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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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
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:131
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:3764
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: 0.249 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00294 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: 0.000783 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00393 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: 0.000189 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00032 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 = 31534
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33077.7 31172.3 0.0101713 0.00103118 87526.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32558.5 30553.3 0.0102643 0.00102737 86608.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31787.9 29813.2 0.0104485 0.00104598 85083.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 30987.9 29154.9 0.0105292 0.00103975 84303.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30240 28426.7 0.0104387 0.00103564 85078.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29432.2 27536.2 0.0104509 0.00104933 85092.1 0
: 7 Minimum Test error found - save the configuration
: 7 | 28721.8 26895.6 0.0103719 0.00102349 85576 0
: 8 Minimum Test error found - save the configuration
: 8 | 28256.5 26517.5 0.0103104 0.00101616 86075 0
: 9 Minimum Test error found - save the configuration
: 9 | 27901.9 26197.4 0.0102682 0.00101932 86497 0
: 10 Minimum Test error found - save the configuration
: 10 | 27578.4 25906.4 0.0102247 0.00100893 86807.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27282.2 25625 0.0102532 0.00101755 86621.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 26994.5 25356.6 0.0102749 0.00101323 86377.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26718.4 25097 0.0102664 0.00100983 86425 0
: 14 Minimum Test error found - save the configuration
: 14 | 26449.8 24846.1 0.0103147 0.00101406 86015.8 0
: 15 Minimum Test error found - save the configuration
: 15 | 26191.7 24597.5 0.0102496 0.00100759 86561.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 25937.2 24354.9 0.010265 0.00101093 86448.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25686.5 24120 0.0102394 0.00101154 86693.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25442.1 23889.6 0.0103196 0.00102713 86091.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25201.8 23664 0.0101937 0.000999011 87006.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24966.5 23441 0.0101492 0.000991952 87362.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24733.7 23222.3 0.0101381 0.000992442 87473.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24506.9 23004.1 0.01022 0.000998891 86757.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24281.4 22789.7 0.0102294 0.00102164 86882.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24058.5 22579.4 0.0102881 0.00101356 86257.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23837.4 22374.6 0.0103009 0.00100942 86100.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23625.1 22166.8 0.0102513 0.00102747 86732.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23409.8 21964.2 0.0104431 0.00105744 85236.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23198.8 21764.5 0.0103341 0.00100444 85748.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 22989 21569.2 0.0101853 0.000999601 87091.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22786.5 21371.4 0.0101562 0.000995991 87334.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22579.3 21181.1 0.0105711 0.00115291 84942.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22377.8 20993.3 0.0104556 0.00101749 84762.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22180.7 20804.5 0.0102626 0.00100211 86388.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 21983 20619 0.0101881 0.000999452 87064.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21789.4 20433.9 0.0102034 0.000999812 86923 0
: 36 Minimum Test error found - save the configuration
: 36 | 21597.4 20250.3 0.0101868 0.00099811 87063.2 0
: 37 Minimum Test error found - save the configuration
: 37 | 21404.4 20072.4 0.010238 0.00100424 86638.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21217.3 19894.5 0.0102693 0.00101852 86479.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21032.5 19716.2 0.0102573 0.00100495 86464.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20844.7 19544.8 0.0102333 0.00100414 86682.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20664.5 19371.5 0.0102392 0.00100599 86644 0
: 42 Minimum Test error found - save the configuration
: 42 | 20482.8 19201.7 0.010287 0.00101119 86246.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20305.2 19031.9 0.0103322 0.00100687 85788 0
: 44 Minimum Test error found - save the configuration
: 44 | 20126.9 18865.9 0.0102486 0.00100402 86537.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19951.6 18701.8 0.0102226 0.00100186 86761.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19780.1 18536.7 0.0102542 0.00101213 86561.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19608 18374.2 0.0103052 0.00102044 86163.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19436.7 18215.4 0.0103893 0.00102661 85445.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19269 18057.6 0.0103821 0.00102313 85479.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19101.7 17902.8 0.0103315 0.00101662 85884.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18937.4 17748.9 0.0103263 0.0010119 85888.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18777 17592.9 0.010393 0.00102056 85356.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18611.6 17444.5 0.0103524 0.00101795 85703.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18453.8 17294.4 0.0103855 0.00101298 85356.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18297.9 17142.9 0.010349 0.00101455 85704.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18138.7 16996.8 0.0103452 0.00101654 85756.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17983 16853.2 0.0103958 0.00104006 85508.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17829.3 16711.8 0.010311 0.0010186 86092.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17679.5 16568.4 0.01039 0.0010261 85434.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17528.5 16427.5 0.0103392 0.00101599 85807 0
: 61 Minimum Test error found - save the configuration
: 61 | 17380.4 16286.9 0.0103568 0.00105328 85988.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17231.3 16150.2 0.0103692 0.00102188 85586.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17087.4 16012.2 0.0103582 0.00101605 85633.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16941.9 15877.1 0.0102681 0.00100926 86404 0
: 65 Minimum Test error found - save the configuration
: 65 | 16795.8 15747.9 0.0102306 0.00100899 86753.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16657.7 15614.3 0.0102128 0.00100475 86880.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16515.3 15483.6 0.0103113 0.00102514 86149.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16374.2 15338.5 0.0102544 0.00101073 86545.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16216.8 15182.1 0.010375 0.0010426 85722.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16106.5 15041.6 0.0103132 0.00101763 86062.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15927.8 14924.4 0.0103494 0.00102612 85807 0
: 72 Minimum Test error found - save the configuration
: 72 | 15788.2 14780.1 0.0103826 0.00102815 85520.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15667.1 14615 0.0103901 0.00103365 85502.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15512.5 14525.2 0.0103988 0.00102948 85385.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15369.8 14352.7 0.0104094 0.00103243 85315.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15208.5 14213.9 0.0104169 0.00103475 85268.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15077.5 14081.1 0.0104708 0.00103625 84794.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14935.8 13952.7 0.0104287 0.00103713 85182.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14800.8 13822.1 0.0105395 0.00105771 84372 0
: 80 Minimum Test error found - save the configuration
: 80 | 14666 13694.5 0.0106011 0.00107153 83949.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14529.1 13567.4 0.0107058 0.00108334 83138.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14396.7 13442.4 0.0106633 0.00106553 83352.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14265 13315.4 0.0105442 0.00104656 84231.1 0
: 84 Minimum Test error found - save the configuration
: 84 | 14135.5 13189.4 0.0104913 0.00104012 84645.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14003.6 13067.5 0.0106711 0.00105678 83209 0
: 86 Minimum Test error found - save the configuration
: 86 | 13873.6 12946.2 0.0107294 0.00110003 83079.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13749 12824.4 0.0106101 0.00104394 83628.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13621.8 12707 0.0104438 0.00103867 85059.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13497.2 12589 0.0105188 0.00104096 84407.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13374.4 12472.4 0.0104795 0.00104215 84769.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13252.3 12357.9 0.0105313 0.00103943 84282.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13130.8 12245.9 0.0106544 0.00111574 83869.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13012.4 12133.6 0.0110487 0.00108117 80260.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12896 12020.3 0.0105736 0.00104851 83988.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12776.3 11911.6 0.0104687 0.00103547 84806.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12661.9 11801.6 0.01051 0.00104081 84484.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12545.8 11694.9 0.0109399 0.00117687 81942 0
: 98 Minimum Test error found - save the configuration
: 98 | 12433.6 11586.4 0.0108888 0.00109658 81697.3 0
: 99 Minimum Test error found - save the configuration
: 99 | 12318.4 11483.1 0.0107392 0.00106995 82736.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12208.5 11377.2 0.0108284 0.00109733 82211 0
: 101 Minimum Test error found - save the configuration
: 101 | 12098.6 11271.6 0.0105912 0.0010415 83772.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 11988.3 11167.7 0.0104885 0.00103432 84618.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11878.2 11067 0.010466 0.00103789 84853 0
: 104 Minimum Test error found - save the configuration
: 104 | 11771.8 10965.2 0.0104465 0.00104111 85057.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11664.6 10865 0.0105044 0.00104303 84554.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11560.3 10763.7 0.0104413 0.00103587 85057.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11452.8 10667.5 0.0104807 0.00104223 84759.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11350.4 10569.7 0.0106237 0.00107012 83738.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11246.9 10473.8 0.0105602 0.00105611 84174.2 0
: 110 Minimum Test error found - save the configuration
: 110 | 11145.3 10378.1 0.0105463 0.00104267 84178.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11044.9 10282.2 0.0105381 0.00104812 84299.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 10943.3 10189.2 0.0105389 0.00105349 84340.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10844.7 10096.2 0.0106298 0.00109435 83897.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10746 10004.2 0.0105191 0.00106533 84622.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10649.2 9912.03 0.0105652 0.00104734 84052.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10551.7 9821.93 0.0105661 0.0010589 84147.2 0
: 117 Minimum Test error found - save the configuration
: 117 | 10457.4 9730.51 0.0106005 0.00105147 83778.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10361.1 9641.47 0.0105961 0.00105685 83864.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10266.5 9554.35 0.0105726 0.0010903 84367.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10173.5 9467.28 0.0105634 0.00104663 84062.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10080.9 9381.48 0.0105443 0.0010472 84236.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 9988.78 9296.61 0.0106341 0.0010846 83774.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9900.86 9208.3 0.010657 0.00106016 83360.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9808.73 9123.74 0.0106812 0.001068 83218.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9719.11 9040.36 0.0106421 0.00105893 83479.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9631.57 8956.28 0.0106809 0.00105607 83118.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9542.22 8875.61 0.0106587 0.00105737 83321.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9457.05 8793.04 0.0107323 0.00106674 82768 0
: 129 Minimum Test error found - save the configuration
: 129 | 9369.62 8712.96 0.0105832 0.00105282 83942.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9284.52 8633.36 0.0105193 0.0010431 84422.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9201.43 8552.11 0.0105642 0.00106776 84241.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9116.09 8473.75 0.0105425 0.00105761 84344.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9032.74 8396.46 0.010518 0.00104559 84456.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8951.21 8318.53 0.010555 0.00104646 84135 0
: 135 Minimum Test error found - save the configuration
: 135 | 8868.75 8242.69 0.0105646 0.00106977 84256.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8788.37 8166.46 0.0105686 0.00105227 84066.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8708.07 8091.3 0.0105574 0.00106086 84241.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8628.47 8016.63 0.0105677 0.00105026 84056.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8549.67 7942.71 0.0106368 0.00106486 83577.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8471.9 7869.07 0.0105467 0.00104757 84218.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8393.72 7797.2 0.0105822 0.0010676 84080.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8317.67 7724.95 0.0105732 0.00104861 83993.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8241.02 7654.3 0.0105698 0.00104723 84010.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8166.12 7583.68 0.0105549 0.00105782 84236.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8092.05 7512.73 0.0106487 0.00105336 83374.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8017.16 7443.66 0.0105903 0.00105197 83872 0
: 147 Minimum Test error found - save the configuration
: 147 | 7944.5 7374.2 0.010638 0.00105054 83442.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7870.86 7306.68 0.0106472 0.00108175 83634.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7799.04 7239.4 0.0105417 0.00106814 84445.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7728.38 7171.86 0.0105506 0.00104916 84197.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7657.26 7105.13 0.0105959 0.00106627 83948.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7585.13 7042.22 0.0105454 0.00106691 84401.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7519.14 6974.35 0.010556 0.00105031 84160.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7446.92 6911.91 0.0105748 0.00105077 83998.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7380.6 6847.1 0.0105964 0.00105335 83830.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7312.96 6782.85 0.0106519 0.00105109 83326.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7244.7 6720.73 0.0106525 0.00106236 83418.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7179.5 6657.33 0.010654 0.00106559 83434.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7112.15 6596.59 0.0105756 0.00105083 83991.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7047.62 6535.48 0.0105688 0.00105281 84069.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6983.53 6473.81 0.0105696 0.00104853 84024 0
: 162 Minimum Test error found - save the configuration
: 162 | 6918.44 6414.38 0.0105791 0.00104988 83952.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6855.3 6354.74 0.0105904 0.00105049 83858.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6792.39 6295.6 0.0105772 0.00105067 83975.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6729.72 6237.1 0.0109032 0.00105427 81226.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6666.76 6180.89 0.0105743 0.00104868 83984.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6607.69 6121.64 0.0106271 0.00105488 83575.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6545.51 6065.31 0.0105998 0.00106108 83869 0
: 169 Minimum Test error found - save the configuration
: 169 | 6485.9 6008.35 0.0106325 0.00107186 83676.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6426.06 5951.92 0.0106145 0.00107382 83851.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6366.71 5896.64 0.0106455 0.0010622 83478.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6308.74 5840.71 0.0106454 0.00108284 83659.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6249.14 5787.47 0.0106633 0.00107809 83461.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6192.33 5733.64 0.0108265 0.00105993 81912 0
: 175 Minimum Test error found - save the configuration
: 175 | 6134.81 5680.76 0.0107409 0.00108193 82824.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6078.88 5627.47 0.0107286 0.00106698 82801.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6022.82 5574.89 0.0107082 0.00106461 82956.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5967.09 5522.61 0.0107203 0.00106983 82897.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5911.52 5471.82 0.010809 0.0010535 82004.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5858.36 5419.25 0.0105684 0.00105031 84050.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5802.7 5369.5 0.0105909 0.00105663 83908.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5749.44 5319.85 0.0105611 0.00104887 84101.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5696.88 5269.89 0.0109156 0.00108039 81340.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5644.13 5220.34 0.0106973 0.00107021 83098.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5590.99 5172.92 0.010647 0.00110252 83817.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5541.06 5123.5 0.01075 0.00111329 83015.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5488.2 5076.82 0.0107502 0.00109073 82820.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5439.25 5028.17 0.010673 0.00105598 83186.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5387.72 4981.4 0.0105931 0.00105067 83835.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5338.17 4935.12 0.0105818 0.0010499 83928.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5288.63 4889.47 0.0109214 0.00106279 81147.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5239.91 4843.98 0.0105994 0.00105617 83829 0
: 193 Minimum Test error found - save the configuration
: 193 | 5191.48 4798.8 0.010631 0.0010906 83853.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5144.32 4752.91 0.0106745 0.00106842 83280.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5095.74 4709.22 0.0106771 0.00105414 83134.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5049.38 4664.53 0.0106478 0.00105737 83416.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5002.79 4620.2 0.010597 0.00105233 83816 0
: 198 Minimum Test error found - save the configuration
: 198 | 4955.84 4577.51 0.0105775 0.00104903 83958.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4910.35 4534.39 0.0105689 0.00105329 84072 0
: 200 Minimum Test error found - save the configuration
: 200 | 4865.13 4492.4 0.0107005 0.00105859 82970.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4819.76 4450.55 0.0106025 0.00105236 83768.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4775.63 4409.12 0.0106594 0.0010734 83454.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4730.57 4369.38 0.010588 0.00106405 83999.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4688.68 4327.32 0.0106629 0.00105442 83260 0
: 205 Minimum Test error found - save the configuration
: 205 | 4644.22 4287.24 0.0106146 0.00105679 83701.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4602.28 4246.93 0.0106138 0.00105389 83682.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4558.9 4207.99 0.0106123 0.00105466 83702.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4517.8 4167.62 0.010587 0.00105341 83914.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4475.16 4129.76 0.0106411 0.00106427 83534.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4434.46 4090.87 0.0105914 0.0010522 83864.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4393.03 4053.57 0.0106564 0.00105824 83349.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4353.33 4015.42 0.0105904 0.00105168 83868.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4314.11 3976.49 0.0105767 0.00105666 84033.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4272.49 3941.5 0.0106533 0.00105346 83334.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4234.11 3904.61 0.0107266 0.00106784 82826.5 0
: 216 Minimum Test error found - save the configuration
: 216 | 4195.98 3866.86 0.0107387 0.00106953 82737.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4156.22 3831.4 0.010689 0.00106948 83164.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4118.23 3796.13 0.0106489 0.00107927 83597.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4081.43 3759.54 0.0106148 0.00105778 83708.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4042.55 3725.91 0.0106889 0.00107267 83193.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4006.21 3690.74 0.0106164 0.00106715 83776 0
: 222 Minimum Test error found - save the configuration
: 222 | 3969.64 3656.31 0.0106201 0.0010544 83632.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3933.47 3621.68 0.0106428 0.00106953 83565.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3896.56 3588.7 0.0106665 0.00105545 83237.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3861.9 3554.57 0.0106184 0.00108022 83873.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3826.19 3521.61 0.0105831 0.00105363 83950.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3790.91 3489.05 0.0105748 0.0010497 83988.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3756.38 3456.73 0.0106115 0.00105234 83689.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3722.84 3423.87 0.0106092 0.00106316 83804.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3687.75 3392.56 0.0106681 0.00107147 83362.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3654.55 3361.1 0.0105793 0.00105211 83969.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3621.47 3329.8 0.010617 0.00109117 83982.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3588.91 3297.93 0.0106768 0.00106908 83266.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3555.48 3267.72 0.0106317 0.00106561 83628.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3523.16 3237.99 0.0106445 0.00105317 83408.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3491.32 3207.44 0.0105833 0.00105256 83938.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3459.43 3178.07 0.0105611 0.00105229 84132.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3427.78 3148.72 0.0106117 0.00106211 83773.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3397.18 3118.62 0.0106101 0.00107955 83940.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3366.34 3089.06 0.0107167 0.00107306 82956 0
: 241 Minimum Test error found - save the configuration
: 241 | 3335.1 3060.86 0.0107147 0.00106833 82933.1 0
: 242 Minimum Test error found - save the configuration
: 242 | 3304.76 3032.63 0.0107288 0.00106541 82786.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3275.61 3003.7 0.0105809 0.00106647 84082.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3244.85 2976.74 0.0105859 0.00105664 83951.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3215.45 2949.09 0.0105963 0.00104692 83775.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3186.22 2922.08 0.0107687 0.00106515 82444.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3158.19 2894.42 0.0107059 0.00106834 83008.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3128.78 2867.38 0.0107691 0.00108815 82636.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3101.14 2839.73 0.0107301 0.00106316 82755.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3071.9 2814.2 0.0107299 0.00106295 82756.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3044.09 2788.51 0.0126919 0.00179461 73413.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3016.49 2763.87 0.0163267 0.00178096 54999 0
: 253 Minimum Test error found - save the configuration
: 253 | 2989.55 2738.15 0.0151532 0.00179418 59884.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2962.82 2711.75 0.0164761 0.00174008 54288.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2935.18 2686.75 0.015192 0.00179276 59705 0
: 256 Minimum Test error found - save the configuration
: 256 | 2909.52 2661.42 0.0140291 0.001098 61866.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2882.21 2636.68 0.0130536 0.0015011 69249.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2856.49 2611.94 0.0123566 0.00111802 71183.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2830.12 2588.19 0.0108037 0.00116 82955.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2805 2564.19 0.0108688 0.00109274 81832.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2778.74 2541.94 0.0105951 0.00108068 84083 0
: 262 Minimum Test error found - save the configuration
: 262 | 2754.85 2517.56 0.0108091 0.00105474 82015 0
: 263 Minimum Test error found - save the configuration
: 263 | 2729.09 2494.83 0.0106041 0.00106401 83856.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2704.47 2472.27 0.0108042 0.00113586 82744.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2680.98 2448.1 0.0107133 0.00108118 83055.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2655.8 2425.67 0.0106262 0.00109518 83936.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2631.78 2403.72 0.0105803 0.00108248 84229.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2607.99 2381.46 0.0105872 0.00107483 84101.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2584.4 2359.59 0.0105802 0.00105755 84009.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2561.03 2337.79 0.0106711 0.00106162 83251.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2538.55 2315.18 0.0106462 0.00107793 83609.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2514.62 2294.02 0.0105811 0.00104896 83926.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2491.7 2273.31 0.0105685 0.00104668 84017.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2469.66 2252.43 0.0105843 0.00104731 83883.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2446.6 2231.64 0.0105783 0.00105112 83970.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2423.92 2212.23 0.010639 0.00105042 83432.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2402.33 2192.72 0.0105735 0.00104841 83988.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2381.41 2171.62 0.0106163 0.00105605 83680.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2359.29 2151.3 0.0105939 0.0010481 83806.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2337.66 2131.29 0.0106392 0.00105118 83437.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2316.04 2111.89 0.0106024 0.00104756 83727 0
: 282 Minimum Test error found - save the configuration
: 282 | 2294.63 2094.06 0.0105976 0.00106281 83903 0
: 283 Minimum Test error found - save the configuration
: 283 | 2274.94 2073.23 0.0105935 0.00105259 83849.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2253.32 2054.57 0.0107634 0.00105941 82440.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2232.69 2035.8 0.0106086 0.00106086 83789.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.39 2016.82 0.0106181 0.00106684 83758.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2192.04 1998.02 0.0106258 0.00106998 83718.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2171.55 1979.8 0.0106071 0.00106289 83820.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2151.7 1962.21 0.0118754 0.00105929 73963.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2132.32 1943.6 0.010603 0.00106111 83840.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2111.86 1926.49 0.0106265 0.00105406 83573.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2093.08 1908.59 0.0106119 0.00105099 83674.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2073.3 1891.54 0.0106133 0.00105336 83682.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2054.41 1873.95 0.0106055 0.00104901 83712.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2035.42 1856.69 0.0122215 0.00134668 73564.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2016.67 1839.54 0.0106634 0.00106886 83381 0
: 297 Minimum Test error found - save the configuration
: 297 | 1997.64 1822.79 0.0106287 0.00104879 83508.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1979.11 1806.68 0.0108723 0.00105779 81512.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1960.92 1790.03 0.0106161 0.0010515 83641.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1943.05 1773.06 0.0106186 0.00106826 83766.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1924.5 1757.12 0.0106103 0.00106668 83825.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1906.91 1740.78 0.0105979 0.00105802 83858.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1888.66 1725.12 0.0106507 0.00107799 83571.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1871.3 1709.07 0.0106149 0.00107572 83864.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1853.54 1693.72 0.0106184 0.00105058 83614 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.67 1677.75 0.010581 0.00105513 83981.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1819.28 1662.25 0.0105988 0.0010555 83828.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1802.07 1646.84 0.0106201 0.00105179 83609 0
: 309 Minimum Test error found - save the configuration
: 309 | 1785.2 1631.86 0.0106307 0.00106822 83660.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1768.21 1617.16 0.0106521 0.00106359 83433.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1751.24 1603.46 0.0106214 0.00105109 83591.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1735.15 1589.08 0.0106081 0.00105233 83718.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1719.33 1573.45 0.010604 0.00105468 83775.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1702.61 1558.92 0.0105906 0.00105364 83884.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1686.64 1544.4 0.010597 0.00105225 83816 0
: 316 Minimum Test error found - save the configuration
: 316 | 1670.23 1531.06 0.0105908 0.00105237 83871.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1654.93 1516.27 0.0106995 0.00105368 82937.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1638.65 1502.9 0.0105996 0.00104997 83772.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1623.38 1489.03 0.0106114 0.00105302 83696.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1607.92 1475.48 0.0106029 0.00104924 83737.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1592.47 1462.28 0.0105809 0.00104983 83935.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1578.07 1448.47 0.0106272 0.00107326 83734.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1561.92 1436.37 0.0106229 0.00107518 83789.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1547.63 1422.68 0.0106081 0.00106319 83814.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1533.13 1408.63 0.0106165 0.00109199 83994.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1517.8 1395.96 0.0106024 0.00107343 83954.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.81 1383.02 0.0106071 0.00105163 83721.7 0
: 328 Minimum Test error found - save the configuration
: 328 | 1488.96 1370.44 0.0105984 0.00105091 83791.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1474.93 1357.56 0.0106145 0.00105235 83663.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1460.91 1345.73 0.0106267 0.00104989 83534.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1446.63 1332.88 0.010727 0.00106741 82819.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1432.79 1320.34 0.0105782 0.00105029 83963.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1419.05 1309.05 0.0106387 0.0010541 83467.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1405.62 1295.95 0.0106234 0.00105018 83566.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1391.76 1283.85 0.0105997 0.00104839 83758.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1378.44 1272.05 0.0106194 0.00105147 83612.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1365.02 1260.53 0.0106057 0.00105686 83780 0
: 338 Minimum Test error found - save the configuration
: 338 | 1352.06 1248.88 0.01063 0.00105029 83509.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1339.07 1237.36 0.0106047 0.00105231 83748.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1326.13 1225.49 0.0114875 0.00108241 76885.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1313.26 1214.15 0.0106237 0.00106516 83695.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1300.48 1203.27 0.0109258 0.00105262 81027.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1288.17 1192.08 0.0123151 0.00106708 71123.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1275.81 1180.45 0.0106472 0.00105253 83380 0
: 345 Minimum Test error found - save the configuration
: 345 | 1263.64 1169.06 0.0106572 0.00105316 83298.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1251.06 1158.5 0.0106183 0.00105213 83627.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1238.91 1147.97 0.010679 0.00105815 83152.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1227.02 1137.19 0.0106084 0.00107181 83887.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1215.1 1126.86 0.0106287 0.00106256 83628.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1203.71 1116 0.0105921 0.00104962 83835.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1192.24 1104.75 0.0105998 0.00105696 83832.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1179.95 1095 0.0105799 0.00104901 83937.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1168.57 1084.66 0.010592 0.00105019 83841.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1157.36 1074.65 0.0106469 0.00106706 83509 0
: 355 Minimum Test error found - save the configuration
: 355 | 1146.31 1064.38 0.0106344 0.00105366 83500.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1135.39 1054.08 0.0106011 0.00105349 83790.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1123.97 1044.36 0.01062 0.00105088 83601.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1113.01 1034.32 0.0106202 0.00106152 83693.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.97 1024.75 0.0106071 0.00106921 83876.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1091.86 1014.74 0.0106269 0.00107494 83752.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1080.9 1004.94 0.0106065 0.00106999 83887.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1070.36 995.207 0.0106222 0.00105411 83611.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1059.55 986.331 0.0110254 0.00106952 80354.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1049.52 976.641 0.0106829 0.00105082 83055.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1039.27 967.475 0.0105846 0.00104721 83880.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1029.01 958.346 0.0106154 0.00106072 83728.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1019.87 948.503 0.010574 0.00104729 83974.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1008.9 939.428 0.0105969 0.00105043 83801 0
: 369 Minimum Test error found - save the configuration
: 369 | 999.291 930.617 0.0106397 0.00105616 83476.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 989.161 922.223 0.0105828 0.00105099 83929.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 979.985 912.854 0.0105697 0.00106 84125 0
: 372 Minimum Test error found - save the configuration
: 372 | 970.008 904.076 0.0105858 0.00104962 83891.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 960.731 895.689 0.0106426 0.00107703 83633.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 951.015 886.894 0.0105806 0.00104783 83920.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 941.667 878.751 0.0105801 0.00104602 83909.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 932.45 869.833 0.0109722 0.00112026 81202.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 923.443 861.228 0.0108082 0.00112197 82591.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 914.011 853.62 0.0107722 0.00107 82455.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 905.166 844.849 0.0107245 0.00110565 83170.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 896.229 836.675 0.0107074 0.00108763 83162.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 887.52 828.156 0.0107185 0.00107644 82969.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 878.265 820.43 0.0108921 0.0010821 81549.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 869.765 812.528 0.0108167 0.00107571 82126.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 861.474 804.801 0.0107578 0.00107004 82578.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 852.521 796.353 0.0107834 0.00108312 82471.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 844.035 788.797 0.0107576 0.0010796 82661.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 835.944 781.075 0.0107835 0.00107827 82430.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 827.608 773.164 0.0109069 0.00113266 81847.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 819.188 765.613 0.0107878 0.00107678 82380.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 811.357 758.421 0.0106928 0.00107257 83157.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 802.974 750.501 0.0107076 0.0010492 82829.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 795.047 743.381 0.010735 0.00109129 82955.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 786.772 736.089 0.0108777 0.00107062 81573.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 779.158 728.547 0.0113033 0.00162255 82638.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 771.56 721.202 0.0121807 0.00105831 71927.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 763.501 714.355 0.0105536 0.00104491 84133.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 755.983 707.215 0.010549 0.00104644 84188.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 748.462 699.635 0.0105441 0.00104506 84219.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.214 693.325 0.0106066 0.00104594 83676.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 733.728 685.741 0.010547 0.00104644 84205.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 726.448 678.725 0.0106883 0.00106223 83108 0
: 402 Minimum Test error found - save the configuration
: 402 | 718.665 671.621 0.0109971 0.00106269 80528.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 711.338 664.829 0.0105638 0.00104897 84079.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 704.267 658.521 0.0105823 0.00104316 83864.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 697.162 651.778 0.0133563 0.00171539 68723.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 690.011 645.034 0.013327 0.00169931 68801.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.853 638.632 0.0119429 0.0010606 73513.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 676.506 631.465 0.0105893 0.00104796 83845.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 669.027 625.362 0.0106128 0.00104962 83654.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 662.421 619.17 0.010668 0.00108271 83461.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 655.778 612.608 0.0107003 0.00106023 82986.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.052 606.702 0.0106972 0.0010756 83146 0
: 413 Minimum Test error found - save the configuration
: 413 | 642.356 600.874 0.0106964 0.00107705 83165.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.952 594.314 0.0114326 0.00149364 80491 0
: 415 Minimum Test error found - save the configuration
: 415 | 629.346 587.961 0.0108282 0.00107529 82027.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 622.849 581.678 0.0110596 0.00107432 80118 0
: 417 Minimum Test error found - save the configuration
: 417 | 616.534 575.577 0.0110113 0.00108816 80619.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 610.182 569.507 0.0118056 0.00106805 74505 0
: 419 Minimum Test error found - save the configuration
: 419 | 604.095 563.349 0.0106987 0.00107076 83091.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 597.56 557.734 0.0107748 0.00106156 82361.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.392 551.933 0.010825 0.00105275 81864.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 585.522 546.014 0.0110951 0.00130125 81684.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 579.271 540.238 0.0107247 0.00105342 82719.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 573.69 534.351 0.0106408 0.00105249 83435 0
: 425 Minimum Test error found - save the configuration
: 425 | 567.487 528.833 0.0107671 0.00105042 82332.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.896 523.382 0.0108746 0.00105375 81459.1 0
: 427 Minimum Test error found - save the configuration
: 427 | 556 517.69 0.0106159 0.001046 83595.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.869 512.592 0.0107014 0.00106523 83020.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.498 507.168 0.0107636 0.00108308 82640 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.72 501.838 0.0110207 0.00108945 80553.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 533.602 496.82 0.010823 0.00106549 81988.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 527.775 491.41 0.0108939 0.00107313 81460.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 522.435 485.544 0.0107354 0.00106968 82766.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.891 480.507 0.0107687 0.00107867 82559.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.614 475.107 0.0107498 0.00109994 82902.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.095 470.372 0.010758 0.0011088 82908.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.019 465.282 0.0106566 0.00106337 83392.4 0
: 438 Minimum Test error found - save the configuration
: 438 | 495.45 460.51 0.0106931 0.00106763 83112.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.645 455.637 0.0106842 0.00105777 83104.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.579 451.027 0.0106804 0.00106774 83223.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 480.645 445.641 0.0106685 0.00106004 83260.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.67 440.733 0.0106751 0.00105629 83170 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.243 436.332 0.0106711 0.00106057 83242.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.5 431.695 0.0106963 0.00105548 82980.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.694 426.799 0.0107245 0.00105896 82768 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.065 421.807 0.010661 0.00105847 83311.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.047 417.235 0.0106719 0.00106073 83236.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.459 412.74 0.0106685 0.00105233 83193.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 441.683 408.125 0.0106911 0.00106103 83073 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.849 404.344 0.0106626 0.00105733 83287.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.436 399.419 0.0106627 0.00105748 83287.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.976 394.806 0.0106589 0.00106786 83411.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.075 390.59 0.0106856 0.00105378 83058.3 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.093 386.177 0.0106687 0.00106101 83266.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 414.531 382.4 0.0106533 0.00105902 83383.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.199 377.941 0.0106606 0.00105658 83298.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.748 373.605 0.0106675 0.00106025 83270.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 401.299 369.701 0.0106753 0.00106003 83201.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.287 365.351 0.0106513 0.00105523 83367.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.882 361.238 0.0106808 0.00106463 83192.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.585 357.922 0.0106701 0.00105887 83235.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.966 353.652 0.0106786 0.00106045 83176.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.79 349.36 0.0106752 0.00107246 83309.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.701 345.276 0.0106754 0.00105641 83169.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.644 341.856 0.010721 0.00105779 82787.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.631 338.049 0.0106865 0.00105977 83102.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.64 333.955 0.0106666 0.00105547 83237.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.7 330.603 0.0106715 0.00106271 83257.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.989 326.807 0.010847 0.001065 81782.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.583 322.649 0.0107072 0.00106729 82988.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.091 319.937 0.0108538 0.00107632 81820.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.588 315.801 0.0107782 0.00106209 82337.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.08 311.999 0.0106852 0.00107462 83241.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.105 308.658 0.0105904 0.0010581 83925.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.783 305.104 0.0106385 0.00107058 83612.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.216 301.86 0.0106884 0.00105752 83065.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.557 298.257 0.0105979 0.00105055 83792.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.373 294.846 0.0107482 0.00105178 82504.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.624 292.096 0.0107769 0.00108447 82538.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.985 288.296 0.0107268 0.0010672 82819 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.692 284.871 0.0106847 0.00106089 83127.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.146 281.815 0.0106768 0.00105905 83179.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.052 278.37 0.0106958 0.00105587 82988.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.819 275.424 0.0107344 0.00107238 82798.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.467 272.054 0.0106524 0.00104998 83312.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.182 268.895 0.0105801 0.00104533 83903.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.91 265.72 0.0106777 0.00106182 83195.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.712 262.808 0.010731 0.00106126 82732.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.41 259.962 0.0106831 0.00105589 83098.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.6 257.252 0.010727 0.00106403 82790 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.656 253.739 0.0106552 0.00105596 83339.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.609 250.774 0.0106774 0.00105326 83124.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.19 247.999 0.0106013 0.00104914 83750.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.247 245.225 0.0111608 0.0011223 79693.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.479 241.979 0.0113147 0.00112162 78484.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.416 239.72 0.0106846 0.00106084 83127.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.612 236.782 0.0108648 0.0010654 81637.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.736 233.725 0.0107918 0.00107493 82331.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.836 231.203 0.0107824 0.0010624 82304.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.177 229.239 0.010745 0.00107886 82763.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.765 226.377 0.0111549 0.00126135 80861.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.687 224.757 0.0108572 0.00116964 82580.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.117 220.718 0.0106865 0.00105098 83025.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.371 218.913 0.0105905 0.0010491 83845 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.688 216.068 0.0106239 0.00105157 83574.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.899 213.18 0.0106874 0.00107064 83188.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.185 210.759 0.010953 0.00121306 82135.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.62 208.094 0.0110542 0.00108345 80234.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.957 205.954 0.0108953 0.00107908 81497.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.653 203.767 0.0107996 0.00110184 82493.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.173 201.266 0.010697 0.00106063 83018.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.528 199.733 0.010664 0.0010614 83311.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.044 196.763 0.0106867 0.00106597 83153.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.354 194.543 0.0106493 0.00105307 83366 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.4 192.932 0.0106585 0.00105699 83320 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.869 189.732 0.0106511 0.00105804 83393.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.275 188.395 0.0106476 0.00105902 83432.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.08 185.385 0.0107117 0.00106442 82924.6 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.723 183.041 0.0107251 0.0011206 83294.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.274 180.801 0.010682 0.00106019 83144.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.099 179.593 0.0106644 0.00105801 83277.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.803 177.026 0.0106542 0.0010579 83365.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.742 174.409 0.010692 0.00105511 83014.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.568 172.348 0.0107403 0.00106367 82673.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.234 170.425 0.0106736 0.00106037 83219 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.068 168.289 0.0107189 0.00105629 82793.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.959 166.695 0.0107194 0.00105796 82803.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.728 164.834 0.0106814 0.001058 83130.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.695 162.736 0.0106488 0.00105539 83390.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.855 160.235 0.010654 0.00104961 83295.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.98 158.638 0.0106988 0.00105636 82966.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.776 156.914 0.0106654 0.00106765 83353.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.674 154.704 0.0106421 0.00105758 83467.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.459 152.93 0.010663 0.00105801 83289.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.48 151.459 0.0106797 0.00106219 83181.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.573 149.66 0.0106388 0.00105671 83488.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.457 147.853 0.0106494 0.00105497 83382 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.591 145.648 0.0106872 0.00106526 83143 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.776 144.184 0.0106292 0.00105755 83580.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.846 142.28 0.0106432 0.00105869 83467.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.881 140.744 0.010651 0.00105981 83410.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.221 138.989 0.0106794 0.00105768 83145.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.47 138.368 0.0106438 0.00105066 83392.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.344 135.594 0.0106812 0.00105464 83103.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.554 133.903 0.0106559 0.00105867 83357.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.99 132.221 0.0106679 0.00106947 83346.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.161 131.15 0.0106371 0.00105227 83465.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.614 129.187 0.0106676 0.00106035 83270.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.746 127.618 0.0106467 0.00105836 83434.7 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.767 126.27 0.010666 0.00105384 83228.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.215 124.63 0.0106494 0.00105567 83387.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.574 122.895 0.0106333 0.00105403 83513.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.134 121.358 0.0106695 0.00105888 83241.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.383 120.701 0.0106423 0.00105833 83473 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.036 118.883 0.0106357 0.00105367 83489.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.197 118.089 0.0108371 0.0010556 81786.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.692 116.235 0.0106059 0.00104849 83705 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.011 114.871 0.0105417 0.00104476 84237.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.84 113.483 0.010524 0.00104227 84373.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.889 111.958 0.010532 0.00104194 84298.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.486 110.81 0.0105375 0.00104169 84247.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.847 109.356 0.0105613 0.00104335 84051.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.326 108.035 0.0105323 0.00104314 84306.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 123 106.447 0.010543 0.00104924 84265.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.473 106.115 0.0105327 0.00104967 84361.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.008 104.478 0.0105585 0.00104757 84114.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.624 102.659 0.0105811 0.00105192 83952.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.323 102.106 0.0105558 0.00104278 84095.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.819 100.227 0.0105801 0.00104594 83908.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.401 99.1494 0.0105622 0.00104374 84047.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.075 97.4891 0.010569 0.0010438 83987.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.684 96.9487 0.0105751 0.0010451 83945.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.254 95.9648 0.010559 0.00104491 84085.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.467 95.498 0.0105916 0.00105754 83909.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.366 94.1262 0.0105646 0.00104364 84025.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.128 92.1571 0.010549 0.001044 84166.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.22 90.2303 0.0105513 0.0010459 84162.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.08 89.436 0.010561 0.00104538 84072.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.81 88.8137 0.0106781 0.00104866 83078.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.729 88.2482 0.0105842 0.00105101 83917.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.994 86.5603 0.0106128 0.00106513 83790.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.374 84.7134 0.0105707 0.00104367 83971.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.9691 83.8779 0.010561 0.00104608 84078.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.879 83.2533 0.0105478 0.00104399 84176.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.7013 81.7925 0.0105518 0.0010427 84129.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.7695 81.1889 0.0105348 0.00104246 84278.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.5906 80.3305 0.0105539 0.00104633 84143.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.4814 79.2207 0.0105656 0.00104639 84040.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.3246 77.7276 0.0105605 0.00104491 84073 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.0089 76.728 0.0105463 0.00104374 84187.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1485 76.103 0.0105531 0.00104204 84112.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.1172 74.479 0.0109314 0.00109667 81344.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0131 73.476 0.0107141 0.00106227 82885.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.9257 72.6773 0.0106832 0.00105973 83129.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.1187 72.6117 0.0106485 0.001063 83459.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9835 70.9457 0.010644 0.00105988 83471 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.0721 70.0405 0.0106455 0.0010582 83443.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.0226 69.0442 0.0106345 0.00105825 83540.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.933 69.044 0.0106759 0.00105475 83150.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.1558 67.8733 0.0106461 0.00105795 83436.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.0391 66.2077 0.0108028 0.00107453 82234.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.1497 65.5628 0.0106443 0.00105248 83404.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4734 64.948 0.0106328 0.00105533 83529.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.2206 64.5425 0.0106422 0.00105691 83461.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.5452 62.8801 0.0106881 0.00106326 83117.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.6856 62.0433 0.0106317 0.00105865 83568.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9558 61.7371 0.010671 0.00105433 83188.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.9308 61.3239 0.0106295 0.00105807 83581.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.3676 60.1832 0.0106373 0.00105483 83485.9 0
: 610 | 71.2529 61.4421 0.010832 0.00102962 81612.9 1
: 611 Minimum Test error found - save the configuration
: 611 | 70.6883 58.9118 0.0106546 0.00106136 83391.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5714 57.1484 0.0106619 0.00106064 83322 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.6309 56.5664 0.0106458 0.00105712 83431.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8581 55.9826 0.0106831 0.00105745 83111 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.9919 55.4138 0.0107208 0.00107534 82940.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.1707 54.3687 0.0106766 0.00106139 83201.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.2206 53.6687 0.0106642 0.00105904 83288.4 0
: 618 | 64.6081 53.7241 0.0106238 0.00102295 83326.1 1
: 619 Minimum Test error found - save the configuration
: 619 | 63.9899 52.036 0.0107641 0.00105629 82407.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.1335 51.8663 0.0106231 0.00107268 83765.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.2449 51.161 0.0105822 0.00104761 83905.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.4919 50.8024 0.0106214 0.00104781 83563.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.781 49.3434 0.0105625 0.00104341 84041.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.0424 48.4959 0.0105706 0.00104785 84009.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.2725 48.0887 0.01054 0.00104357 84241.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.649 47.3021 0.0105276 0.00104139 84332.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0766 47.28 0.0105338 0.00104505 84310.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4315 46.3729 0.0106886 0.00107621 83225.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7153 45.6831 0.0107037 0.00104695 82843.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9795 45.1042 0.0105739 0.001047 83973 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.09 45.0802 0.0105582 0.00104364 84081.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.5864 44.2914 0.010565 0.00105211 84096.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.7412 43.2383 0.0105762 0.00104422 83928.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1267 42.1896 0.0105827 0.00104323 83861.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.4331 41.9076 0.0105633 0.00104611 84058.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.982 40.9435 0.0105731 0.00104445 83957.1 0
: 637 | 51.4079 41.4865 0.0105333 0.00101137 84016.8 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.6929 40.3827 0.0105719 0.00104823 84001.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.0432 39.8432 0.0105726 0.00106292 84124.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4088 39.3272 0.010577 0.00104447 83923.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0428 38.6806 0.0105511 0.00104456 84152.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.2566 38.1229 0.0105378 0.00104376 84263.5 0
: 643 | 47.75 38.7212 0.0105539 0.00101601 83875.6 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.1404 37.9745 0.0105577 0.00104693 84115.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5262 37.3483 0.010542 0.00104653 84250.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0543 36.7302 0.0105647 0.00104783 84060.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.3148 35.6715 0.0105599 0.00104787 84103.7 0
: 648 | 44.7813 35.7487 0.0105234 0.00101382 84125.6 1
: 649 Minimum Test error found - save the configuration
: 649 | 44.2406 35.0833 0.0105571 0.00104609 84113 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.7938 33.9567 0.0105583 0.00104562 84097.9 0
: 651 | 43.2432 34.0395 0.0105288 0.00101385 84078.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 42.5397 33.3006 0.0105417 0.00104632 84251.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.1364 32.8423 0.0105503 0.0010448 84162 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.0328 32.4841 0.010548 0.00104676 84199.2 0
: 655 | 41.8052 32.6238 0.0105044 0.00101165 84274.5 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.9578 31.6075 0.0105439 0.0010493 84258.8 0
: 657 | 40.3335 32.0477 0.010511 0.00101429 84239.7 1
: 658 Minimum Test error found - save the configuration
: 658 | 39.759 31.071 0.0105596 0.00104612 84091.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.1892 30.9289 0.0105766 0.00104646 83944.3 0
: 660 | 38.7204 30.999 0.0105964 0.00101371 83483.8 1
: 661 Minimum Test error found - save the configuration
: 661 | 38.4988 29.995 0.0105954 0.00107034 83989 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9988 29.3249 0.0106619 0.00105718 83292.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.3078 29.0473 0.0105504 0.00104583 84169.8 0
: 664 | 36.9355 29.1199 0.0107434 0.00102435 82312.2 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.5059 27.9485 0.0108249 0.00111259 82369.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2987 27.3415 0.0111677 0.00107877 79294.6 0
: 667 | 35.6902 27.5923 0.0106481 0.00101479 83045.6 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.4279 27.2277 0.010778 0.00106954 82402.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7079 27.0925 0.0111273 0.00105474 79423.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.2664 26.585 0.0105855 0.0010472 83872.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.8701 25.8273 0.010582 0.00104913 83920.3 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5787 25.8151 0.0110919 0.00139407 82492.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1832 25.3611 0.0106513 0.00105426 83359.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7212 24.8116 0.0106378 0.00106218 83545.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.1593 24.0357 0.0107577 0.00107248 82600 0
: 676 | 31.7324 24.4959 0.0106255 0.00101618 83252.7 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.353 23.6001 0.0106454 0.0010593 83454.4 0
: 678 | 30.925 23.8505 0.0106727 0.00102263 82901.3 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.7797 23.0592 0.010664 0.001069 83377.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2938 22.7937 0.0112534 0.00106649 78532.2 0
: 681 | 30.0486 23.6864 0.0105937 0.00101501 83518.9 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.6134 22.7292 0.0105683 0.00105326 84077.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.1362 22.1294 0.0107126 0.00111039 83314 0
: 684 | 28.7284 22.137 0.0106159 0.00105212 83648.9 1
: 685 Minimum Test error found - save the configuration
: 685 | 28.3414 22.0578 0.0106445 0.00106314 83495.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1966 21.0064 0.010838 0.00105169 81746.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8376 20.2715 0.0105525 0.00104478 84142.1 0
: 688 | 27.4664 21.0712 0.0106812 0.00101905 82797.1 1
: 689 | 26.9661 21.2726 0.010581 0.00101531 83632.5 2
: 690 Minimum Test error found - save the configuration
: 690 | 26.9928 20.0257 0.0105795 0.00105313 83977.1 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6965 19.9576 0.0106815 0.00105635 83115.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8372 19.7073 0.0106365 0.0010491 83443.2 0
: 693 | 25.5658 20.5949 0.0106165 0.00101733 83340.7 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.3339 18.6969 0.0111402 0.00111898 79830.7 0
: 695 | 25.0727 20.1256 0.0105571 0.00101399 83830.4 1
: 696 | 24.7617 20.0171 0.01057 0.00101454 83722.1 2
: 697 Minimum Test error found - save the configuration
: 697 | 24.2723 18.2558 0.0107329 0.00106507 82748.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.9926 18.2483 0.0105996 0.00105192 83789.9 0
: 699 | 23.7641 19.2514 0.0106283 0.00104276 83458.8 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.4101 17.7482 0.0107377 0.0011311 83275.7 0
: 701 | 22.91 18.2412 0.0106667 0.00106231 83295.4 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.7218 17.576 0.0107759 0.00105244 82275.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4265 17.5428 0.0108153 0.00108213 82193.1 0
: 704 | 22.6645 18.9606 0.0106608 0.00101727 82957.3 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.932 17.3822 0.0106247 0.00106456 83680.8 0
: 706 | 21.91 17.9341 0.0107803 0.00103242 82068.8 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.3594 16.5111 0.0109183 0.00107464 81270.6 0
: 708 | 20.9564 17.308 0.0106453 0.00102367 83146.2 1
: 709 | 20.798 17.2131 0.0106162 0.0010318 83468.7 2
: 710 | 20.6252 17.1176 0.010618 0.00102624 83405.2 3
: 711 Minimum Test error found - save the configuration
: 711 | 20.2329 16.2932 0.0106107 0.00105404 83711.7 0
: 712 | 19.8297 16.4762 0.0106076 0.00103256 83550.3 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.5307 15.8785 0.0105952 0.00105301 83838.1 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.3005 15.2851 0.0106 0.00104868 83758.1 0
: 715 | 19.0567 15.3093 0.01061 0.00103807 83578 1
: 716 | 18.8096 16.2742 0.0106952 0.00103189 82787 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.6419 14.8302 0.0105977 0.00105074 83796.3 0
: 718 | 18.3873 14.9653 0.0107004 0.00108163 83170.3 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.2098 14.362 0.0106579 0.00104976 83262.7 0
: 720 | 18.2103 14.9715 0.0106277 0.00104059 83445.4 1
: 721 | 17.6328 14.6826 0.010561 0.00101371 83793.3 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.2875 13.3853 0.010985 0.00140298 83489.5 0
: 723 | 17.0592 15.0602 0.0109884 0.00105457 80532.9 1
: 724 | 16.9795 13.9232 0.0106039 0.00103327 83588.9 2
: 725 | 16.5662 13.6128 0.0107666 0.00101516 82039.4 3
: 726 | 16.4245 14.9874 0.0105771 0.00101464 83660.3 4
: 727 | 16.3314 13.8534 0.0106708 0.00102986 82979.3 5
: 728 | 16.142 14.5558 0.0107753 0.00120907 83627.3 6
: 729 | 15.8178 14.704 0.0107829 0.00103464 82065.9 7
: 730 | 15.8244 14.4401 0.0105757 0.0010165 83688.7 8
: 731 | 15.5493 14.2635 0.0105686 0.00101849 83768.9 9
: 732 Minimum Test error found - save the configuration
: 732 | 15.2585 12.1557 0.0106571 0.00106209 83376.9 0
: 733 | 14.9765 12.1648 0.0106116 0.00102752 83471.7 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.8429 12.0053 0.0106022 0.00106002 83837.9 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.6467 11.8744 0.0106984 0.001052 82932.4 0
: 736 | 14.4201 13.247 0.0105684 0.00101578 83746.3 1
: 737 | 14.3264 13.3262 0.0106182 0.00102388 83382.9 2
: 738 | 14.1356 13.8044 0.0105933 0.00101433 83516.5 3
: 739 | 14.1851 13.566 0.010671 0.00101706 82868.1 4
: 740 | 13.8661 12.0216 0.0106143 0.00103803 83539.5 5
: 741 | 14.0185 13.302 0.0105622 0.00102826 83910.5 6
: 742 Minimum Test error found - save the configuration
: 742 | 13.8267 11.7195 0.0106858 0.00106323 83137.5 0
: 743 | 13.4701 11.7932 0.0105922 0.00101371 83520.9 1
: 744 | 13.0489 12.6508 0.0106631 0.00101509 82918.7 2
: 745 Minimum Test error found - save the configuration
: 745 | 12.8113 10.6648 0.0106631 0.00106708 83368.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5855 10.1075 0.0106493 0.00106614 83479.7 0
: 747 | 12.4288 10.8725 0.0105749 0.00101399 83674.1 1
: 748 | 12.2189 10.1176 0.0105894 0.00101643 83568.5 2
: 749 | 12.039 11.4178 0.0106272 0.0010166 83241.4 3
: 750 Minimum Test error found - save the configuration
: 750 | 11.9865 9.24162 0.0105973 0.00105389 83827.4 0
: 751 | 11.742 9.82802 0.0106353 0.00101535 83160.7 1
: 752 | 11.681 9.48797 0.0105774 0.00101586 83668.5 2
: 753 | 11.4194 9.63411 0.0106431 0.00105286 83418.1 3
: 754 | 11.2994 9.97039 0.0106296 0.00101521 83208.7 4
: 755 | 11.2506 9.60598 0.0105777 0.00103257 83812 5
: 756 Minimum Test error found - save the configuration
: 756 | 11.131 8.80527 0.0106474 0.00106031 83445.4 0
: 757 | 10.799 9.02252 0.01077 0.00101451 82005.5 1
: 758 | 10.5012 8.89021 0.0106551 0.001019 83020.8 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.6276 8.21376 0.0106715 0.00108268 83430.8 0
: 760 | 10.4066 9.15694 0.01069 0.00105804 83057 1
: 761 | 10.2175 8.82732 0.0106577 0.00108419 83564 2
: 762 | 10.3236 9.70508 0.0106333 0.00104678 83450.6 3
: 763 | 10.4281 8.62746 0.0106878 0.00101652 82719.3 4
: 764 Minimum Test error found - save the configuration
: 764 | 10.2429 7.849 0.010642 0.00105726 83466.2 0
: 765 | 9.74166 8.04738 0.0106976 0.00101976 82663.5 1
: 766 | 9.82819 8.57956 0.0106152 0.00101546 83335.6 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.63473 7.5039 0.0106818 0.00109621 83458.9 0
: 768 | 9.52777 7.87173 0.0116922 0.00113704 75792.4 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.65829 7.3363 0.0108405 0.00106973 81876.7 0
: 770 | 9.25917 8.57512 0.010693 0.00101472 82659 1
: 771 | 9.21737 7.9823 0.0106655 0.0010595 83281.3 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.19652 7.19604 0.0105973 0.00105212 83812.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.90894 7.16099 0.0108821 0.00110385 81814.2 0
: 774 | 8.63713 7.20409 0.0109513 0.00105289 80821.3 1
: 775 | 8.54647 7.54958 0.0108033 0.00104806 82006.9 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.39934 6.37393 0.0107574 0.00109725 82814.6 0
: 777 | 8.25366 6.89731 0.0112034 0.00104349 78740.6 1
: 778 | 8.15709 6.51132 0.0109388 0.00102626 80706 2
: 779 | 8.18132 6.54917 0.0109085 0.00105233 81167.5 3
: 780 | 8.16838 6.95731 0.0107864 0.0010414 82093.1 4
: 781 Minimum Test error found - save the configuration
: 781 | 8.05011 6.01199 0.0107529 0.00107054 82624.9 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.82627 5.801 0.0110884 0.0011591 80569.3 0
: 783 | 7.61478 5.91244 0.0106401 0.00102833 83231.4 1
: 784 | 7.73475 6.34011 0.0105529 0.00101474 83873.9 2
: 785 | 7.55438 7.16359 0.0105378 0.00101428 84002.7 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.46688 5.33767 0.0105689 0.00105286 84068.2 0
: 787 | 7.41499 5.51299 0.0106 0.00105125 83781 1
: 788 | 7.28362 5.84579 0.0106025 0.00101805 83468.4 2
: 789 | 7.28631 6.41254 0.0106838 0.00101703 82757.4 3
: 790 | 7.16198 6.34192 0.0106773 0.00101558 82801 4
: 791 | 7.16752 6.11149 0.010559 0.00101386 83812.4 5
: 792 | 7.01731 6.73096 0.0106009 0.00102242 83520.3 6
: 793 | 6.84789 6.01555 0.0133123 0.00101994 65081.1 7
: 794 Minimum Test error found - save the configuration
: 794 | 6.72619 5.00861 0.0112688 0.00116213 79155.3 0
: 795 | 6.67235 5.39565 0.011131 0.00110136 79763.5 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.60206 4.99655 0.0112377 0.00112084 79076.2 0
: 797 | 6.46399 5.28119 0.0111597 0.00107967 79364.8 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.32046 4.61051 0.0112217 0.00111547 79158.9 0
: 799 | 6.20463 4.93892 0.0112193 0.00108214 78917.5 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.15706 4.53517 0.0111185 0.00110477 79890.2 0
: 801 | 6.11699 4.54606 0.0111173 0.00106809 79608.6 1
: 802 | 6.16629 5.05175 0.0110483 0.00108748 80314.6 2
: 803 | 6.04531 5.3499 0.0110556 0.00106057 80039.5 3
: 804 Minimum Test error found - save the configuration
: 804 | 5.90994 3.69705 0.0111586 0.00110915 79606.6 0
: 805 | 5.85431 4.35208 0.0111503 0.00108589 79487.8 1
: 806 | 5.94121 3.77396 0.0112319 0.00112115 79123.8 2
: 807 | 5.87856 4.14727 0.011146 0.00107576 79441.8 3
: 808 | 5.78109 5.24818 0.0111555 0.00107882 79391 4
: 809 | 5.53921 4.75555 0.0110827 0.00106086 79825.7 5
: 810 | 5.40694 3.83694 0.0111186 0.00107285 79635.9 6
: 811 Minimum Test error found - save the configuration
: 811 | 5.43907 3.31513 0.0112608 0.00113085 78974.1 0
: 812 | 5.38551 4.2316 0.0111695 0.00108014 79291.6 1
: 813 | 5.30897 4.36 0.011151 0.00106597 79325.9 2
: 814 | 5.405 3.97955 0.0110963 0.00107988 79869.1 3
: 815 | 5.23623 4.07996 0.0111742 0.00108574 79298.6 4
: 816 | 5.23914 3.89565 0.0111119 0.00107493 79705.1 5
: 817 | 5.14699 5.2381 0.0111877 0.00108109 79156.3 6
: 818 | 5.32855 4.03201 0.0112522 0.00107613 78615.6 7
: 819 | 5.08473 3.51457 0.0111508 0.00109346 79544 8
: 820 | 5.05487 4.03432 0.011227 0.00108259 78861.4 9
: 821 | 5.07591 4.72357 0.0112057 0.00108501 79046 10
: 822 | 4.75979 3.96695 0.0111653 0.00110589 79527.6 11
: 823 | 4.85123 3.81778 0.0110851 0.00111458 80236.3 12
: 824 | 4.75367 3.83883 0.0111522 0.00107339 79374.5 13
: 825 | 4.70699 4.26323 0.0111774 0.00109485 79344.7 14
: 826 | 4.62569 3.35336 0.0111257 0.00107461 79593.7 15
: 827 Minimum Test error found - save the configuration
: 827 | 4.56307 3.31195 0.0111518 0.00111458 79703.6 0
: 828 | 4.42366 4.32648 0.0110749 0.0010714 79971.8 1
: 829 Minimum Test error found - save the configuration
: 829 | 4.42762 3.22203 0.0111016 0.00112245 80167.5 0
: 830 | 4.44138 3.61791 0.0111133 0.00110624 79943.4 1
: 831 | 4.68798 3.51612 0.0111114 0.0010734 79697.4 2
: 832 | 4.41057 3.44027 0.0111752 0.00109211 79340.4 3
: 833 | 4.37544 4.38396 0.0113677 0.00113624 78190.5 4
: 834 Minimum Test error found - save the configuration
: 834 | 4.38307 2.82268 0.0118856 0.00156569 77520.1 0
: 835 | 4.16769 3.85389 0.0158473 0.00162121 56234.6 1
: 836 | 4.26054 4.15325 0.0116905 0.00104297 75134.6 2
: 837 | 4.11847 3.17721 0.0110784 0.00111545 80297.1 3
: 838 | 3.95093 3.01775 0.0108531 0.00102532 81401.7 4
: 839 Minimum Test error found - save the configuration
: 839 | 3.90984 2.52843 0.0111039 0.00123945 81099.4 0
: 840 | 4.08348 3.33636 0.0109773 0.00109741 80972.2 1
: 841 | 3.96193 3.2211 0.0107467 0.00103607 82384.3 2
: 842 | 3.97674 3.28117 0.0107912 0.00103048 81960.8 3
: 843 | 4.07605 4.12706 0.0107076 0.00104313 82777.2 4
: 844 | 3.9531 3.44414 0.0107502 0.00104584 82437.1 5
: 845 | 3.86162 3.62757 0.0107343 0.00104175 82537.9 6
: 846 | 3.9482 3.6177 0.0106812 0.00102744 82869.6 7
: 847 | 3.66084 3.22432 0.0107093 0.00106268 82930.9 8
: 848 | 3.61597 3.77479 0.0107892 0.00101548 81852.3 9
: 849 | 3.6091 3.27674 0.0105797 0.00101906 83676.7 10
: 850 | 3.56299 3.1254 0.0107585 0.00111049 82918.5 11
: 851 | 3.55949 2.69643 0.0108102 0.00110286 82412 12
: 852 | 3.51579 3.14928 0.0107084 0.00103029 82660.4 13
: 853 | 3.5072 3.1859 0.0109036 0.0010226 80963.4 14
: 854 | 3.35349 3.17298 0.0107106 0.00103077 82646.1 15
: 855 | 3.3643 3.8485 0.0107645 0.00102771 82162.2 16
: 856 | 3.64781 3.45982 0.0107004 0.00104838 82884 17
: 857 | 3.54949 3.4122 0.0108045 0.00104779 81994.5 18
: 858 | 3.48074 3.75124 0.0107361 0.00105797 82660.7 19
: 859 | 3.29071 3.4109 0.0107029 0.00103485 82747.1 20
: 860 | 3.35903 2.67591 0.0108114 0.00103468 81827.4 21
:
: Elapsed time for training with 1000 events: 9.23 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0112 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.837 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.151 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= 3.28732e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06364e+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: 0.0304 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0357 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00133 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: 0.0997 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: 0.887 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: 0.0192 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00239 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: 0.0357 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00417 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: 0.00184 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000306 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: 0.0948 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.892 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.105 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 : -0.745 0.0127 5.34 1.62 | 3.222 3.227
: 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 : -0.0653 0.0855 1.92 1.18 | 3.331 3.330
: 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.