2.2001 0.0105539 0.0010199 83909.7 7
: 851 | 3.6753 2.28688 0.0105771 0.00101905 83698.9 8
: 852 | 3.66223 2.52851 0.0105854 0.00102001 83634.6 9
: 853 | 3.54945 2.62523 0.0105512 0.00101798 83916.7 10
: 854 | 3.46322 2.42385 0.0105726 0.00101807 83729.8 11
: 855 | 3.49936 2.28909 0.0105802 0.00102086 83687.7 12
: 856 Minimum Test error found - save the configuration
: 856 | 3.35981 1.82482 0.0106116 0.00105583 83718.6 0
: 857 | 3.11915 1.98079 0.0105784 0.00101861 83683.7 1
: 858 | 3.12903 1.8912 0.0105523 0.00101729 83901.4 2
: 859 | 3.12004 2.02499 0.0105708 0.001018 83745.5 3
: 860 | 3.15468 2.54534 0.0105745 0.00101888 83720.2 4
: 861 | 3.31745 2.44686 0.0105585 0.0010191 83863 5
: 862 | 3.19763 2.15852 0.0106137 0.00101884 83378 6
: 863 | 3.04504 1.8257 0.0105607 0.0010199 83850.6 7
: 864 | 3.06031 1.93731 0.0105712 0.00101912 83751.3 8
: 865 Minimum Test error found - save the configuration
: 865 | 2.90108 1.68659 0.0106425 0.00105809 83468.7 0
: 866 | 2.84394 1.86757 0.0105843 0.00102112 83654.3 1
: 867 | 2.81502 1.83723 0.0105667 0.00101855 83786.1 2
: 868 | 2.84149 2.09644 0.0105672 0.0010187 83782.9 3
: 869 | 3.00517 2.88381 0.0105501 0.00101944 83939.4 4
: 870 | 2.95866 1.84961 0.0105464 0.00101991 83976.3 5
: 871 | 2.74883 1.94597 0.0105688 0.00102155 83793.4 6
: 872 | 2.68703 1.94984 0.0105701 0.00101929 83762.6 7
: 873 | 2.74788 1.9882 0.0105694 0.00101781 83755.9 8
: 874 | 2.7772 1.99522 0.01058 0.00102537 83728.6 9
: 875 | 2.68076 2.12121 0.0105631 0.00101932 83824.4 10
: 876 | 2.84871 3.12535 0.010574 0.00101943 83729.3 11
: 877 | 2.84149 1.96879 0.0105684 0.00101845 83769.9 12
: 878 | 2.78213 2.4603 0.0105803 0.00101752 83657.3 13
: 879 | 2.66425 1.82829 0.0105947 0.00102066 83559.3 14
: 880 | 2.72282 2.37149 0.010627 0.00101891 83262.9 15
: 881 | 2.82163 1.74651 0.0106118 0.0010205 83408.7 16
: 882 | 2.68527 2.33821 0.0105995 0.00101844 83498 17
: 883 | 2.75196 2.27749 0.0106536 0.00101834 83028.4 18
: 884 | 2.5837 1.9683 0.0105994 0.00101955 83508.4 19
: 885 | 2.55241 2.30183 0.0105673 0.00101709 83768 20
: 886 | 2.72135 1.78142 0.0106308 0.00101925 83233.5 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: 0.0112 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: 0.816 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.15 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.32079e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09614e+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: 0.036 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: 0.0357 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: 0.00149 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: 0.0952 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: 0.883 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00272 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00443 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: 0.00227 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000608 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0983 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 : -0.810 -0.171 4.86 1.43 | 3.240 3.241
: 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 : -0.222 -0.135 1.60 1.06 | 3.357 3.351
: 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.