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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 ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
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:3765
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: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00248 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: 0.000732 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00403 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: 0.000207 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000386 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 = 31492.6
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33022.7 31061.4 0.0103947 0.0010256 85387.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32453.7 30432.4 0.0102309 0.00102152 86868.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31675.6 29687.7 0.0104267 0.0010424 85248.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 30870 29009.1 0.0107115 0.00106485 82930.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30082.5 28288.2 0.0104066 0.00102913 85310.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29269.4 27334.7 0.0104743 0.00105085 84894.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28513.3 26700.7 0.0107393 0.00102558 82357.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28046.1 26319.8 0.0103101 0.00106531 86535.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27688.3 26000.2 0.0102012 0.00100573 86999.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27369.9 25704.2 0.0102698 0.00100124 86313.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27069.3 25425.7 0.010378 0.00100745 85373.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 26784.7 25157.3 0.0103955 0.00100818 85221.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26512.3 24895.1 0.0101606 0.000995316 87286 0
: 14 Minimum Test error found - save the configuration
: 14 | 26242.3 24645.9 0.0102488 0.00102479 86730.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 25983.3 24402.3 0.0102029 0.000999098 86920.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25728.8 24165.6 0.0101596 0.000998397 87325 0
: 17 Minimum Test error found - save the configuration
: 17 | 25486 23926.7 0.0102093 0.00100508 86916.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25239.3 23697.7 0.0101627 0.000997156 87283.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25000.7 23472.5 0.0101738 0.000998177 87187.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24768.9 23247.3 0.0102256 0.000998978 86705.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24534.5 23030.6 0.010168 0.000995307 87215.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24308.6 22815 0.0102569 0.00100731 86490.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24084 22602.9 0.0101994 0.00100633 87022.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 23864 22392.4 0.0102253 0.00101632 86871.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23644.8 22186.6 0.0101768 0.00100046 87180.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23429.5 21983.6 0.0101747 0.000997888 87176.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23218.8 21780.8 0.0103084 0.0010045 85985.5 0
: 28 Minimum Test error found - save the configuration
: 28 | 23006.7 21583.8 0.0102095 0.00100272 86892.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 22800.1 21388 0.010252 0.00100444 86509 0
: 30 Minimum Test error found - save the configuration
: 30 | 22593.8 21196.7 0.0103159 0.00100402 85912 0
: 31 Minimum Test error found - save the configuration
: 31 | 22392.1 21005.9 0.0102149 0.00100118 86826.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22196.1 20811.4 0.0101953 0.00100544 87052 0
: 33 Minimum Test error found - save the configuration
: 33 | 21992.8 20627 0.0102587 0.00101837 86576.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21800 20439.8 0.0102718 0.00100859 86363.2 0
: 35 Minimum Test error found - save the configuration
: 35 | 21603.9 20257.1 0.0102236 0.00100448 86776.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21410.6 20076.6 0.0102855 0.00100978 86246.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21221.5 19894.7 0.0102639 0.00101202 86469 0
: 38 Minimum Test error found - save the configuration
: 38 | 21031.5 19716.6 0.0102939 0.00102136 86276.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 20844.9 19540.2 0.0103348 0.00101742 85861.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20659.9 19367.5 0.0103128 0.0010166 86056.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20478.4 19192.1 0.0102963 0.00102841 86319.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20296 19022 0.0103396 0.00103575 85985.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20117.9 18853.9 0.0104195 0.00106101 85483.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 19939.6 18687.9 0.0103676 0.00102323 85613.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 19763.3 18521.4 0.0103233 0.0010194 85985.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19588.2 18356.5 0.0103573 0.0010351 85817 0
: 47 Minimum Test error found - save the configuration
: 47 | 19419.5 18192.8 0.0104474 0.00102676 84919.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19245.3 18031.7 0.010345 0.00102203 85809.2 0
: 49 Minimum Test error found - save the configuration
: 49 | 19077.1 17870.4 0.0103918 0.00103098 85462.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18906.4 17713.9 0.0104533 0.00105242 85098.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 18743 17550 0.0103819 0.00105144 85741 0
: 52 Minimum Test error found - save the configuration
: 52 | 18575.2 17398 0.0104364 0.0010588 85309.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18412.2 17242.5 0.0104137 0.00104823 85420 0
: 54 Minimum Test error found - save the configuration
: 54 | 18250.3 17084.4 0.0104049 0.00102685 85306 0
: 55 Minimum Test error found - save the configuration
: 55 | 18086.3 16934.6 0.010361 0.00102681 85706.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 17925.9 16780 0.0103637 0.00102788 85691.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17767.7 16628.4 0.0103844 0.00102801 85503.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17608.5 16478.4 0.0105342 0.00117152 85445.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17452.5 16329.1 0.0104048 0.00102855 85322.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17295 16182.5 0.0104937 0.00102995 84532.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17141.6 16034.8 0.0104287 0.00103486 85161.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 16989.8 15886.8 0.0104255 0.00103156 85161.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 16835.7 15743.5 0.0104309 0.00104198 85206.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16683.3 15602.8 0.0104519 0.00103665 84968.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16536.8 15458.2 0.0104057 0.0010339 85362.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16387.1 15317.3 0.0104233 0.00103589 85220.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16240.6 15177.6 0.0105266 0.00105352 84449.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16093.6 15041.1 0.0104633 0.00106972 85164.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 15949.8 14904.7 0.0104515 0.00103736 84978.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 15807.5 14768.5 0.0105094 0.00103304 84420.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15663.6 14636.3 0.0104096 0.00103221 85311.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15525.8 14501.8 0.0104489 0.00103822 85009.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15384.1 14371.5 0.0104417 0.00104086 85098.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15246.5 14242.7 0.0104515 0.00103783 84983 0
: 75 Minimum Test error found - save the configuration
: 75 | 15110.3 14113.1 0.0104463 0.00103448 84999.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 14975.2 13984.3 0.0104208 0.00103839 85265.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 14841.5 13856 0.0104502 0.0010401 85014.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14705.3 13733.2 0.0105029 0.00104062 84546.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14575.5 13608.3 0.0104632 0.00104185 84913.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14444.8 13484.5 0.0105686 0.00104981 84043.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14315.2 13362 0.0104867 0.00105542 84823.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14185.8 13242.1 0.0104479 0.00103964 85032 0
: 83 Minimum Test error found - save the configuration
: 83 | 14058.1 13123.3 0.010471 0.00104076 84833.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 13934.1 13002.8 0.0104433 0.00103843 85062.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13806.3 12887.4 0.0104963 0.00104161 84613.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13683.5 12770.9 0.0104577 0.00103648 84914.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13561.6 12654.3 0.0106221 0.00104376 83521.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13439.7 12539 0.0104962 0.00104635 84657.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13318.2 12425.9 0.010463 0.0010397 84895.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13196.7 12316.8 0.0106654 0.00105455 83238.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13079.9 12205.3 0.0104873 0.00104181 84696.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 12961.9 12095.5 0.0104582 0.0010383 84926.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 12847.5 11984 0.0104815 0.00104276 84756.8 0
: 94 Minimum Test error found - save the configuration
: 94 | 12729.3 11877 0.0104949 0.00103768 84591.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12615.4 11770.5 0.0104889 0.00104067 84671.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12501.6 11663.8 0.0104806 0.00104898 84821.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12390.1 11558.5 0.0104644 0.0010421 84905.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12276.2 11457.7 0.0105209 0.00105384 84503.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12169.1 11350.2 0.0106114 0.00105352 83700.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12055.6 11252.7 0.0105529 0.00104406 84132.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 11949.2 11150.5 0.010509 0.00104676 84546.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11841.7 11048.8 0.010564 0.00105831 84160.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11733.5 10951.2 0.0105021 0.00104186 84564.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11629.3 10853 0.0104943 0.00104273 84642 0
: 105 Minimum Test error found - save the configuration
: 105 | 11523.4 10755.6 0.0106169 0.00105944 83704.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11420.5 10658.6 0.0105322 0.00104376 84312.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11316 10561.9 0.0106378 0.0010494 83433.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11215 10466.1 0.0105443 0.0010444 84211 0
: 109 Minimum Test error found - save the configuration
: 109 | 11113.3 10374.3 0.0105646 0.00108883 84425.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11012.3 10280.6 0.0105703 0.00104544 83990.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 10914 10186.5 0.0105043 0.0010444 84567.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10813.3 10095.9 0.0105357 0.00104996 84336.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10717.3 10005.4 0.0105968 0.00105253 83819.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10619.7 9915.15 0.0105212 0.00105217 84486.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10523.4 9827.26 0.0106575 0.00104881 83257.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10429.3 9737.6 0.0105291 0.00104435 84346.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10333.5 9651.82 0.010542 0.00104819 84265 0
: 118 Minimum Test error found - save the configuration
: 118 | 10241.1 9561.44 0.0106363 0.00105391 83486.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10147.8 9475.89 0.0105813 0.00105631 83989.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10056.4 9390.43 0.0105109 0.00104886 84548.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9964.11 9304.51 0.010515 0.00105368 84554.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9874.37 9221.21 0.010532 0.00105367 84403.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9785.27 9138.71 0.0105151 0.00104698 84494.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9695.21 9058.19 0.0105006 0.00104754 84629 0
: 125 Minimum Test error found - save the configuration
: 125 | 9608.1 8973.71 0.0105313 0.00104748 84353.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9520.11 8893.98 0.0105444 0.00104997 84259.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9434.43 8812.26 0.0106622 0.00105283 83252.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9348.84 8730.36 0.0105235 0.00105017 84447.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9264 8654.39 0.0106272 0.00105616 83585.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9179.02 8575.93 0.0105563 0.00104866 84142.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9095.17 8498.26 0.0105191 0.00106422 84612.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9014.53 8419.69 0.0105316 0.00104927 84367.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8930.18 8345.41 0.0105444 0.001047 84233.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8850.41 8269.58 0.0105271 0.00104894 84404.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8769.91 8191.26 0.010514 0.00104883 84520.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8688.63 8120.35 0.0105706 0.00105503 84072.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8610.5 8041.91 0.0105836 0.00105298 83940.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8532.29 7971.63 0.0105701 0.00105366 84065.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8453.14 7899.58 0.0105866 0.00104673 83858.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8378.31 7825.1 0.0105163 0.00105112 84520.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8300.45 7753.85 0.0105575 0.00105159 84158.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8224.62 7682.64 0.0105581 0.0010478 84119.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8149.68 7612.88 0.0105392 0.00104918 84298.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8075.77 7542.83 0.0105509 0.00107996 84469 0
: 145 Minimum Test error found - save the configuration
: 145 | 8002.61 7469.99 0.0105587 0.00104943 84128.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 7928.67 7405.42 0.0106061 0.00106764 83871.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7855.79 7330.1 0.0105319 0.00104959 84367.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7784.4 7269.92 0.0106076 0.00106385 83824.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7713.88 7200.36 0.0106547 0.00106617 83432.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7642.84 7133.37 0.0107996 0.00111546 82608.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7574.06 7065.36 0.0105699 0.00105554 84083.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7503.52 7001.18 0.0105392 0.00105116 84316.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7434.64 6939.42 0.0106007 0.00105473 83804.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7367.23 6872.63 0.0105481 0.00105437 84265.9 0
: 155 Minimum Test error found - save the configuration
: 155 | 7299.3 6811.77 0.0105689 0.00105712 84106.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7233.31 6747.69 0.0105651 0.00105221 84096.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7166.56 6684.42 0.0105368 0.00104821 84311.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7101.39 6623.36 0.0105638 0.00105144 84101.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7035.73 6560.07 0.0105541 0.00105129 84185.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 6971.43 6502.75 0.0105566 0.00105309 84179.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6906.76 6439.13 0.0105565 0.00105149 84166 0
: 162 Minimum Test error found - save the configuration
: 162 | 6844.45 6384.36 0.0105707 0.00105044 84031.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6781.87 6317.34 0.0105947 0.00105093 83824.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6718.83 6265.01 0.0105695 0.00105272 84062.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6657.21 6205.26 0.0105666 0.00105063 84068.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6596.34 6145.71 0.0106278 0.00106553 83661.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6536.36 6084.43 0.0106002 0.00105591 83819.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6475.18 6031.54 0.0105797 0.00105998 84036.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6415.6 5973.06 0.0105989 0.00105222 83798.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6357.66 5920.21 0.0105877 0.00105244 83899.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6299.21 5861.86 0.0105609 0.00105031 84116.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6241.64 5803.33 0.0106223 0.00105494 83617.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6183.28 5753.69 0.0105697 0.00105813 84107.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6126.03 5694.71 0.0105665 0.0010507 84070.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6070 5647.92 0.0106019 0.00105377 83785.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6013.39 5592.65 0.0105686 0.00105405 84082 0
: 177 Minimum Test error found - save the configuration
: 177 | 5958.7 5538.96 0.0105853 0.00105298 83925.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5904.11 5491.01 0.0105736 0.00105533 84048.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5850.7 5432.16 0.0105707 0.00105151 84041.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5794.29 5387.07 0.0106026 0.00105203 83764.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5742.39 5333.71 0.0105687 0.00105317 84072.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5689.4 5287.18 0.0105836 0.00105386 83947.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5635.94 5236.37 0.0105953 0.00105399 83846.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5584.91 5183.26 0.0105882 0.00105638 83929.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5533 5138.65 0.010586 0.00105491 83936.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5482.39 5090.1 0.010571 0.00105324 84053.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5431.09 5040.08 0.0105857 0.00105272 83919.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5381.19 4993.05 0.0105849 0.00105273 83926.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5331.54 4947.25 0.0106165 0.00105316 83652.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5282.31 4900.07 0.0105989 0.00105417 83815.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5234.39 4851.74 0.0105784 0.00105563 84009.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5185.65 4808.23 0.010591 0.00105695 83909.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5136.57 4762.29 0.0105814 0.00105539 83980.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5089.93 4720.59 0.0105946 0.00105117 83827 0
: 195 Minimum Test error found - save the configuration
: 195 | 5042.75 4673.95 0.0105982 0.00105303 83812.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 4996.62 4629.44 0.0105926 0.00106228 83942.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4950.7 4588.38 0.0106118 0.00105387 83700.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 4904.72 4542.14 0.0106385 0.0010549 83475.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4859.35 4502.97 0.0105989 0.00105843 83853 0
: 200 Minimum Test error found - save the configuration
: 200 | 4814.23 4460.89 0.0106504 0.00105575 83379.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4770.13 4418.04 0.0105812 0.00105285 83959.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4726.64 4376.91 0.0106 0.00105544 83817 0
: 203 Minimum Test error found - save the configuration
: 203 | 4682.65 4333.81 0.0106512 0.00106293 83435.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4639.53 4294.45 0.0105794 0.00105589 84002.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4597.07 4256.02 0.0105804 0.00105252 83964.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4554.03 4214.3 0.0105662 0.00105476 84108.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4512.03 4174.23 0.0105929 0.00105586 83883.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4471.57 4136.12 0.0106317 0.00106292 83605.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4429.76 4096.84 0.0106069 0.00106914 83876.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4389.01 4059.55 0.0105766 0.00105433 84013.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4348.7 4020.96 0.0105998 0.00105459 83811.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4309.11 3982.94 0.0105923 0.00105769 83905 0
: 213 Minimum Test error found - save the configuration
: 213 | 4269.7 3944.89 0.0105956 0.0010598 83894.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4229.35 3910.72 0.0106446 0.00105893 83457.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4191.51 3872.29 0.0106058 0.00105833 83791.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4152.78 3834.53 0.0106089 0.00107641 83923.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4114.38 3799.67 0.010603 0.00105675 83802.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4077.1 3763.78 0.010586 0.00105333 83922.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4039.44 3728.87 0.010581 0.00105231 83957.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4001.71 3695.25 0.010608 0.00106116 83797.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 3966.7 3659.53 0.0106054 0.00105503 83766.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3929.81 3625.08 0.0105935 0.00105509 83871 0
: 223 Minimum Test error found - save the configuration
: 223 | 3893.35 3592.42 0.0105977 0.00105724 83853 0
: 224 Minimum Test error found - save the configuration
: 224 | 3859.52 3556.07 0.0105819 0.00105624 83983.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3821.87 3524.13 0.0105914 0.00105878 83921.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3788.36 3491.37 0.0105864 0.00105508 83933.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3753.56 3459.11 0.01062 0.00105473 83635.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3719.44 3426.48 0.0106243 0.00105466 83597.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3685.7 3393.8 0.0106392 0.0010679 83582.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3651.02 3363.47 0.0106305 0.00106378 83623 0
: 231 Minimum Test error found - save the configuration
: 231 | 3619.18 3331.51 0.0106397 0.00105695 83483.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3585.56 3301.2 0.0105962 0.00105787 83871.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3554.4 3269.58 0.0106178 0.00105693 83674.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3519.96 3239.36 0.0106137 0.00106734 83801.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3489.3 3208.7 0.0106342 0.00105371 83503.3 0
: 236 Minimum Test error found - save the configuration
: 236 | 3457.1 3178.49 0.0105787 0.00105389 83990.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3425.4 3149.17 0.0106229 0.00105548 83617.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3394.11 3121.07 0.0106202 0.00105534 83639.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3364.3 3091.13 0.0106132 0.00106944 83824 0
: 240 Minimum Test error found - save the configuration
: 240 | 3332.93 3063.11 0.0105939 0.00105634 83878.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3303.17 3034.34 0.0106066 0.00105396 83746.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3272.86 3005.93 0.0106003 0.0010565 83824 0
: 243 Minimum Test error found - save the configuration
: 243 | 3243.57 2977.88 0.0106368 0.00105641 83504.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3213.72 2949.89 0.0106698 0.00106084 83255.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3184.35 2923.19 0.0106207 0.00106516 83720.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3156.4 2894.78 0.0106045 0.00105764 83797.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3126.03 2870.15 0.0106879 0.0010849 83307.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3098.95 2842.25 0.0105779 0.00105753 84030.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3070.25 2815.86 0.0106094 0.00105876 83764.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3042.95 2788.88 0.0105977 0.001053 83816 0
: 251 Minimum Test error found - save the configuration
: 251 | 3014.86 2763.25 0.0106083 0.00105813 83767.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 2987.13 2737.91 0.010594 0.00105399 83857.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2960.21 2712.62 0.010585 0.00105624 83956.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2933.46 2687.3 0.0105969 0.00105801 83867.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2907.24 2661.83 0.0106051 0.00105934 83806.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2880.37 2637.57 0.0105929 0.00105553 83880.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2854.75 2613.17 0.0106309 0.00105857 83574.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2828.82 2588.2 0.0105861 0.00105592 83943.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2802.71 2564.59 0.0106208 0.00105779 83655.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2777.7 2540.85 0.0106778 0.00107378 83298 0
: 261 Minimum Test error found - save the configuration
: 261 | 2752.43 2517.6 0.0105817 0.00105517 83975.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2727.32 2494.87 0.010599 0.00105636 83834.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2703.29 2470.66 0.0105967 0.00105957 83882.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2678.32 2448.37 0.0106025 0.00105478 83789.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2653.84 2426.5 0.0105946 0.00105634 83872.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2630.18 2403.18 0.0106304 0.00105559 83552.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2605.77 2381.82 0.010625 0.00105566 83600.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2582.82 2359.38 0.0106132 0.00105723 83717.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2558.8 2337.99 0.0106294 0.00106825 83671.5 0
: 270 Minimum Test error found - save the configuration
: 270 | 2535.68 2316.68 0.0106383 0.00106532 83568.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2512.93 2295.32 0.0106119 0.00105859 83740.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2490.13 2273.78 0.0106279 0.0010883 83861 0
: 273 Minimum Test error found - save the configuration
: 273 | 2467.58 2252.93 0.0106392 0.00105783 83495.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2445.03 2232.13 0.0105731 0.00105387 84040.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2422.49 2211.36 0.0106215 0.00105614 83635.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2400.46 2191.73 0.0106119 0.00106232 83773.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2379.57 2170.46 0.0105936 0.00105684 83886.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2356.53 2151.31 0.0106248 0.00105892 83630.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2335.5 2131.7 0.0106265 0.00106101 83633.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2314.67 2111.23 0.0106787 0.00105406 83120 0
: 281 Minimum Test error found - save the configuration
: 281 | 2292.38 2092.68 0.010627 0.00105516 83578.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2272.04 2073.38 0.0105913 0.00106072 83940.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2251.39 2054.05 0.0106291 0.0010556 83564.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2230.11 2035.79 0.0106097 0.00105675 83744.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2210.56 2016.28 0.0106057 0.00105542 83767.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2189.55 1998.24 0.0106251 0.00107675 83784.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2169.47 1980.02 0.0106275 0.00105892 83606.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2149.35 1962.71 0.0106282 0.00106037 83613.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2129.46 1944.71 0.0106287 0.00105606 83571.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2110.77 1925.56 0.010635 0.00106455 83590.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2090.56 1907.85 0.0106169 0.00105787 83690.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2071.26 1890.47 0.010646 0.00106577 83505 0
: 293 Minimum Test error found - save the configuration
: 293 | 2051.88 1873.45 0.0106049 0.00106681 83873.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2033.26 1856.18 0.0105969 0.0010558 83847.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2014.31 1838.79 0.0105842 0.00105588 83960.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 1995.74 1822.55 0.0106177 0.00105656 83672.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1976.81 1805.99 0.0106575 0.00105675 83327.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1959.39 1788.36 0.0105906 0.00105803 83923.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1940.09 1772.88 0.0106158 0.00105693 83691.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1922.69 1756.04 0.0106023 0.00105945 83832.7 0
: 301 Minimum Test error found - save the configuration
: 301 | 1904.35 1740.53 0.0106149 0.00105451 83678.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1886.79 1724.75 0.0106203 0.00105973 83676.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1868.97 1708.6 0.0105896 0.00105815 83932.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1851.74 1693.11 0.0106274 0.00105761 83596.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1834.28 1677.1 0.0105992 0.00106134 83876.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1816.9 1662.02 0.010639 0.0010561 83482.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1799.64 1647.39 0.0106341 0.00107742 83710.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1783.27 1631.72 0.0106297 0.0010601 83598.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1766.13 1616.57 0.0106284 0.00105698 83582.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1749.24 1601.81 0.0106299 0.00105892 83586.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1732.94 1587.66 0.0106088 0.00105942 83775.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1716.51 1572.49 0.0106342 0.00105503 83514.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1700.65 1558.37 0.0106292 0.0010549 83557.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1684.47 1543.38 0.0106085 0.00105843 83768.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1667.87 1530.05 0.0106706 0.00107644 83383.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1652.21 1516.11 0.0106273 0.00106865 83693.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1636.81 1502.18 0.0106279 0.00105611 83578.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1620.83 1488.37 0.0106259 0.00105979 83628.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1605.71 1474.48 0.0106017 0.00105934 83836.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1590.41 1460.81 0.010627 0.0010557 83583.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1575.01 1447.74 0.0106177 0.00105494 83658 0
: 322 Minimum Test error found - save the configuration
: 322 | 1560.33 1434.08 0.0106163 0.0010551 83671.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1545.33 1420.95 0.0106479 0.00105832 83423.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1530.57 1407.24 0.0106298 0.00105482 83551.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1515.12 1395.46 0.0106171 0.00106038 83710.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1501.84 1382.41 0.0106831 0.00105841 83119.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1486.85 1369.2 0.0106408 0.00105305 83439.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1472.5 1356.85 0.0106558 0.00106859 83444.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1458.76 1343.9 0.010649 0.00106271 83452.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1444.21 1331.89 0.0106427 0.00107251 83592.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1430.63 1319.43 0.0106127 0.00105649 83715.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1417.14 1306.57 0.0106761 0.0010719 83296.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1403.07 1294.53 0.0106291 0.00106369 83634.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1389.5 1282.98 0.01061 0.00105706 83743.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1375.84 1271.58 0.0106175 0.00105434 83654.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1363.41 1259.47 0.0106183 0.00106089 83704.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1350.29 1247.08 0.0106274 0.00105779 83597.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1336.56 1236.04 0.0106286 0.00105671 83577.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1324.15 1224.39 0.0106236 0.00105577 83613.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1310.99 1213.46 0.0106338 0.00106065 83567.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1298.81 1201.95 0.0106327 0.00106779 83639.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1285.6 1190.94 0.0106062 0.00105814 83786.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1273.62 1179.51 0.0106703 0.00105781 83224.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1261.1 1168.71 0.0106032 0.00105511 83786.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1249.14 1157.81 0.0106716 0.00105813 83216.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1237.08 1146.64 0.0106194 0.00105906 83678.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1225.29 1135.85 0.0106056 0.00105541 83768.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1213 1125.21 0.010611 0.00105709 83735 0
: 349 Minimum Test error found - save the configuration
: 349 | 1201.33 1114.64 0.0106316 0.00105947 83576.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1189.77 1104.65 0.0106091 0.0010572 83753 0
: 351 Minimum Test error found - save the configuration
: 351 | 1178.51 1093.53 0.0106359 0.00107136 83642.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1166.5 1083.35 0.0106065 0.00105998 83800.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1155.2 1073.68 0.0106196 0.0010713 83784.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1144.23 1063.15 0.0106533 0.00105726 83367.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1133.08 1052.67 0.0106077 0.0010541 83738.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1121.71 1043.08 0.0106252 0.00105699 83610.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1111.25 1032.59 0.0106097 0.00105667 83743.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1099.85 1023.05 0.0106125 0.00105643 83716 0
: 359 Minimum Test error found - save the configuration
: 359 | 1089.7 1013.07 0.0106294 0.00105921 83593 0
: 360 Minimum Test error found - save the configuration
: 360 | 1078.47 1004.03 0.0106615 0.00106288 83345.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1068.32 994.608 0.0106162 0.00105458 83668.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1058.09 984.848 0.0106818 0.00106274 83168.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1047.92 975.04 0.010639 0.00106033 83518.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1037.18 966.287 0.0106421 0.00106319 83516.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1027.16 957.139 0.010693 0.00106038 83051.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1017.1 948.679 0.010689 0.00108097 83263.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1007.52 938.069 0.0106666 0.0010752 83408.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 997.238 928.915 0.0106594 0.00105801 83320.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 987.128 920.535 0.0106279 0.00106872 83689.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 977.521 912.866 0.0106265 0.00105596 83589.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 969.034 902.821 0.0106424 0.00106535 83533.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 958.729 893.56 0.010633 0.00105691 83541 0
: 373 Minimum Test error found - save the configuration
: 373 | 948.965 885.516 0.010641 0.00105585 83462.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 939.698 877.06 0.0107326 0.0010679 82775.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 930.502 868.932 0.0106208 0.00105888 83664.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 921.655 860.275 0.0106317 0.00105778 83559.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 912.629 851.599 0.0106466 0.00105667 83420.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 903.074 843.676 0.0106248 0.0010559 83604 0
: 379 Minimum Test error found - save the configuration
: 379 | 894.915 835.206 0.0106705 0.00105794 83224.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 885.638 826.658 0.0106414 0.0010554 83455.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 876.602 819.276 0.0106256 0.00105705 83607.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 868.17 811.438 0.010654 0.00105919 83378.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 859.474 803.216 0.0106663 0.00108047 83456.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 850.992 795.454 0.0106609 0.00106103 83334.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 842.521 787.804 0.0106842 0.00106688 83183.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 834.393 779.588 0.0106578 0.00105586 83316.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 825.784 771.916 0.0106293 0.00106233 83620.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 818.012 763.958 0.0106392 0.00105761 83493.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 809.23 756.881 0.0106307 0.00106734 83652.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 801.351 749.401 0.0106046 0.00105734 83793.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 793.483 742.241 0.0106891 0.00105995 83081.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 785.443 734.471 0.0106199 0.00106129 83694.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 777.492 727.18 0.010621 0.00105828 83658.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 769.983 719.666 0.0106182 0.00105786 83679.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 762 713.534 0.0106369 0.00105684 83506.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 754.502 706.168 0.0106187 0.00105723 83669.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 747.356 698.184 0.0106259 0.00105665 83600.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 739.587 691.009 0.0106326 0.00105564 83533.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 731.804 684.226 0.0106347 0.00105959 83550.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 724.376 677.569 0.0106137 0.00105607 83702.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 717.271 670.613 0.0106477 0.0010856 83663.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 710.071 663.847 0.0106623 0.00106068 83319.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 703.061 656.769 0.0106178 0.00107026 83791.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 695.642 649.875 0.0106597 0.00105701 83309.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 688.402 643.664 0.0106248 0.00105721 83615.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 681.578 637.302 0.0106115 0.00105671 83727.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 674.772 630.62 0.0106373 0.00105576 83494.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 668.041 623.739 0.0106294 0.00105487 83555.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.787 617.862 0.0106156 0.00105823 83704.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 654.569 611.132 0.0106374 0.00105484 83484.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 647.369 605.222 0.0106473 0.00105464 83396.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 640.917 599.286 0.010628 0.00105746 83589.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 634.777 592.45 0.0106454 0.00107159 83560.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.975 586.46 0.0106236 0.00106493 83693.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 621.521 580.577 0.0106128 0.00106274 83768.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 615.349 574.415 0.0106239 0.00105524 83606.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 609.021 568.543 0.0106173 0.00105755 83684.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 603.087 562.275 0.010639 0.0010563 83483.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 596.66 556.695 0.0106935 0.0010579 83025.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 590.194 550.877 0.0106085 0.00105833 83767.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 584.348 545.103 0.0106306 0.00105675 83560.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 578.094 539.912 0.0106383 0.00105838 83508.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 572.607 533.805 0.0106605 0.00107531 83462.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 566.506 528.345 0.0106278 0.00105578 83576.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 560.738 522.328 0.010628 0.00105806 83595.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 554.939 516.835 0.0106216 0.00105292 83606.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 549.17 511.696 0.0106398 0.00105916 83501.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 543.543 506.138 0.0106382 0.00106744 83588 0
: 429 Minimum Test error found - save the configuration
: 429 | 537.739 500.583 0.0106677 0.0010569 83240 0
: 430 Minimum Test error found - save the configuration
: 430 | 532.101 495.448 0.0106717 0.00105768 83211.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 526.899 490.327 0.0106318 0.00106791 83648.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 521.461 485.032 0.0106505 0.00106612 83469.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 515.938 479.802 0.0106377 0.00105479 83481.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 510.604 474.287 0.0106183 0.00105349 83639.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 504.904 469.778 0.0106637 0.00105784 83282.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.973 464.849 0.0106495 0.00105797 83407.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 494.754 459.441 0.0105961 0.00105791 83873.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 489.433 454.378 0.0106261 0.00105732 83605.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 484.528 449.942 0.0106433 0.00105484 83433.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 479.36 444.789 0.0106048 0.00105613 83781.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 474.248 440.065 0.010624 0.00105529 83605.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 469.494 435.446 0.0106395 0.00107273 83622.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.607 430.429 0.0106591 0.00106723 83403.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 459.697 426.053 0.0106767 0.00106739 83252.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 454.753 421.056 0.010645 0.00106815 83535 0
: 446 Minimum Test error found - save the configuration
: 446 | 450.051 416.764 0.0106328 0.00106241 83591.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 445.425 412.066 0.0106489 0.00105615 83396.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 440.807 407.925 0.0106351 0.00106256 83572.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 436.236 403.725 0.01063 0.00106278 83618.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 431.398 398.584 0.010667 0.00105674 83244.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 427.108 394.511 0.0106181 0.0010625 83720.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 422.492 389.993 0.0106582 0.00106724 83411.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 418.15 385.631 0.0106317 0.00106052 83584 0
: 454 Minimum Test error found - save the configuration
: 454 | 413.461 381.276 0.0106121 0.00105463 83704.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 409.31 377.21 0.0106354 0.00105426 83497.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 405.017 373.177 0.0106307 0.00105597 83553.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.827 368.554 0.0106384 0.00105537 83481 0
: 458 Minimum Test error found - save the configuration
: 458 | 396.245 364.922 0.0106474 0.00105573 83406 0
: 459 Minimum Test error found - save the configuration
: 459 | 392.29 361.115 0.0106395 0.0010664 83567.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 388.24 356.339 0.0106321 0.00105718 83551.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.923 352.593 0.0106364 0.00105575 83501.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.863 348.743 0.0107417 0.00110071 82979.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.898 345.132 0.0106314 0.00105512 83539.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 372.186 340.906 0.0106697 0.00106697 83309.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 368.058 336.761 0.0106396 0.0010683 83582.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 363.806 333.758 0.0106138 0.00105257 83671.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 360.102 329.776 0.0106133 0.00105643 83709.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.351 325.906 0.0106876 0.00106414 83130.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.473 322.15 0.0106387 0.00105568 83480.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.436 318.601 0.0106344 0.00105374 83501.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.964 314.855 0.0106184 0.00105586 83659.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 341.294 311.977 0.0106433 0.00105624 83446.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.884 308.361 0.0106467 0.00105482 83404.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 334.198 304.638 0.0106207 0.00105585 83639.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.266 301.115 0.010624 0.00105647 83615.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.907 297.162 0.0106477 0.00106219 83459.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 323.291 293.987 0.010634 0.00105853 83546.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.724 290.729 0.0106456 0.00106738 83523.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 316.339 287.208 0.0106004 0.00106695 83915 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.932 284.76 0.0106983 0.00105743 82980.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 310.012 281.262 0.0106265 0.00105338 83567.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.732 277.587 0.0106495 0.00106079 83431.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.989 274.381 0.0112317 0.00167883 83744.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.703 271.454 0.010641 0.00105627 83465.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 296.354 268.211 0.0106899 0.00106421 83110.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 293.307 264.777 0.0106425 0.00105852 83472.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.824 262.154 0.0106234 0.00105583 83616 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.857 258.886 0.0106476 0.00105897 83431.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.895 255.945 0.0106784 0.00105409 83122.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.422 253.417 0.010863 0.00108686 81832 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.778 250.681 0.0106245 0.0010605 83646.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.825 246.988 0.0106633 0.00106027 83307.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.534 244.471 0.0106222 0.00106094 83671 0
: 494 Minimum Test error found - save the configuration
: 494 | 269.06 241.667 0.0106295 0.00105667 83569.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.754 238.868 0.0107128 0.00106192 82894.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.807 236.293 0.0106583 0.00106824 83420 0
: 497 Minimum Test error found - save the configuration
: 497 | 260.009 233.067 0.0106017 0.00105565 83804.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.094 230.681 0.0106119 0.00105549 83713.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 254.512 227.985 0.0106055 0.00105505 83765.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.353 226.244 0.0106391 0.00105899 83506.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.823 222.725 0.0107152 0.00108569 83078.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 246.177 220.162 0.010617 0.00105367 83652.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.537 218.333 0.0106172 0.00105304 83646 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.713 215.222 0.010656 0.00105355 83312.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 238.417 212.086 0.0106264 0.00105303 83565.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.346 210.082 0.0106519 0.00105402 83351.4 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.735 207.806 0.0106578 0.00108891 83604.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.245 205.086 0.0106777 0.00105637 83148.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.774 202.933 0.0106331 0.00105586 83531.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 225.269 200.428 0.0106115 0.00105932 83750.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.52 198.318 0.0106128 0.00106526 83791.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 220.139 195.76 0.010674 0.00105711 83186.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.956 193.458 0.0106225 0.00106263 83683 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.432 191.306 0.0107288 0.00106185 82755.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.906 189.43 0.0106559 0.00105484 83324.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.17 188.294 0.0106139 0.00105755 83713.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.447 184.904 0.0106177 0.00105557 83663.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.974 182.633 0.0106335 0.00105336 83506.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.613 181.218 0.0106143 0.00105546 83692.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.44 178.156 0.0106256 0.00105366 83578 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.276 176.072 0.0106527 0.00105199 83327.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.733 174.064 0.0106161 0.0010588 83705.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.524 172.265 0.0106762 0.00105683 83165.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.726 169.945 0.0106457 0.00105368 83402.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.273 168.512 0.0106102 0.00105347 83710.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.567 167.268 0.0105958 0.00105382 83840.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.295 163.998 0.0105894 0.00105375 83895.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.992 161.68 0.0106121 0.00105552 83711.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.94 160.867 0.0106474 0.00105361 83387.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.785 158.178 0.0105916 0.00105822 83915.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.861 156.132 0.010613 0.00105789 83724.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.653 154.445 0.0106232 0.00106327 83682.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.76 152.855 0.0106089 0.00105521 83737.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.835 152.096 0.0106205 0.00105446 83628.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.977 149.25 0.0106256 0.00105511 83590 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.085 147.766 0.0106224 0.00105268 83596.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.106 146.033 0.0105963 0.00105157 83816.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.137 143.951 0.0107062 0.00106282 82958.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 162.021 141.83 0.010621 0.00105726 83649.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 160.356 140.583 0.0106033 0.00105296 83766.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.351 138.985 0.0106212 0.0010555 83632.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.482 137.185 0.0106032 0.00105835 83814.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.755 135.522 0.010603 0.00106416 83867.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.037 133.606 0.010598 0.00105245 83808.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.072 132.36 0.010639 0.00105103 83438.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.626 130.523 0.0106074 0.0010546 83745 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.009 129.766 0.0106224 0.00105464 83614.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.068 128.246 0.0106261 0.00105763 83607.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.283 126.277 0.0106094 0.00105076 83693.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.612 124.775 0.01068 0.00105639 83128.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.875 123.075 0.0106209 0.00105685 83646.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.264 122.228 0.0106041 0.00105112 83743.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.618 120.291 0.0106268 0.00105586 83586.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.004 118.79 0.0106506 0.00106556 83463.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.446 117.976 0.0106278 0.00106403 83648.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.846 116.374 0.0106061 0.0010612 83814 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.323 114.708 0.0106051 0.00105429 83762.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.645 113.544 0.0106079 0.00105361 83732.2 0
: 559 | 127.985 113.567 0.010563 0.00102103 83839.8 1
: 560 Minimum Test error found - save the configuration
: 560 | 126.741 111.587 0.0107108 0.00105092 82816.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.124 110.205 0.0106469 0.00105355 83391.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.016 108.784 0.010638 0.00106003 83525.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.337 107.556 0.010627 0.0010523 83553.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.622 105.65 0.0106266 0.00105248 83558.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.409 103.914 0.0106162 0.00105276 83651.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.797 103.227 0.0106112 0.0010551 83716.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 116.463 102.301 0.0106124 0.0010523 83680.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.073 100.23 0.0105812 0.0010521 83953 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.893 99.6672 0.0105998 0.00105892 83849.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.537 98.8459 0.0105895 0.0010543 83899.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.11 96.261 0.0106196 0.00105441 83636.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.936 95.5499 0.0106596 0.0010529 83275.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.386 94.5793 0.010605 0.00105403 83760.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.096 93.4737 0.0106543 0.00105195 83312.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.726 92.0323 0.010612 0.00105167 83679 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.564 90.9413 0.0106103 0.0010511 83689.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.307 90.2508 0.0106414 0.00105352 83438.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.05 89.1324 0.0106958 0.00106659 83080.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.722 87.6886 0.0106438 0.00105546 83434.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.5285 86.9489 0.0107893 0.00105771 82206.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.4479 85.7968 0.010589 0.00105131 83878.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.4163 84.7432 0.0105994 0.00105442 83813.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.1672 83.8782 0.0106207 0.00105451 83628.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.0729 82.7715 0.0106243 0.00105193 83573.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.8926 81.976 0.0106226 0.00105339 83601.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.7249 79.9901 0.0106201 0.00105649 83650.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.5594 79.4013 0.0105945 0.00105081 83824.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.549 78.4999 0.0106161 0.0010553 83675.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.4699 77.1081 0.0106961 0.00105217 82953.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.3251 76.3611 0.0106352 0.0010559 83513.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.385 75.3192 0.0105972 0.00105121 83804.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.5752 74.1999 0.0105929 0.00105841 83905.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.8657 73.3487 0.0105886 0.00105388 83903.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.3692 72.6471 0.0106268 0.00105561 83583.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.3078 72.4031 0.0106621 0.00105605 83281 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.5602 70.7608 0.010615 0.00105288 83663.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.4757 69.7445 0.0106184 0.00105237 83629.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.4489 68.9831 0.0106154 0.00105481 83676.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.3339 68.001 0.0106828 0.00105572 83099.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.5693 67.3509 0.0106238 0.00105086 83569.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.5725 66.8133 0.0106356 0.00106533 83591.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.8762 65.2203 0.0106494 0.00105611 83391.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.8909 64.7999 0.0106099 0.00105952 83765.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.0008 64.338 0.010618 0.00105253 83633.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.5124 63.2181 0.010614 0.00105299 83673.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.2249 62.5275 0.0105884 0.00105237 83892.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.4824 61.1721 0.0105893 0.00105204 83881.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.51 60.4386 0.0106278 0.00106208 83632.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.5223 59.9971 0.0106767 0.00105332 83130.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.7789 59.1968 0.0106292 0.00105553 83562.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.0389 58.1807 0.010603 0.00105857 83818.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.2788 57.3402 0.0106398 0.00105233 83442.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.5104 56.873 0.0106297 0.0010498 83507.7 0
: 614 | 66.4431 56.9062 0.0105886 0.00102014 83608.1 1
: 615 Minimum Test error found - save the configuration
: 615 | 65.92 55.2919 0.010638 0.00105128 83448.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.976 54.8192 0.0106983 0.00105473 82957 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.3515 53.8868 0.0105923 0.00105558 83885.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.6041 53.2436 0.010635 0.00105398 83498 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.558 52.7681 0.0107019 0.00106554 83018.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.0512 51.8017 0.0106187 0.00104946 83600.8 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.1011 51.2285 0.0106234 0.00106642 83708.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6758 50.417 0.0106053 0.00105843 83796.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.6598 50.1732 0.0106471 0.00107203 83550.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.0981 48.8099 0.0106137 0.00104895 83640.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.3222 48.415 0.0106033 0.00105398 83775.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.7169 48.2079 0.0105998 0.00105241 83792.7 0
: 627 | 57.2211 48.4752 0.0110311 0.00102131 79921.6 1
: 628 Minimum Test error found - save the configuration
: 628 | 56.4259 46.2446 0.010721 0.00105784 82788.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.6225 46.0041 0.0105875 0.00105212 83897.7 0
: 630 | 55.0038 46.0842 0.010603 0.00102802 83551.4 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.4521 44.7316 0.0106275 0.00105244 83550.7 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.7071 43.8521 0.0107588 0.00109465 82780.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.8902 43.7229 0.0108651 0.00105981 81588.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.3615 42.7484 0.0106413 0.00105818 83480 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.6798 42.557 0.0106099 0.00105808 83753.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.014 41.2961 0.0106675 0.00108512 83486.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.4099 41.1253 0.0106798 0.00105689 83135.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.9514 40.5952 0.0115054 0.00105931 76583.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.2667 40.3862 0.0106806 0.00105625 83122.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.5978 39.1728 0.0106016 0.00105141 83767.7 0
: 641 | 47.9429 39.7947 0.0110605 0.00128935 81873.7 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.4754 38.7381 0.0106148 0.00105337 83669 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.9584 37.6844 0.0107158 0.00105659 82822.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.3354 37.5988 0.0108098 0.00105577 82017.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.703 36.9553 0.0106218 0.00105672 83637.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.0775 36.2456 0.0108755 0.00108534 81714.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.5264 35.9217 0.0106114 0.00105587 83720.9 0
: 648 | 44.2908 36.246 0.0105739 0.00101879 83725.2 1
: 649 Minimum Test error found - save the configuration
: 649 | 43.607 34.7733 0.0112769 0.0010645 78335.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.1654 34.6107 0.0106554 0.00108831 83620.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.5625 33.8138 0.0109353 0.00134591 83425.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.0752 33.3392 0.010982 0.00106391 80660.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.39 32.8046 0.0105763 0.0010531 84005.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.9072 32.2292 0.0112375 0.0010537 78556.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.4571 31.6175 0.010627 0.00107552 83756.5 0
: 656 | 40.0787 31.7907 0.0108747 0.00101933 81173.9 1
: 657 Minimum Test error found - save the configuration
: 657 | 39.6684 31.3524 0.01065 0.00109882 83758.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.9457 30.7508 0.0106034 0.00106235 83848.2 0
: 659 | 38.5883 30.8784 0.0105714 0.00102018 83759 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.1665 30.0044 0.0112401 0.00141063 81387.7 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.7419 29.5961 0.0106336 0.00105427 83512.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.1577 28.7303 0.0105759 0.00105112 83991.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.7049 28.2486 0.0105911 0.00105268 83870.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.3522 27.7799 0.0106342 0.00105922 83551 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.8542 27.5263 0.0113515 0.00105807 77719.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.5667 27.1516 0.0105764 0.00105108 83986.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.0703 26.6639 0.0107414 0.00105719 82608.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.7078 26.539 0.0106544 0.0010583 83367 0
: 669 | 34.466 26.6084 0.0108675 0.00111265 82010.7 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.1379 25.1371 0.0107254 0.0010551 82727.1 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.4841 24.7237 0.0107707 0.00106096 82391.6 0
: 672 | 33.1607 25.5056 0.0107029 0.00101944 82615.3 1
: 673 | 32.4758 24.9 0.0107275 0.00102183 82425.8 2
: 674 Minimum Test error found - save the configuration
: 674 | 32.116 24.2121 0.0106108 0.00105362 83706.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.7109 24.0018 0.0108151 0.00105661 81980 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.3205 23.5229 0.0114291 0.00106674 77202.7 0
: 677 | 31.0777 23.6586 0.0105808 0.00101923 83668.5 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.7734 23.411 0.0105996 0.00104972 83770.5 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.3935 22.9111 0.0105889 0.00105374 83900.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.1757 22.1559 0.0106254 0.00105516 83592.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.6624 21.6553 0.0110088 0.0010625 80431.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.0525 21.1496 0.0107165 0.00105592 82810.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.6981 20.5727 0.0108765 0.00105915 81488.5 0
: 684 | 28.4156 20.8966 0.0106837 0.0011046 83515.5 1
: 685 | 28.0161 21.1729 0.0107332 0.00102673 82419 2
: 686 Minimum Test error found - save the configuration
: 686 | 27.628 20.0145 0.0106591 0.00105675 83313 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.1474 19.9073 0.0105917 0.0010482 83826.6 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.8377 19.637 0.0106054 0.00105286 83747.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.6334 19.1025 0.010668 0.00105715 83239 0
: 690 | 26.1171 19.4616 0.0105948 0.00101753 83531.2 1
: 691 Minimum Test error found - save the configuration
: 691 | 25.8201 18.7221 0.0105904 0.00105253 83876 0
: 692 | 25.5942 18.8281 0.0107657 0.00101946 82082.6 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.2551 18.1053 0.0106874 0.00105537 83056.4 0
: 694 | 24.9765 18.3298 0.0105542 0.00102381 83941.6 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.4175 17.674 0.0108401 0.00112186 82319.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.1021 17.6584 0.0107144 0.00112102 83390.9 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.9808 17.3785 0.0106393 0.00105435 83463.9 0
: 698 | 23.5587 17.3797 0.0105633 0.00101676 83799.6 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.3352 16.8497 0.0111617 0.00105723 79173 0
: 700 | 22.9897 16.8989 0.0106174 0.00101885 83346.2 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.8419 16.5444 0.0107596 0.00106073 82483.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.3437 16.2268 0.0113101 0.00108225 78217.5 0
: 703 | 22.2083 16.9491 0.0107191 0.0010244 82519.1 1
: 704 | 21.9642 16.7987 0.0105851 0.0010217 83652.3 2
: 705 Minimum Test error found - save the configuration
: 705 | 21.5814 15.4279 0.0106621 0.00111122 83762.1 0
: 706 | 21.2217 15.4589 0.0111521 0.00105249 79210.9 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.0385 15.2825 0.0106467 0.0010556 83410.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.6405 15.2256 0.0110599 0.00106846 80068.7 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.2908 14.8201 0.010799 0.00106917 82221.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.0377 14.4431 0.0109051 0.00126917 83022.9 0
: 711 | 19.8161 14.896 0.0111985 0.00110615 79268.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.6109 13.7153 0.0107171 0.0010569 82814 0
: 713 | 19.2548 13.9675 0.0109334 0.0010187 80688.3 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.0195 13.6697 0.0106997 0.00105708 82964.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.8251 13.649 0.011085 0.0010667 79853.7 0
: 716 | 18.5705 13.7048 0.0107876 0.00103468 82027 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.2289 13.1831 0.0106244 0.00105486 83598.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.0549 13.0055 0.0112219 0.00107863 78869.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.7423 12.605 0.010611 0.00105502 83716.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.6314 12.5269 0.0106452 0.00105802 83444.7 0
: 721 | 17.4091 13.0386 0.0105587 0.00101738 83846.1 1
: 722 | 17.2282 12.7466 0.0105857 0.00102 83632.5 2
: 723 Minimum Test error found - save the configuration
: 723 | 16.9913 12.3208 0.0106176 0.00105337 83644.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.7476 12.0208 0.0105937 0.00105241 83845.8 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.5178 11.7823 0.0106364 0.00106737 83602.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.1469 11.4266 0.0106329 0.0010563 83537 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.0337 11.405 0.0106127 0.00105301 83684.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.8037 11.2117 0.0106149 0.00105227 83658.6 0
: 729 | 15.7607 11.3205 0.0105926 0.00101927 83565.3 1
: 730 | 15.3848 11.3291 0.0105999 0.00101858 83496 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.1504 10.6355 0.0106046 0.00105586 83780.4 0
: 732 | 15.0759 11.3263 0.0105522 0.0010175 83904.4 1
: 733 | 14.9258 10.6889 0.0105875 0.00102093 83624.2 2
: 734 | 14.6695 10.8254 0.0106048 0.00102003 83465.8 3
: 735 | 14.6014 11.1456 0.0106712 0.00101952 82887.1 4
: 736 Minimum Test error found - save the configuration
: 736 | 14.5345 10.4823 0.0106004 0.0010554 83813.9 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1413 10.1998 0.0105924 0.00105127 83847.4 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.888 10.1815 0.0106047 0.00105296 83753.9 0
: 739 | 13.8497 10.2474 0.0105546 0.00101815 83888.4 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.6108 9.63221 0.0106068 0.00104957 83705.9 0
: 741 | 13.3685 9.92478 0.0106075 0.0010178 83422.8 1
: 742 Minimum Test error found - save the configuration
: 742 | 13.0814 8.97669 0.0106072 0.00105244 83727.7 0
: 743 | 12.9652 9.48465 0.0105819 0.00101748 83643.7 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.8194 8.85969 0.0106112 0.00105857 83746.1 0
: 745 | 12.6758 9.37901 0.0105756 0.00101927 83713.7 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.3585 8.67288 0.0106025 0.00105025 83749.5 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.297 8.63894 0.0106004 0.00105275 83790.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.1185 8.55847 0.0106192 0.00104963 83598.1 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.8599 8.35827 0.0106067 0.00105707 83773.1 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.8833 8.18607 0.0106074 0.00105373 83737.5 0
: 751 | 11.4985 8.25482 0.0105846 0.0010185 83628.3 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4651 8.12369 0.010609 0.0010526 83713.9 0
: 753 | 11.369 8.19715 0.010575 0.0010206 83731.4 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.3609 7.91922 0.010623 0.00108745 83896.4 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.113 7.82475 0.0105911 0.00105176 83863.4 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.9611 7.56744 0.0106046 0.00104868 83717.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.684 7.21363 0.0106048 0.00105214 83746.2 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.5763 6.93387 0.0106078 0.00105306 83727.7 0
: 759 | 10.4183 7.10585 0.0105853 0.00102355 83666.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.3628 6.73828 0.0106074 0.00105501 83748.4 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2146 6.60621 0.0106416 0.00105201 83423.4 0
: 762 Minimum Test error found - save the configuration
: 762 | 9.93642 6.15947 0.0106085 0.00105548 83743.2 0
: 763 | 9.80733 6.34322 0.0105786 0.00102052 83698.5 1
: 764 | 9.6531 6.307 0.010582 0.00101935 83658.8 2
: 765 Minimum Test error found - save the configuration
: 765 | 9.61211 5.81209 0.0106013 0.00105249 83779.6 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.4346 5.46768 0.0106355 0.00105179 83474.8 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.35827 5.14144 0.0106214 0.00106059 83675.1 0
: 768 | 9.46325 5.953 0.010547 0.0010174 83948.9 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.32712 5.00503 0.0105902 0.00105071 83861.7 0
: 770 | 9.22119 5.79444 0.010557 0.00102309 83911.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.09431 4.95343 0.0106155 0.00105048 83637.8 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.74437 4.9199 0.010603 0.00105859 83819 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.6269 4.46318 0.010607 0.0010509 83716.1 0
: 774 | 8.4392 4.49167 0.0106184 0.001021 83356.1 1
: 775 | 8.37077 4.48411 0.0105621 0.00101947 83833.9 2
: 776 | 8.28424 4.78747 0.0105806 0.00101832 83661.7 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.10371 4.39808 0.0106456 0.00107466 83586.3 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.25832 3.67291 0.0106106 0.00105542 83724.6 0
: 779 | 8.12254 4.30869 0.0105812 0.00101762 83650.4 1
: 780 | 8.32563 3.74791 0.010565 0.00101986 83812.4 2
: 781 | 7.78535 3.92326 0.0105924 0.00102051 83578 3
: 782 Minimum Test error found - save the configuration
: 782 | 7.74557 3.33794 0.0106292 0.00105826 83586.4 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.6212 3.22927 0.0106091 0.00105667 83748.2 0
: 784 | 7.42834 3.34751 0.0105793 0.00101765 83667.8 1
: 785 | 7.3775 3.30766 0.0105513 0.00102112 83943.7 2
: 786 Minimum Test error found - save the configuration
: 786 | 7.25309 3.20635 0.0106231 0.00105329 83596.6 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.42247 3.04344 0.0105916 0.00104849 83829.7 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.0697 2.83541 0.0105964 0.00105077 83808.2 0
: 789 | 7.02247 3.13019 0.0105846 0.001019 83633.2 1
: 790 | 7.00911 2.89361 0.0106086 0.00102693 83492.3 2
: 791 Minimum Test error found - save the configuration
: 791 | 6.8516 2.68477 0.0106097 0.00105294 83710.2 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.75426 2.683 0.0106776 0.00109654 83498 0
: 793 Minimum Test error found - save the configuration
: 793 | 6.68288 2.5043 0.0105879 0.00105085 83883.4 0
: 794 | 6.79667 2.87393 0.0106043 0.00101973 83467.7 1
: 795 | 6.69983 2.90663 0.0105693 0.00102043 83779.3 2
: 796 | 6.36267 2.63882 0.0106026 0.00102145 83497.2 3
: 797 | 6.34107 2.75197 0.0105984 0.00101918 83514.1 4
: 798 | 6.30029 2.72941 0.0105656 0.00102174 83823.4 5
: 799 Minimum Test error found - save the configuration
: 799 | 6.1593 2.44123 0.0106161 0.00105699 83689.6 0
: 800 | 6.13968 2.46874 0.0105858 0.0010236 83662.5 1
: 801 | 6.04291 2.78108 0.01057 0.00101994 83769.3 2
: 802 Minimum Test error found - save the configuration
: 802 | 6.11403 2.40409 0.0106202 0.00105351 83623.1 0
: 803 | 5.98899 2.46593 0.0105716 0.00101988 83754.2 1
: 804 Minimum Test error found - save the configuration
: 804 | 5.87924 2.39085 0.0106382 0.00106164 83536.9 0
: 805 Minimum Test error found - save the configuration
: 805 | 5.83493 2.30311 0.0106491 0.00105374 83373.9 0
: 806 | 5.78205 2.62546 0.0105849 0.0010197 83636.1 1
: 807 | 5.88779 2.36998 0.0105538 0.00101778 83892.8 2
: 808 Minimum Test error found - save the configuration
: 808 | 5.58758 2.04272 0.0112256 0.00130876 80670.6 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.45071 1.93084 0.011074 0.00110372 80238.2 0
: 810 Minimum Test error found - save the configuration
: 810 | 5.34653 1.92222 0.0109074 0.00106471 81278.5 0
: 811 | 5.35231 2.04825 0.0106214 0.00101917 83314.2 1
: 812 | 5.3579 2.13701 0.0106788 0.00102998 82911.7 2
: 813 | 5.34652 1.9755 0.0113838 0.00105892 77482.5 3
: 814 Minimum Test error found - save the configuration
: 814 | 5.30136 1.8002 0.0107169 0.00106937 82922.3 0
: 815 | 5.21654 2.42682 0.010578 0.00101905 83690.9 1
: 816 | 5.15553 1.88439 0.0106566 0.00101828 83001.7 2
: 817 | 5.11967 2.06207 0.0113179 0.0010264 77733.9 3
: 818 | 4.89952 2.00028 0.0107128 0.00103779 82687 4
: 819 | 4.90191 1.88252 0.0108458 0.00102319 81444.5 5
: 820 | 4.85247 1.9106 0.0114217 0.00102116 76919 6
: 821 | 4.9694 2.82212 0.0105826 0.00102291 83684.4 7
: 822 | 4.79518 2.59379 0.0110494 0.00102687 79820.4 8
: 823 | 4.78949 2.10352 0.0109015 0.00101956 80955.5 9
: 824 | 4.80361 2.43039 0.010666 0.00102125 82946.7 10
: 825 | 4.63885 2.02573 0.0109391 0.00113776 81621.7 11
: 826 Minimum Test error found - save the configuration
: 826 | 4.55149 1.78122 0.0108372 0.00106649 81877.3 0
: 827 | 4.4594 1.79936 0.0106443 0.00103491 83252.2 1
: 828 Minimum Test error found - save the configuration
: 828 | 4.36966 1.6677 0.011255 0.00107244 78565.6 0
: 829 | 4.30634 1.80869 0.0109693 0.00102117 80417.1 1
: 830 | 4.19189 2.00794 0.0106211 0.00102055 83328.4 2
: 831 | 4.21495 1.69927 0.0114407 0.00102144 76780.5 3
: 832 | 4.06631 1.8959 0.0107039 0.00102143 82623.2 4
: 833 | 4.24663 1.88368 0.0109541 0.00102233 80549.6 5
: 834 | 4.16949 2.35127 0.0105988 0.00102053 83522.1 6
: 835 | 3.99227 1.96964 0.01077 0.0010228 82075 7
: 836 | 3.99117 2.3037 0.0110847 0.00107284 79905.3 8
: 837 | 3.9543 1.98395 0.0107555 0.00102531 82218.4 9
: 838 | 4.00028 2.50984 0.0107575 0.00103145 82253 10
: 839 | 3.91929 2.24987 0.0108655 0.00102946 81333.6 11
: 840 | 3.92401 2.00005 0.0106638 0.00103691 83100.8 12
: 841 | 3.93672 2.62028 0.0113 0.00124145 79534.4 13
: 842 | 3.94411 2.46089 0.0108125 0.00102357 81725.2 14
: 843 | 3.73569 2.02274 0.010944 0.00102824 80679.7 15
: 844 | 3.51728 2.0395 0.0111985 0.00102212 78613.4 16
: 845 | 3.61433 2.2034 0.0106533 0.00104253 83240 17
: 846 | 3.62504 2.10237 0.0113935 0.00102063 77123.9 18
: 847 | 3.59369 1.82971 0.010877 0.0011048 81865 19
: 848 | 3.477 2.43064 0.0107031 0.00102229 82638 20
: 849 | 3.44361 1.90402 0.0106413 0.00103111 83244.9 21
:
: Elapsed time for training with 1000 events: 9.03 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: 0.0114 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: 0.835 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.25278e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03397e+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: 0.0552 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: 0.0362 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: 0.00148 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: 0.0956 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: 0.898 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: 0.0201 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00284 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: 0.0371 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00451 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: 0.00256 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000622 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: 0.0964 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.89 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.779 0.00329 5.50 1.61 | 3.222 3.222
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.0699 0.0976 1.93 1.10 | 3.346 3.328
: 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.