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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h: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:4149
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
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:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
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:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.248 sec
: Elapsed time for training with 1000 events: 0.251 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00332 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: 0.000692 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00432 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000994 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 = 31469.7
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33045.4 31118.9 0.00994037 0.00101018 89583.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32569.8 30588.1 0.0100237 0.000994917 88605.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31919.4 29998.7 0.0101791 0.00102197 87363.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31267 29444.3 0.0101671 0.00100364 87303.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30606 28786 0.0101544 0.00101296 87513.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29822 27915.4 0.0101566 0.00101025 87466.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 29106.3 27265.6 0.0100092 0.000982677 88627.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28647.3 26893.7 0.0099368 0.000979908 89316.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28292.3 26572.7 0.00992599 0.000974988 89375.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27969.2 26276.8 0.00997182 0.000989027 89059.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27667.5 25993.5 0.00990548 0.000975817 89589 0
: 12 Minimum Test error found - save the configuration
: 12 | 27378.3 25721.4 0.00994522 0.000981407 89247.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 27098.8 25459.2 0.00995918 0.000995167 89245.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26830.4 25201.9 0.009919 0.000981287 89508.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26565 24954 0.0100315 0.000978717 88370.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26307.6 24711.9 0.00995514 0.000978936 89124.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 26057.2 24472.9 0.0099117 0.000975027 89518.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25809.2 24239.7 0.00992558 0.000972258 89352.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25565.5 24011.9 0.00993242 0.000977497 89336.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25328.4 23785.6 0.00993165 0.000975577 89324.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 25093.5 23562.8 0.00992783 0.000975177 89359 0
: 22 Minimum Test error found - save the configuration
: 22 | 24863.3 23341.7 0.00992552 0.000979266 89422.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24636.5 23122.5 0.00998338 0.00101936 89245.6 0
: 24 Minimum Test error found - save the configuration
: 24 | 24406.8 22913.8 0.00993455 0.000982047 89360.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 24189.5 22701.4 0.00994067 0.000979558 89274.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23966.8 22497.6 0.00993188 0.000975447 89321.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23752.7 22293.1 0.00994854 0.000978706 89187.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23539.1 22091.6 0.00992383 0.000975217 89399.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23328.3 21892.2 0.00993176 0.000976407 89332 0
: 30 Minimum Test error found - save the configuration
: 30 | 23120.7 21694 0.00992852 0.000980687 89407.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22914.5 21498.3 0.00992869 0.000981797 89416.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22709.8 21306.5 0.00992403 0.000973517 89380.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22508.7 21116.5 0.00994448 0.000984967 89290.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22311.5 20925.8 0.0099736 0.000993767 89088.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 22113.5 20739 0.01009 0.00108555 88844.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21918.2 20555.2 0.00993759 0.000968756 89197.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21724.7 20374.6 0.00993917 0.000970637 89200.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21536.9 20191.9 0.00996274 0.000978746 89047.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21346.4 20014.1 0.00995561 0.000984346 89173.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21158.3 19840.3 0.00994302 0.000982606 89281.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20975.8 19665.2 0.00994859 0.000980296 89203.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20792.5 19492.7 0.0100143 0.000996297 88711.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20609.9 19324.8 0.00997662 0.000981627 88938.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20433.3 19154.6 0.0100193 0.00100066 88705.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20255.3 18987.5 0.0100119 0.000985537 88629.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20081.1 18820.4 0.00999249 0.000981687 88782.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19906 18657.3 0.00994562 0.000981227 89241.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19733.9 18496.3 0.00998514 0.000988727 88924.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19563.6 18336.9 0.00997163 0.000984058 89011.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19396.1 18177.5 0.00999433 0.000985087 88797.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 19228.7 18020.2 0.00997559 0.000982076 88953 0
: 52 Minimum Test error found - save the configuration
: 52 | 19064.5 17861 0.00998018 0.000981847 88905.3 0
: 53 Minimum Test error found - save the configuration
: 53 | 18893.9 17702.5 0.0100085 0.000987037 88677.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18724.5 17541 0.0100447 0.000987288 88325 0
: 55 Minimum Test error found - save the configuration
: 55 | 18588.2 17391.1 0.010095 0.00101127 88069.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18404.2 17246.4 0.0101802 0.00100789 87219.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18242.9 17093.5 0.0100636 0.00100121 88276.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 18082.4 16933.5 0.0100736 0.000994067 88110.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17929.4 16789.9 0.0100714 0.000994317 88133.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17767.4 16634.9 0.0100958 0.000993287 87887.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17614.8 16491.9 0.0101254 0.000999277 87660.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17457.4 16341.3 0.01011 0.000997028 87786.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17300.4 16190.8 0.0101304 0.00100023 87621.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 17148.5 16043.5 0.0101155 0.00100933 87852.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16993.4 15899.9 0.0101776 0.00102222 87380.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16848.1 15752.5 0.0101375 0.00100302 87580 0
: 67 Minimum Test error found - save the configuration
: 67 | 16691.9 15615.1 0.0101437 0.00101476 87633.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16544.3 15474.9 0.0101603 0.00100521 87382.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16398.6 15329.9 0.0101522 0.00100758 87483.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16250.2 15191.9 0.0101721 0.00102327 87443.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 16105.7 15056.5 0.010166 0.00100342 87311.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15961.6 14916 0.0101474 0.00101115 87563.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15815.9 14782.1 0.0101771 0.00101229 87290.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15677 14643.4 0.0101692 0.0010083 87327.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15532.1 14512 0.0102249 0.00102449 86952.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15392.8 14379.1 0.0101749 0.00100851 87275.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15254.4 14248.4 0.0102795 0.00101515 86352.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15118.2 14116.9 0.0101793 0.00100841 87232.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14981.1 13989.1 0.0101708 0.0010077 87307 0
: 80 Minimum Test error found - save the configuration
: 80 | 14845.6 13863.7 0.0101945 0.00101169 87119.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14713.9 13737.8 0.01018 0.00101422 87281.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14582.5 13612.1 0.0101951 0.00101143 87111.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14451.8 13486.6 0.0101965 0.00101036 87087.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14319.8 13366.4 0.0102117 0.00101112 86950.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14193.1 13244.7 0.0102408 0.00102449 86802.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 14064.5 13125.8 0.0102108 0.00100591 86910.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13939.5 13007.1 0.0102344 0.00101975 86818.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13816 12886.6 0.0101758 0.00101098 87290.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13690.3 12771 0.0101698 0.00101213 87358.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13566.5 12657.3 0.0101792 0.00100977 87246.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13447.3 12541.6 0.0101959 0.00101157 87105.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13324.9 12429.3 0.010174 0.00100948 87293.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13206.6 12316.3 0.0101874 0.00100663 87138.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 13089.8 12202.1 0.0101736 0.00100902 87292.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12970.9 12091.8 0.0101843 0.00100468 87149.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12853.3 11984 0.0102216 0.00102803 87017.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12739.1 11875.7 0.0102754 0.00102304 86464.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12624.4 11768.7 0.0101784 0.00100999 87255.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12511.3 11662.9 0.0101783 0.00100862 87244.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12400 11556.4 0.0101955 0.00101241 87116.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12288.6 11450.7 0.0101905 0.00100492 87092.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12178.1 11346.4 0.0102159 0.00100737 86875.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 12067.5 11245 0.0101926 0.00100418 87066.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11959.7 11143.5 0.0101786 0.0010068 87223.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11853.3 11041.5 0.0101998 0.00101293 87080.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11745.3 10942.5 0.0102395 0.00103216 86887.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11640.8 10842.8 0.0101948 0.00101163 87115.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11534.6 10746.5 0.0102068 0.00100945 86981.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11433.2 10647.1 0.0102484 0.00101529 86644.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11329.3 10550.4 0.0102536 0.00100874 86534.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11228 10453.4 0.0101996 0.0010103 87058.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11124.4 10361.2 0.0101839 0.00100906 87195 0
: 113 Minimum Test error found - save the configuration
: 113 | 11027.2 10265.3 0.0101897 0.00101063 87155.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10926.2 10172.8 0.0102261 0.00101792 86878.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10827.5 10081.4 0.0102248 0.00101425 86857 0
: 116 Minimum Test error found - save the configuration
: 116 | 10731.7 9988.12 0.0102406 0.00103374 86891.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10633.2 9898.38 0.0102855 0.00109655 87061.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10537.7 9808.75 0.0102175 0.00100762 86863.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10442.7 9719.79 0.01023 0.00101062 86773.9 0
: 120 Minimum Test error found - save the configuration
: 120 | 10348.7 9631.24 0.0102113 0.00101051 86948.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10255.1 9543.65 0.0102097 0.00101325 86990.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10163.8 9455.02 0.0102099 0.00101502 87005.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10069.9 9370.25 0.0102021 0.00101345 87063.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9978.78 9286.38 0.0102255 0.00101596 86866.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9890.48 9200.6 0.0102305 0.00101215 86783.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9800.66 9115.93 0.0102505 0.00102749 86739.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9710.72 9034.15 0.0101907 0.00100802 87120.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9623.29 8952.11 0.0102337 0.00100945 86727.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9537.78 8868.67 0.0102063 0.0010168 87055.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9448.65 8790.08 0.0101979 0.00101482 87117.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9365.22 8708.91 0.0101886 0.00101086 87167.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9280.72 8627.96 0.010268 0.00102025 86507.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9195.27 8549.64 0.0102097 0.00101043 86963.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 9111.44 8472.89 0.0102042 0.00100649 86978.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 9029.29 8396.01 0.0102069 0.00101434 87027.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8946.92 8320.66 0.0102322 0.0010223 86862.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8866.86 8244.12 0.0102415 0.00100937 86653.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8786.61 8168.21 0.0103128 0.00102783 86160.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8706.55 8092.93 0.0102193 0.00101402 86907.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8627.41 8018.56 0.0102129 0.00101281 86955.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8549.46 7944.26 0.0102434 0.00101383 86677.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8470.51 7872.77 0.0102272 0.00102816 86965.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8394.12 7800.6 0.0102132 0.00101236 86948.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8318.25 7728.64 0.0102184 0.00100838 86862.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8242.68 7657.13 0.0102142 0.00101253 86940.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8166.5 7588.07 0.0102367 0.00103252 86917 0
: 147 Minimum Test error found - save the configuration
: 147 | 8092.36 7519.27 0.0102011 0.00101957 87131.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 8019.42 7449.96 0.0102156 0.00102638 87058.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7946.16 7381.46 0.0102524 0.00101695 86622.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7873.4 7313.79 0.0102297 0.00101269 86795.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7803.56 7244.84 0.0102362 0.00101078 86716.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7729.93 7179.25 0.0101991 0.0010085 87045.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7660.69 7113.02 0.0102295 0.00101208 86792.4 0
: 154 Minimum Test error found - save the configuration
: 154 | 7590.04 7048.45 0.0102447 0.00101395 86667.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7521.6 6983.33 0.0102239 0.00101698 86891.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7452.16 6919.64 0.0102085 0.00101786 87045.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7385.69 6854.78 0.0102873 0.00103438 86459.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7316.59 6792.43 0.0103221 0.00101986 86000.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7250.41 6729.91 0.0102527 0.0010169 86619.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7184.23 6667.71 0.010217 0.00101029 86892.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7118.16 6607.36 0.0102229 0.00102093 86938 0
: 162 Minimum Test error found - save the configuration
: 162 | 7054.17 6545.29 0.0102245 0.00101558 86872.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6988.91 6485.22 0.010224 0.00101684 86888.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6924.56 6426.75 0.0102207 0.00102276 86976 0
: 165 Minimum Test error found - save the configuration
: 165 | 6861.41 6367.46 0.0102418 0.00101751 86727.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6799.93 6307.55 0.0102408 0.00101322 86696.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6736.81 6249.16 0.0102436 0.00102853 86813.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6674.91 6191.79 0.0102436 0.00103572 86881.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6614.55 6133.91 0.0102276 0.00101081 86797.8 0
: 170 Minimum Test error found - save the configuration
: 170 | 6553.76 6076.99 0.0102395 0.00101553 86730.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6492.68 6021.4 0.0102296 0.00102136 86878.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6434.09 5965.45 0.0102248 0.00101674 86880.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6374.57 5910.25 0.0102235 0.00101585 86884 0
: 174 Minimum Test error found - save the configuration
: 174 | 6316.64 5855.55 0.0102488 0.00102068 86691.2 0
: 175 Minimum Test error found - save the configuration
: 175 | 6257.68 5802.23 0.0102733 0.00105454 86779.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6200.81 5748.5 0.0102317 0.00101578 86806.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6143.68 5695.36 0.0102818 0.00102872 86458.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6087.86 5642.04 0.0103409 0.00103071 85926.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6031.88 5588.95 0.010246 0.00102853 86791.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5975.69 5537.75 0.0102342 0.00102205 86841.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5921.2 5486.26 0.0102436 0.00101679 86703.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5866.62 5434.87 0.0102449 0.00101745 86698.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5813.08 5385.04 0.0102338 0.0010116 86746.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5759.48 5334.26 0.0102333 0.00101815 86813.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5705.52 5285.03 0.0102394 0.00101088 86687.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5653.53 5236.46 0.0102343 0.00101289 86754.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5602.39 5185.88 0.0102735 0.00103666 86609.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5549.42 5139.25 0.0102671 0.00102304 86542.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5498.75 5091.05 0.0102473 0.00102481 86744.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5448.31 5043.6 0.0102559 0.001019 86609.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5398.47 4996.02 0.0102366 0.00101283 86732.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5348.68 4949.49 0.0102337 0.00101165 86748.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5299.13 4903.42 0.0102459 0.00101698 86683.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5249.53 4859.14 0.0102647 0.00101884 86524.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5201.65 4813.81 0.0102225 0.00101709 86905.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5154.06 4768.6 0.010235 0.00102192 86832.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5106.59 4723.64 0.0102786 0.00103197 86518.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 5058.9 4680.27 0.0102837 0.00101961 86355.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5014.25 4635.43 0.0103546 0.00103096 85803.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4966.49 4591.58 0.0102652 0.00101432 86478.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4920.22 4549.58 0.010238 0.00101493 86739 0
: 202 Minimum Test error found - save the configuration
: 202 | 4875.14 4508.06 0.0102542 0.00101686 86604.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4830.76 4465.39 0.0102436 0.00101748 86710.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4785.71 4424.07 0.0102511 0.00102372 86698.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4742.55 4381.95 0.0102518 0.00101892 86647.1 0
: 206 Minimum Test error found - save the configuration
: 206 | 4698.33 4341.4 0.0102523 0.00102229 86673.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4654.55 4301.92 0.0102815 0.00104516 86614.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4612.45 4261.41 0.0102732 0.00101526 86412.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4569.81 4221.46 0.0102614 0.00102691 86631.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4527.85 4182.49 0.0102513 0.0010138 86603.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4487.21 4142.16 0.0102341 0.0010183 86807.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4445.23 4103.01 0.0102553 0.00102938 86712 0
: 213 Minimum Test error found - save the configuration
: 213 | 4403.84 4065.56 0.0115293 0.00108113 76568.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4363.31 4028.98 0.0102849 0.00102198 86366.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4323.54 3991.34 0.0102604 0.00101917 86568.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4284.65 3953.51 0.0103036 0.00101754 86151 0
: 217 Minimum Test error found - save the configuration
: 217 | 4244.62 3916.98 0.0102858 0.00103852 86512.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4205.66 3880.75 0.0102473 0.00102239 86722.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4168.13 3843.46 0.0103934 0.00103025 85441.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4129.06 3808.03 0.0102421 0.00102302 86776.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4090.95 3773.93 0.0102345 0.00102104 86829.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4054.06 3738.8 0.0102771 0.00102324 86450.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 4017.99 3702.44 0.0102642 0.00101894 86530.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3979.66 3668.98 0.0102711 0.00101641 86442.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3943.97 3634.23 0.0102623 0.00101698 86530 0
: 226 Minimum Test error found - save the configuration
: 226 | 3908.26 3600.24 0.0102532 0.00101678 86613.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3871.2 3568.23 0.0102724 0.00103733 86625.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3837.99 3533.19 0.0102605 0.00102415 86614.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3801.71 3500.69 0.0103026 0.00105869 86543.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3766.72 3468.54 0.0102473 0.00101998 86699.1 0
: 231 Minimum Test error found - save the configuration
: 231 | 3732.91 3436.61 0.0102566 0.00101935 86605.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3699.27 3404.47 0.0102634 0.00101537 86505.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3665.4 3372.41 0.010287 0.00101772 86306.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3631.53 3341.6 0.0102771 0.00101672 86389.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3599.36 3309.64 0.0102388 0.00101616 86742.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3566.54 3278.25 0.010268 0.00103209 86618.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3533.32 3248.42 0.0102875 0.00105069 86610.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3501.79 3218.89 0.0103132 0.00106404 86494.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3469.91 3188.93 0.010392 0.00103379 85486.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3438.94 3158.41 0.0102721 0.00101656 86434.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3406.34 3130.17 0.0102643 0.00101857 86526.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3376.31 3101.48 0.0102889 0.00103392 86439.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3346.13 3071.8 0.0102625 0.00101751 86533 0
: 244 Minimum Test error found - save the configuration
: 244 | 3315.36 3043.2 0.0102604 0.00102186 86594.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3285.25 3014.8 0.0102632 0.00102352 86582.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3255.4 2986.95 0.010254 0.00101978 86634.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3226.15 2958.93 0.0102719 0.0010217 86484.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3196.39 2932.22 0.010308 0.00103559 86277 0
: 249 Minimum Test error found - save the configuration
: 249 | 3167.81 2904.27 0.0102736 0.00101629 86418 0
: 250 Minimum Test error found - save the configuration
: 250 | 3138.74 2877.67 0.0102724 0.00101569 86424.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3109.88 2851.66 0.0102525 0.00102081 86658.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3082.26 2825.06 0.0102546 0.00101912 86622.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3054.53 2798.34 0.0102654 0.0010253 86579.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3026.74 2772.19 0.0102755 0.00102142 86448.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2998.54 2747.29 0.0102648 0.0010204 86538.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2972.28 2721.2 0.0102983 0.00101814 86205.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2944.87 2696.23 0.0102752 0.00102905 86522.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2918.43 2671.15 0.0103071 0.00103176 86250.3 0
: 259 Minimum Test error found - save the configuration
: 259 | 2891.47 2646.82 0.010361 0.00102862 85723.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2865.9 2622.03 0.0102582 0.00101854 86583.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2839.91 2597.57 0.0102819 0.00102392 86411.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2813.86 2573.61 0.0102645 0.00102263 86562.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2788.4 2550.5 0.0102606 0.00102157 86589.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2763.46 2526.69 0.0102673 0.0010181 86493.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2738.88 2502.74 0.0102695 0.00101553 86449 0
: 266 Minimum Test error found - save the configuration
: 266 | 2713.72 2479.57 0.0102548 0.00101662 86597.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2688.62 2457.21 0.0102856 0.00101621 86305.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2664.43 2435.28 0.0103072 0.00103773 86305 0
: 269 Minimum Test error found - save the configuration
: 269 | 2640.94 2412.92 0.0102811 0.00102264 86407.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2616.97 2389.98 0.0102564 0.00102126 86625.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2593.05 2367.85 0.0102804 0.0010252 86438.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2569.45 2346.27 0.0102645 0.00101696 86509.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2546.02 2325.7 0.0102729 0.00101686 86430.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2523.32 2304.24 0.0102743 0.00101606 86409.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2500.8 2282.11 0.0103053 0.00101543 86115.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2477.79 2261.15 0.0102545 0.00102019 86633 0
: 277 Minimum Test error found - save the configuration
: 277 | 2455.49 2239.75 0.0102711 0.00102541 86526.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2432.66 2219.88 0.0102952 0.00104066 86444.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2410.91 2199.35 0.0103848 0.00110488 86207.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2389.06 2178.9 0.010278 0.0010198 86409.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2367.13 2159.08 0.0102705 0.00101645 86448.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2345.94 2139.25 0.010269 0.00101666 86464.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2324 2120.23 0.010269 0.00101598 86458.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2303.28 2100.41 0.0102634 0.0010176 86526.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2282.47 2081.42 0.0102561 0.00102678 86680.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2262.14 2061.07 0.010269 0.00102164 86510.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2239.91 2042.99 0.0103432 0.00103123 85911.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2220.13 2024.29 0.0103033 0.001037 86334 0
: 289 Minimum Test error found - save the configuration
: 289 | 2199.83 2006.23 0.0102934 0.00101799 86249.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2179.92 1987.33 0.0102778 0.00102599 86469.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2159.87 1968.75 0.0102679 0.001016 86468.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2139.52 1951.2 0.0102676 0.00101551 86466.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2120.53 1932.91 0.0102784 0.00103344 86533.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2100.63 1914.96 0.0102587 0.00102166 86608.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2081.28 1897.4 0.0102654 0.00102006 86530.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2061.48 1880.71 0.0102932 0.0010229 86297.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2043.07 1863.38 0.0102703 0.00101531 86439.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2023.91 1846.13 0.0102961 0.00103774 86408.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 2005.58 1829.05 0.0103139 0.00101844 86063.8 0
: 300 Minimum Test error found - save the configuration
: 300 | 1986.85 1812.96 0.0103541 0.00102964 85796.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1968.14 1796.31 0.0102663 0.00102184 86538.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1949.93 1779.63 0.0102824 0.00102753 86441.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1931.96 1763.42 0.0102825 0.00102051 86374.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1914.14 1747.18 0.0103347 0.00102181 85902.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1895.9 1731.98 0.0102942 0.00101902 86251.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1878.54 1715.9 0.0103055 0.00103531 86298.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1860.95 1700.1 0.010287 0.00101835 86312.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1843.96 1684.18 0.0103028 0.00103627 86332.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1826.47 1669.49 0.0103032 0.00102222 86197.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1808.96 1653.95 0.010307 0.00105105 86430.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1791.93 1638.94 0.0102714 0.00102423 86512.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1775.69 1623.76 0.0102989 0.00103024 86312 0
: 313 Minimum Test error found - save the configuration
: 313 | 1758.44 1608.95 0.0102737 0.00101923 86444.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1742.2 1593.93 0.0102808 0.00101737 86360.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1724.94 1580.06 0.0102679 0.00102196 86524.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1709.81 1565 0.0102744 0.00101946 86440.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1692.92 1551.43 0.0102656 0.00102169 86543.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1677.12 1537.83 0.0104201 0.00104314 85315.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1661.79 1522.35 0.0103102 0.00102315 86141.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1645.15 1508.44 0.0103793 0.00102928 85561.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1629.59 1494.8 0.0102732 0.00102034 86459.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1614.5 1480.78 0.0102786 0.00101622 86370.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1598.88 1467.36 0.0102641 0.0010172 86515.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1583.6 1453.96 0.0102705 0.0010163 86447 0
: 325 Minimum Test error found - save the configuration
: 325 | 1568.8 1440.68 0.0102612 0.00102082 86576.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1553.64 1427.23 0.0103084 0.00102482 86173.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1538.39 1414.69 0.0102757 0.00102167 86449 0
: 328 Minimum Test error found - save the configuration
: 328 | 1524.43 1400.88 0.0103004 0.00104804 86464.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1508.96 1388.6 0.0102745 0.00101789 86424.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1494.86 1375.83 0.0102708 0.00101582 86439.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1480.91 1362.6 0.0102851 0.0010184 86330.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1466.26 1350.25 0.0102676 0.00101973 86506.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1452.32 1337.64 0.0102756 0.00101941 86429.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1437.9 1325.91 0.0102717 0.00102202 86489.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1424.54 1313.7 0.010254 0.00101845 86621.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1411.03 1301.13 0.0102807 0.00101791 86366.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1397.38 1288.79 0.0102748 0.00101941 86435.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1383.72 1277.37 0.0102885 0.00101686 86284.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1370.29 1265.71 0.0102937 0.00103196 86377.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1357.43 1254.09 0.010353 0.00102467 85760.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1344.57 1242.02 0.0102738 0.00101838 86436.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1331.49 1231.02 0.0102665 0.00102426 86559 0
: 343 Minimum Test error found - save the configuration
: 343 | 1318.96 1218.97 0.0102754 0.0010222 86456.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1305.76 1207.4 0.0102757 0.00102034 86436.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1293.16 1196.21 0.0102785 0.00102002 86407.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1280.58 1185.05 0.0102674 0.00101377 86452.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1268.06 1174.17 0.0102918 0.00101943 86278.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1256.22 1162.69 0.0102797 0.00101862 86382.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1243.85 1152.27 0.0103189 0.00103607 86180.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1231.88 1141.33 0.0102775 0.0010236 86450.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1220.14 1130.4 0.0102876 0.00103331 86446.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1208.18 1119.92 0.0102715 0.00102183 86489.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1196.21 1109.91 0.0102959 0.0010313 86350.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1184.65 1099.62 0.0102801 0.00101789 86372.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1173.8 1088.38 0.0102849 0.00102288 86374.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1161.97 1078.24 0.0103025 0.00102298 86211.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1150.43 1068.51 0.0102884 0.00101992 86313.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1139.69 1058.08 0.010268 0.00102305 86533.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1128.45 1048.19 0.0103234 0.00104258 86199 0
: 360 Minimum Test error found - save the configuration
: 360 | 1117.6 1038.35 0.010375 0.00102834 85592.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1106.67 1028.3 0.0102871 0.00102391 86363.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1095.77 1018.67 0.0102717 0.00102055 86475.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1084.96 1009.36 0.0103025 0.00102017 86185.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1074.52 999.613 0.0102702 0.00101797 86465.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1064.04 990.042 0.0103743 0.00102039 85525.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1053.66 981.384 0.0102709 0.00102171 86494 0
: 367 Minimum Test error found - save the configuration
: 367 | 1043.65 971.393 0.0102864 0.00102625 86391.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1033.5 962.395 0.0102897 0.00102584 86357.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1023.77 952.591 0.0103305 0.00104158 86123.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1012.82 943.955 0.0102952 0.00101773 86230.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 1003.48 934.841 0.0103005 0.00102689 86266.1 0
: 372 Minimum Test error found - save the configuration
: 372 | 993.166 925.915 0.0102779 0.0010205 86417 0
: 373 Minimum Test error found - save the configuration
: 373 | 983.942 916.971 0.0102971 0.00101824 86217.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 974.069 907.672 0.0102909 0.00102519 86339.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 964.496 898.831 0.0103167 0.00102514 86099.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 954.801 890.401 0.0104853 0.00103685 84669.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 945.739 881.513 0.0102983 0.00102687 86286.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 936.001 873.748 0.0102883 0.00102077 86323 0
: 379 Minimum Test error found - save the configuration
: 379 | 926.948 865.2 0.0103399 0.00103968 86019 0
: 380 Minimum Test error found - save the configuration
: 380 | 918.034 856.491 0.0104269 0.0011118 85882.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 909.01 849.224 0.0102914 0.00102053 86292 0
: 382 Minimum Test error found - save the configuration
: 382 | 900.187 840.553 0.0102888 0.00102199 86329.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 891.308 831.496 0.0103041 0.00102642 86228.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 882.42 823.738 0.0103064 0.00102439 86188 0
: 385 Minimum Test error found - save the configuration
: 385 | 873.234 816.059 0.010317 0.00102549 86100.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 864.816 808.047 0.0102925 0.00102191 86294 0
: 387 Minimum Test error found - save the configuration
: 387 | 856.274 800.487 0.0102983 0.00101877 86211.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 848.055 792.352 0.0103185 0.00102262 86059.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 839.443 784.219 0.0103182 0.00103739 86199.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 831.083 776.35 0.0102803 0.00102437 86431.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.399 769.269 0.0102979 0.00103505 86366.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 814.561 761.34 0.010346 0.00103286 85899.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 806.36 753.844 0.0103085 0.00102519 86175.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 798.164 746.371 0.0103198 0.00102253 86046.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 790.635 738.375 0.0103134 0.00102035 86086.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 782.407 731.317 0.0102979 0.00102082 86234.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 774.733 724.081 0.010325 0.0010602 86347.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 767.127 716.57 0.0103057 0.00102216 86173.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 758.867 710.925 0.0103513 0.00104605 85972.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 751.745 702.388 0.0102908 0.00102466 86336.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.915 695.313 0.0104348 0.00103219 85083.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 736.465 688.152 0.0103192 0.00102336 86059.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 729.081 681.5 0.0103077 0.00101977 86133 0
: 404 Minimum Test error found - save the configuration
: 404 | 721.508 674.709 0.0103078 0.00102121 86146.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 714.624 667.56 0.0102986 0.00101947 86215.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.847 661.483 0.0102832 0.00102047 86368 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.39 654.914 0.0103226 0.00102864 86077.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 693.1 647.767 0.0102794 0.00102551 86450 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.965 641.6 0.0103186 0.00103975 86217.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 679.451 634.349 0.0103606 0.00106188 86033.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 672.273 628.429 0.0104469 0.00116171 86158.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 665.202 621.749 0.0103596 0.00102479 85700.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.786 615.526 0.0102885 0.00101714 86287.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.801 609.316 0.0103197 0.00104637 86268.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 645.364 602.638 0.0102883 0.00102494 86362.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.637 596.733 0.0103282 0.00102973 86035.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 632.356 590.364 0.0103093 0.00102317 86150.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.789 584.179 0.0103078 0.00102344 86166.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 619.61 577.84 0.0103426 0.00103457 85947.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.701 571.906 0.0103048 0.00102037 86165.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.613 566.596 0.0104329 0.00105526 85309.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.664 560.424 0.0103268 0.00102604 86014.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 594.233 554.752 0.0103425 0.0010329 85933 0
: 424 Minimum Test error found - save the configuration
: 424 | 588.294 548.608 0.0103069 0.00102951 86230.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 582.405 543.111 0.010311 0.00102269 86129.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 576.454 537.281 0.0103208 0.00102913 86098.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.261 531.545 0.0103017 0.00102187 86208.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 564.499 526.154 0.0103351 0.00102316 85911.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.45 520.598 0.0103367 0.00103834 86036.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.709 514.952 0.0102959 0.00102141 86257.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 547.055 510.086 0.0103649 0.00102571 85660.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.677 504.068 0.0103247 0.00103901 86153.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.732 498.412 0.010341 0.00103788 85992.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 530.039 493.556 0.0103243 0.00102618 86038.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.658 488.04 0.010309 0.0010203 86126.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 519.211 482.95 0.0103191 0.00102109 86040 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.646 478.04 0.010322 0.00102221 86023.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.724 472.837 0.0102919 0.0010214 86295.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 503.672 467.126 0.010331 0.00104261 86129.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 497.972 462.397 0.010353 0.00103038 85812.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.941 458.615 0.0104611 0.001037 84888.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.687 453.198 0.01035 0.00102998 85836.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.621 447.525 0.0103316 0.00102413 85952.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.363 443.269 0.0103114 0.00102138 86114.1 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.297 438.55 0.0103264 0.00102555 86014 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.775 433.359 0.0103016 0.00102147 86205.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.776 428.746 0.0103 0.00102405 86244.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.97 423.97 0.0103747 0.00102908 85601.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 453.17 419.695 0.0103673 0.0010445 85810.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.387 414.973 0.0103186 0.00103048 86131.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.586 410.78 0.0103656 0.00102598 85656.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 439.108 405.854 0.0103478 0.00103078 85864.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.722 402.366 0.0103131 0.00102237 86106.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 430.231 397.293 0.0103111 0.00101948 86099.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.442 392.559 0.0103108 0.00102544 86156.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.541 388.57 0.0102989 0.00103096 86318.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.369 384.342 0.0103465 0.00102606 85832.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.119 380.019 0.0103474 0.00102753 85838 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.637 375.733 0.0103397 0.00105473 86160.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.45 371.541 0.010326 0.00101744 85942.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.053 367.478 0.0104236 0.00103727 85230.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 395.027 363.879 0.0103155 0.0010211 86073.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.737 359.783 0.0103111 0.00102256 86127.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.662 355.429 0.0102991 0.00102694 86280.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.439 351.548 0.0102921 0.00102488 86325.3 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.422 347.725 0.0103304 0.00103087 86026.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.432 343.447 0.0103111 0.00102525 86152.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.51 339.666 0.0103146 0.00101774 86050.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.811 336.402 0.0103414 0.00105348 86133.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.801 332.342 0.0102978 0.0010226 86251.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.747 328.507 0.0103066 0.00102462 86188.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.865 325.501 0.0103693 0.00103023 85661.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.396 321.91 0.0103172 0.00102712 86112.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.634 317.956 0.0103155 0.00102558 86115.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.784 313.662 0.0103217 0.00102092 86014 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.051 310.231 0.0103031 0.00101988 86176.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.175 306.93 0.0102951 0.00102329 86283 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.898 303.234 0.0103095 0.00102082 86126 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.194 300.994 0.0103029 0.00102057 86184.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.67 296.79 0.0103324 0.00104369 86126.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.209 293.056 0.0104296 0.00103587 85162.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 318.541 289.813 0.0103122 0.00102813 86169 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.144 286.938 0.0103192 0.00102451 86070.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.983 283.258 0.0103791 0.0010219 85495.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.687 279.847 0.0103084 0.00102 86128.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.044 276.825 0.0103022 0.00101852 86172.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.579 273.478 0.0103168 0.00101884 86040 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.75 270.338 0.0102946 0.00102709 86323 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.144 267.893 0.0103068 0.00102721 86210.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.303 264.242 0.0103578 0.00104952 85944.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.809 261.378 0.0103159 0.00102389 86095.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.689 258.02 0.010306 0.00102037 86154.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.403 255.76 0.0103025 0.00102207 86203 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.595 252.617 0.0103022 0.00102332 86216.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.6 249.231 0.0102946 0.00102145 86270.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.583 246.7 0.0103422 0.00102517 85864 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.715 243.774 0.0103572 0.00103164 85785.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.439 241.983 0.01035 0.00102681 85807.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.518 237.994 0.0103524 0.00102346 85754.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.728 235.367 0.0103601 0.001039 85826.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 258.825 232.786 0.0104488 0.00103266 84960.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.148 229.606 0.0103109 0.00102161 86120.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.284 226.835 0.0103378 0.00102207 85876.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.083 224.888 0.0102949 0.00103856 86427.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.734 222.264 0.0103117 0.00102811 86173.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.029 218.998 0.010313 0.00102703 86151 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.353 216.609 0.0103096 0.0010247 86161.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.522 214.213 0.0103048 0.00101596 86124.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.054 212.274 0.0103546 0.00102134 85714.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.66 209.458 0.0103326 0.00103944 86084.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.659 206.599 0.0105266 0.00102343 84182 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.068 204.634 0.0103089 0.0010242 86163 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.847 202.082 0.0103196 0.00104914 86295.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.351 199.919 0.01032 0.0010358 86167.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.852 197.247 0.0103059 0.00102786 86224.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.326 195.085 0.0103004 0.00102288 86229.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.792 193.104 0.0104066 0.00102213 85247.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.279 191.081 0.0102839 0.00101886 86346.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.266 188.244 0.0102956 0.00101937 86241.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.847 185.846 0.0103414 0.00104173 86024.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.405 184.06 0.0103885 0.0011121 86240.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.116 181.969 0.0103053 0.00102362 86190.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.797 179.58 0.0103124 0.00102698 86156.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.475 177.784 0.0102936 0.00102201 86285 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.238 175.194 0.0103563 0.00102042 85690.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.978 173.537 0.0103306 0.00101994 85923.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.838 171.302 0.0102857 0.00101705 86312.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.637 168.952 0.0102904 0.00102287 86322.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.315 167.572 0.0102974 0.00102693 86295.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.159 165.572 0.0103565 0.0010419 85886.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.131 163.579 0.0103119 0.00102498 86142.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.57 161.749 0.0103097 0.00102007 86117.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.541 160.493 0.0102956 0.00101807 86229.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.891 157.898 0.0103238 0.00102161 86000.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.783 156.054 0.0102957 0.00101615 86210.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.89 153.936 0.0102975 0.00102146 86243.6 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.111 152.498 0.0102922 0.00102648 86340.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.363 150.429 0.0102942 0.00102374 86295.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.317 148.062 0.0103128 0.00102529 86137.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.341 147.143 0.0103419 0.0010373 85978.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.406 145.723 0.0103038 0.00102149 86185.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.716 142.873 0.010417 0.00103064 85230.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.522 141.821 0.0103323 0.00102011 85908.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.436 140.213 0.0103069 0.00103928 86321.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.757 138.297 0.0103097 0.00103415 86248.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.703 136.645 0.0102902 0.00103012 86392.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.076 135.577 0.0102961 0.00102353 86275.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.079 133.571 0.0103449 0.00102612 85848 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.355 132.733 0.0102867 0.00101909 86322.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.451 130.231 0.0103283 0.00104148 86143.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.827 128.682 0.0103199 0.00102108 86032.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.327 127.354 0.0102754 0.00102022 86437.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.366 125.686 0.0102932 0.00102713 86336.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.671 124.349 0.0103088 0.00102606 86181.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.121 122.81 0.0103074 0.00102086 86146 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.29 121.938 0.0103054 0.00102273 86182.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.793 119.81 0.0103096 0.00101827 86101.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.296 119.087 0.0103082 0.00101759 86108.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.739 116.619 0.0102783 0.0010187 86397 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.857 115.87 0.0103401 0.00104356 86053.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.248 113.865 0.0102857 0.00102274 86365.9 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.026 112.794 0.0104085 0.00103508 85347.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.408 111.31 0.0103113 0.00102223 86122.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.02 110.308 0.0102953 0.00102347 86282.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.323 108.863 0.010293 0.00101877 86260.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.905 107.484 0.0103177 0.00102373 86077.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.398 106.573 0.0102919 0.00101852 86268 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.328 105.311 0.0103104 0.00103669 86265.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.736 104.987 0.0103072 0.00102359 86173.8 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.172 103.402 0.010355 0.00104513 85930.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.802 101.607 0.0103188 0.00102545 86083.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.278 99.7879 0.0102917 0.00102281 86310.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.067 98.4954 0.0103051 0.00101622 86124.5 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.613 97.8491 0.0103546 0.00106749 86140.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.25 96.1608 0.0103172 0.00102199 86065.8 0
: 576 | 108.988 96.2811 0.0102919 0.000987837 85983.8 1
: 577 Minimum Test error found - save the configuration
: 577 | 107.836 94.6113 0.010282 0.00102365 86408.9 0
: 578 | 106.597 94.9684 0.0102508 0.000987586 86362.9 1
: 579 Minimum Test error found - save the configuration
: 579 | 105.475 91.4403 0.0103079 0.00103106 86236.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.754 90.6697 0.0103367 0.00104133 86064 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.591 89.5646 0.0102876 0.00102046 86326.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.276 88.4556 0.0104251 0.00102825 85134.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.282 88.1336 0.0102846 0.00102017 86351.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.4344 86.7497 0.0103035 0.00101911 86165.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.0573 85.0533 0.0103214 0.00103547 86152.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.5303 84.0637 0.0103506 0.00104142 85936.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.4202 83.2061 0.0102925 0.00102362 86310.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.369 82.2114 0.0103215 0.00103454 86142.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.2112 81.1889 0.0103238 0.00102962 86075.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.1611 79.5287 0.0103415 0.00103664 85976.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.927 78.4808 0.0102901 0.00101785 86279.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.0402 78.1003 0.0102993 0.00101859 86200.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.9044 77.4803 0.0102991 0.00102205 86234.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7606 75.9912 0.010293 0.00102465 86314.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.5861 75.6909 0.0103232 0.00103209 86103.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.5709 74.4356 0.010302 0.00102361 86221.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.6289 73.4558 0.0103282 0.00102302 85973.7 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.7145 72.1602 0.0103215 0.00101542 85965.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.7574 71.0978 0.0102885 0.00102003 86314.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.591 70.9806 0.0103339 0.00104912 86162.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.7147 69.2516 0.0103021 0.00101902 86178.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.8166 68.6998 0.0103994 0.00103555 85435.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.7155 67.6018 0.0103018 0.00102518 86238 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.8434 67.0787 0.0103437 0.00103197 85913.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.9823 66.6463 0.0103745 0.00102509 85566.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.2792 64.8592 0.0103068 0.00101935 86138.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.418 63.7488 0.0103111 0.00102263 86128.7 0
: 608 | 74.3967 63.9805 0.0102725 0.000987166 86157.2 1
: 609 | 73.451 64.6552 0.0102604 0.000984736 86246.8 2
: 610 Minimum Test error found - save the configuration
: 610 | 72.4967 62.2924 0.0104999 0.00105982 84744.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.7114 61.0532 0.0102977 0.00102296 86255.6 0
: 612 | 70.7875 61.3418 0.0102922 0.000987746 85980.7 1
: 613 Minimum Test error found - save the configuration
: 613 | 69.8868 60.1136 0.0103044 0.00102456 86208.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.0495 58.3054 0.010296 0.00101757 86221.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.3521 57.1647 0.0102926 0.00101976 86273.2 0
: 616 | 67.5505 57.3554 0.0103029 0.000985257 85858.4 1
: 617 | 66.5886 57.3187 0.0102831 0.000989797 86083.6 2
: 618 Minimum Test error found - save the configuration
: 618 | 65.8336 55.7512 0.0102737 0.00102794 86526.2 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.0194 55.7075 0.010294 0.00102487 86308 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.2963 54.5596 0.010311 0.00103474 86242 0
: 621 | 63.5653 54.7282 0.0102847 0.000986327 86037 1
: 622 Minimum Test error found - save the configuration
: 622 | 62.6709 53.387 0.0104174 0.0010371 85285.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.9449 52.0429 0.0103408 0.00102443 85870.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.2595 51.0517 0.0102971 0.00101969 86230.5 0
: 625 | 60.5707 51.0751 0.0102738 0.000989178 86164.2 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.8459 49.9101 0.0103008 0.00102147 86213.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0464 49.3898 0.010351 0.0010591 86096.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.2758 48.6051 0.0103132 0.00102699 86149 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.5925 48.4056 0.0103292 0.00103224 86049.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.0255 47.2747 0.01032 0.00102038 86025 0
: 631 | 56.3983 47.6289 0.0102799 0.000985627 86074.5 1
: 632 Minimum Test error found - save the configuration
: 632 | 55.6893 46.6689 0.0103059 0.00101898 86142.9 0
: 633 | 55 47.0046 0.0102733 0.000985186 86131.9 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.639 45.9684 0.0103107 0.00102731 86175.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.6192 44.457 0.0103186 0.0010252 86082.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1758 44.2749 0.0102957 0.00102333 86277.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.5937 42.857 0.010303 0.00102412 86217.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.794 42.8301 0.0102976 0.00101468 86179.4 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.0903 42.5006 0.0103262 0.00102621 86021.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.8835 42.4866 0.0102846 0.00102033 86353.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.2417 41.5204 0.0103608 0.00103622 85794.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.3797 40.0044 0.0103936 0.00103066 85443 0
: 643 | 48.6413 40.0385 0.0102692 0.000985468 86171.9 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.071 39.7573 0.010306 0.00102169 86167 0
: 645 | 47.7768 39.9037 0.0102787 0.000988126 86109.1 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.9449 38.2189 0.0103026 0.00101894 86173.1 0
: 647 | 46.4158 38.6323 0.0102529 0.000979726 86270.6 1
: 648 | 45.776 38.6249 0.0102713 0.000984998 86148.3 2
: 649 Minimum Test error found - save the configuration
: 649 | 45.5087 36.7624 0.0103005 0.0010194 86196.3 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.9143 36.4604 0.0102753 0.00102226 86458.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.1825 36.3623 0.0103775 0.00107842 86030.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8354 35.9777 0.0103115 0.00102522 86148.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.2263 35.0182 0.0103319 0.00102644 85971.4 0
: 654 | 42.6806 35.2313 0.0102959 0.000989206 85959.7 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.0427 33.7853 0.0102988 0.00101983 86216.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4297 33.5323 0.010326 0.00102158 85980.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1019 32.8557 0.0103046 0.00101915 86156.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.4827 32.2572 0.0102847 0.00101909 86340.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.0163 32.1998 0.0103001 0.00102517 86254 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.5817 31.103 0.0102764 0.00102151 86440.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.1904 30.7839 0.0103551 0.0010441 85919.7 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.7833 30.7028 0.0104045 0.00111972 86162.8 0
: 663 | 38.1734 30.7615 0.0102998 0.000986487 85898.7 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.9721 29.4695 0.0103537 0.00102449 85752.1 0
: 665 | 37.2268 29.991 0.0102852 0.000987117 86039.3 1
: 666 | 36.9071 30.5424 0.010302 0.000986337 85877.3 2
: 667 Minimum Test error found - save the configuration
: 667 | 36.5015 28.9699 0.0102912 0.00103204 86400.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.1433 28.4475 0.010314 0.00102524 86125.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.6864 27.4275 0.0103255 0.00102273 85996 0
: 670 | 35.2276 27.8686 0.0102771 0.000989727 86138.2 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.7602 26.8467 0.0103508 0.00104767 85992.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2759 25.9134 0.0103676 0.00108645 86195.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.853 25.778 0.0104749 0.00103972 84789.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3352 25.7566 0.0103068 0.00102089 86152.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9708 24.5439 0.0103102 0.00102866 86192.3 0
: 676 | 32.5208 25.6548 0.0102519 0.000987738 86353.9 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.2513 24.0586 0.0103097 0.00102586 86171.1 0
: 678 | 31.9094 24.4664 0.0102778 0.000990027 86134.6 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.2367 23.0719 0.0103154 0.00102089 86072 0
: 680 | 30.9329 23.7631 0.0102829 0.000987158 86060.7 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.6043 22.4275 0.0103584 0.0010406 85857.1 0
: 682 | 30.2309 23.2324 0.0102592 0.000988576 86293.7 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.8925 21.7754 0.0103826 0.00103397 85573.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.4364 21.5323 0.0103307 0.00103175 86031.1 0
: 685 | 29.1707 21.6851 0.0102737 0.000990107 86173.4 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.7825 20.998 0.010309 0.0010248 86167.9 0
: 687 | 28.3628 21.3428 0.010261 0.000990317 86293.4 1
: 688 | 28.0278 21.0159 0.010272 0.000986987 86160.7 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.6469 20.5508 0.0102981 0.00102062 86230 0
: 690 | 27.3801 21.1067 0.0103146 0.000986046 85758.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.1383 19.585 0.0103448 0.00103882 85965.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.9283 19.425 0.0104018 0.00103525 85410 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.2416 19.1471 0.0103689 0.00102457 85613.6 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.8385 18.9264 0.0103308 0.00102217 85941.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.5245 18.8271 0.0103082 0.00102032 86133.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.3117 17.8648 0.0103 0.00101699 86179.3 0
: 697 | 24.8674 18.2855 0.0102978 0.000985947 85912.1 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.4943 17.2295 0.0102969 0.00102382 86271.5 0
: 699 | 24.077 17.4578 0.0102609 0.000987987 86272.6 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.8457 16.8698 0.0103117 0.00102701 86163 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5774 16.4743 0.0103656 0.00104259 85809.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.204 16.325 0.0102979 0.00102357 86259.5 0
: 703 | 22.9905 16.3411 0.0103896 0.000986708 85080.4 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.7586 16.1172 0.010333 0.00102249 85924.5 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.5703 15.6329 0.0102988 0.00101708 86190.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.0484 15.1827 0.0103351 0.00101971 85879.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.8876 15.1538 0.0103118 0.00102133 86109.6 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4699 14.4222 0.0102939 0.00102553 86314.8 0
: 709 | 21.0989 14.5653 0.0102835 0.000986367 86048.4 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.9421 14.0038 0.0103123 0.00102739 86161.2 0
: 711 | 20.4865 14.3066 0.0102793 0.000988937 86110.6 1
: 712 | 20.2352 14.1269 0.0102659 0.000981387 86165 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.9754 13.1699 0.0103196 0.00102475 86069.5 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7394 13.0204 0.0103169 0.00101751 86027.3 0
: 715 | 19.4924 13.4435 0.0103302 0.000984317 85599.5 1
: 716 | 19.3902 13.184 0.010273 0.000987447 86155.3 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.9255 12.2803 0.010294 0.00102528 86311.8 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.6634 12.1171 0.0102948 0.00102977 86346.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.4577 11.8715 0.0103269 0.00102053 85962.5 0
: 720 | 18.1843 12.0674 0.0102941 0.000987408 85959.9 1
: 721 Minimum Test error found - save the configuration
: 721 | 18.132 11.813 0.0103145 0.00103508 86212 0
: 722 | 18.0079 12.3094 0.0102817 0.000988456 86084.1 1
: 723 | 17.7688 12.2353 0.010362 0.000987238 85335.5 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.3866 10.9338 0.0103066 0.00102913 86230.3 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0605 10.8356 0.0102903 0.00102254 86320.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.748 10.7423 0.0103379 0.00102371 85890.2 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6449 10.0515 0.0103033 0.00102155 86190.3 0
: 728 | 16.4233 10.5714 0.0102946 0.000996776 86041.8 1
: 729 | 16.1769 10.4335 0.0102725 0.000985487 86142.2 2
: 730 | 15.9434 10.1182 0.0102553 0.000986788 86313.5 3
: 731 Minimum Test error found - save the configuration
: 731 | 15.6841 9.62935 0.0103108 0.00105491 86431.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.3646 9.52784 0.0103128 0.00103051 86185.8 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.5037 9.40152 0.0102969 0.00102277 86261.1 0
: 734 | 15.1645 9.65124 0.0102683 0.000987688 86200.8 1
: 735 | 14.8533 9.45593 0.0102796 0.000988737 86106 2
: 736 | 14.7366 10.0299 0.010259 0.000986817 86279.8 3
: 737 Minimum Test error found - save the configuration
: 737 | 14.5506 8.41861 0.0103102 0.00102098 86121.6 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.2129 8.35627 0.010299 0.00101756 86193.4 0
: 739 | 14.2472 8.74859 0.0102712 0.000986647 86164.6 1
: 740 | 13.9688 8.62743 0.0102808 0.000987227 86081.4 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.7892 8.26067 0.0103063 0.00102655 86209 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.6144 8.09769 0.0103501 0.0010395 85923.7 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.3724 7.73767 0.0104078 0.00103666 85368.5 0
: 744 | 13.2131 7.92054 0.0102714 0.000980247 86103.6 1
: 745 Minimum Test error found - save the configuration
: 745 | 13.0025 7.10236 0.010334 0.0010393 86070.4 0
: 746 | 12.8642 7.31178 0.0102563 0.000986436 86301.6 1
: 747 | 12.5634 7.14864 0.0102549 0.000985887 86309.1 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.4765 6.92866 0.0103197 0.00102318 86053.4 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.3121 6.71902 0.0102988 0.00102648 86277.9 0
: 750 | 11.9697 6.74481 0.0102528 0.000985776 86327.6 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.8474 6.5725 0.0103202 0.00103301 86140.1 0
: 752 | 11.8537 8.00383 0.0102722 0.000987687 86165.3 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.8315 6.32432 0.010319 0.00101993 86029.8 0
: 754 | 11.3951 6.32502 0.010257 0.000986178 86292.2 1
: 755 | 11.3643 6.73027 0.0102705 0.000987218 86176.3 2
: 756 | 11.1731 6.74705 0.0102429 0.000985317 86415.9 3
: 757 Minimum Test error found - save the configuration
: 757 | 11.0804 5.78309 0.0103383 0.00102854 85931.5 0
: 758 | 10.8572 6.3812 0.0102897 0.000992138 86043.7 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.7624 5.5744 0.0103175 0.00102716 86110.9 0
: 760 | 10.8988 6.04943 0.010266 0.000986107 86207.6 1
: 761 | 10.947 5.86667 0.010302 0.000986028 85873.7 2
: 762 | 10.3833 6.25175 0.0102909 0.000988688 86000.7 3
: 763 | 10.3982 5.70357 0.010357 0.000988237 85390.4 4
: 764 Minimum Test error found - save the configuration
: 764 | 10.0581 5.48321 0.0103138 0.00103542 86221.5 0
: 765 | 9.86125 5.49977 0.0102593 0.000986218 86271.6 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.70049 4.87448 0.0102873 0.00102434 86365.2 0
: 767 | 9.71382 5.42479 0.0102731 0.000991917 86196.1 1
: 768 | 9.49895 5.14483 0.0102904 0.000988087 86000.2 2
: 769 | 9.34283 5.61172 0.0102675 0.000986856 86201.1 3
: 770 | 9.18155 4.97286 0.0102716 0.000984567 86141.5 4
: 771 | 9.07595 5.00185 0.0102656 0.000985267 86204 5
: 772 | 9.13282 5.15754 0.010265 0.000985418 86210.9 6
: 773 Minimum Test error found - save the configuration
: 773 | 9.11623 4.69159 0.0102959 0.00102956 86333.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.96178 4.32714 0.0102842 0.00102234 86375.8 0
: 775 | 8.72617 4.477 0.010282 0.000989658 86092 1
: 776 | 8.56501 4.55996 0.0102588 0.000986567 86279.5 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.65928 4.1252 0.0103065 0.00103121 86251 0
: 778 | 8.4336 4.24712 0.010294 0.000988196 85967.5 1
: 779 | 8.26465 4.69479 0.0102585 0.000986717 86283.2 2
: 780 Minimum Test error found - save the configuration
: 780 | 8.26893 3.94248 0.0103414 0.00102071 85830.5 0
: 781 | 8.10766 4.05085 0.0102774 0.000988687 86126.3 1
: 782 Minimum Test error found - save the configuration
: 782 | 8.03162 3.92904 0.0103255 0.00104374 86190.8 0
: 783 | 7.83576 4.02781 0.0103831 0.00106985 85898.7 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.71045 3.88275 0.0103344 0.00102442 85929.7 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.82652 3.85986 0.010372 0.00105463 85861.6 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.67425 3.50642 0.0103443 0.0010187 85785.7 0
: 787 | 7.463 3.65291 0.010275 0.000984967 86114.2 1
: 788 | 7.4521 3.69561 0.0102482 0.000985737 86369.7 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.47848 3.38776 0.0102874 0.00102799 86399 0
: 790 | 7.32683 3.42221 0.0102662 0.000987357 86217.9 1
: 791 | 7.25625 3.7101 0.0102901 0.000989467 86015.5 2
: 792 | 7.01694 3.41459 0.0102799 0.000986838 86085.6 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.82231 3.3683 0.0103091 0.00102548 86173.1 0
: 794 | 6.85566 3.97751 0.0102857 0.000987197 86034.9 1
: 795 | 6.98545 3.65341 0.0102605 0.000984976 86248.7 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.62093 2.95493 0.0103117 0.00102432 86138.8 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.52961 2.60364 0.0103048 0.00102467 86205.9 0
: 798 | 6.67796 3.31288 0.0102714 0.000989507 86189.6 1
: 799 | 6.59045 3.28809 0.0102874 0.000987157 86019.2 2
: 800 | 6.55011 3.77269 0.0102831 0.000985157 86040.1 3
: 801 | 6.54767 3.69617 0.010269 0.000989637 86212.7 4
: 802 | 6.43742 3.93486 0.0102827 0.000986297 86055.2 5
: 803 | 6.34496 2.86686 0.0103116 0.000989957 85822.1 6
: 804 | 6.09677 3.1684 0.0103627 0.000987917 85335.2 7
: 805 | 6.04831 3.74972 0.0102632 0.000987547 86246.9 8
: 806 | 6.0677 2.77972 0.010257 0.000988577 86314.3 9
: 807 Minimum Test error found - save the configuration
: 807 | 5.96257 2.55643 0.0103203 0.00103371 86145.9 0
: 808 | 5.84115 3.21338 0.0103094 0.000985887 85804.5 1
: 809 | 6.01007 2.93291 0.0102725 0.000988477 86169.3 2
: 810 | 5.77811 3.29178 0.0103194 0.000987167 85724.5 3
: 811 | 5.64833 2.75989 0.0102661 0.000987707 86221.8 4
: 812 | 5.58847 2.90883 0.0102777 0.000991608 86150.2 5
: 813 | 5.85509 3.42789 0.0103856 0.000990157 85147.9 6
: 814 | 5.68525 2.74311 0.0103176 0.000988817 85756 7
: 815 Minimum Test error found - save the configuration
: 815 | 5.60819 2.16481 0.0103096 0.00103601 86266.4 0
: 816 | 5.24826 3.3712 0.0102655 0.000987138 86222.1 1
: 817 | 5.26465 2.36371 0.0102813 0.000986738 86071.4 2
: 818 | 5.06383 2.33746 0.0102744 0.000987917 86146.7 3
: 819 | 5.03948 3.24192 0.0102563 0.000986297 86300.2 4
: 820 | 5.07317 2.59428 0.0102738 0.000987027 86143.6 5
: 821 | 4.85358 2.75653 0.0102717 0.000987458 86167.5 6
: 822 | 4.86973 2.76489 0.0103119 0.000989347 85813.1 7
: 823 | 4.83421 2.19942 0.0102996 0.000986997 85905.1 8
: 824 Minimum Test error found - save the configuration
: 824 | 4.82931 2.15936 0.0104213 0.00103684 85247.4 0
: 825 | 4.79831 2.21687 0.0102661 0.000987437 86219.7 1
: 826 | 4.67422 2.52985 0.010307 0.000987418 85840.8 2
: 827 | 4.60302 2.59989 0.0102812 0.000986137 86067.3 3
: 828 | 4.95127 3.38267 0.0102687 0.000987348 86194.2 4
: 829 | 4.76534 2.17795 0.0102988 0.000986638 85909.6 5
: 830 | 4.72964 2.87224 0.0102766 0.000986826 86116.3 6
: 831 | 4.48497 2.5778 0.0102683 0.00100239 86337.9 7
: 832 | 4.33328 2.38488 0.01029 0.000992476 86044.3 8
: 833 | 4.28422 2.16025 0.0102853 0.000989308 86058.2 9
: 834 Minimum Test error found - save the configuration
: 834 | 4.24285 2.05456 0.0103346 0.00103908 86063.1 0
: 835 | 4.3013 2.16563 0.0102873 0.00100693 86203.5 1
: 836 | 4.12483 2.76046 0.0102638 0.000987387 86240.7 2
: 837 | 4.19178 2.8327 0.0102537 0.000988627 86346.1 3
: 838 | 4.22337 2.11141 0.0102652 0.000987327 86226.6 4
: 839 | 4.07403 2.89341 0.0102886 0.000981946 85960.4 5
: 840 | 4.09051 2.49814 0.0102826 0.000990288 86093 6
: 841 | 3.95061 2.44235 0.0102607 0.000987937 86274.4 7
: 842 | 3.87362 2.32796 0.0102879 0.000999097 86125.1 8
: 843 | 3.87883 2.33062 0.0103054 0.000986587 85847.5 9
: 844 | 4.00856 2.62677 0.0103575 0.000988078 85384.1 10
: 845 | 3.98297 3.4007 0.0102518 0.000986767 86345.9 11
: 846 Minimum Test error found - save the configuration
: 846 | 4.01801 2.0007 0.0103171 0.00103274 86166.3 0
: 847 | 3.71664 2.23337 0.0102633 0.000987248 86243.8 1
: 848 | 3.6442 2.59699 0.0102692 0.000990778 86221.3 2
: 849 | 3.69785 2.30167 0.0103106 0.000986077 85795.4 3
: 850 | 3.49556 2.86906 0.0103993 0.000987487 84999.3 4
: 851 | 3.67818 3.52536 0.0102835 0.000988696 86069.3 5
: 852 Minimum Test error found - save the configuration
: 852 | 3.69959 1.92631 0.0103377 0.00104952 86130.5 0
: 853 Minimum Test error found - save the configuration
: 853 | 3.54889 1.82001 0.0102865 0.00101921 86325.5 0
: 854 | 3.56674 2.57811 0.0102547 0.000989276 86342.6 1
: 855 | 3.76304 3.41319 0.0102641 0.000984308 86209.1 2
: 856 Minimum Test error found - save the configuration
: 856 | 3.42403 1.78224 0.0103132 0.0010252 86133.1 0
: 857 | 3.36003 2.56516 0.0102833 0.000986377 86049.9 1
: 858 | 3.26779 2.27309 0.0102637 0.000986658 86234.2 2
: 859 | 3.33209 1.96893 0.0103304 0.000986728 85619.9 3
: 860 | 3.21083 1.88789 0.0102921 0.000984767 85953.5 4
: 861 | 3.37996 3.27231 0.0102565 0.000988497 86318.2 5
: 862 | 3.40231 2.68295 0.0102942 0.0010203 86263.3 6
: 863 | 3.19408 1.93742 0.0103238 0.000988576 85697.3 7
: 864 | 3.16408 2.01409 0.0104265 0.000995898 84830.6 8
: 865 | 3.34452 2.14935 0.0102886 0.000986436 86001.3 9
: 866 | 3.16157 3.84627 0.0103793 0.0010352 85615.3 10
: 867 | 3.1355 2.1441 0.0102972 0.000987886 85935.7 11
: 868 | 3.0969 2.41093 0.0103195 0.00100859 85921 12
: 869 | 3.03132 2.83326 0.0103809 0.000989558 85184.7 13
: 870 | 2.98911 2.26689 0.0103056 0.000992757 85902.5 14
: 871 | 2.89685 2.66387 0.0103597 0.000990287 85384.4 15
: 872 | 2.88764 2.08396 0.0102701 0.000986677 86175.2 16
: 873 | 2.9452 2.07356 0.0102949 0.000987678 85954.4 17
: 874 | 2.92216 2.44296 0.0102868 0.000997028 86116.7 18
: 875 | 2.8373 2.10791 0.0102799 0.000987506 86091.7 19
: 876 | 2.77166 2.72914 0.0102726 0.000987606 86160.1 20
: 877 | 2.89889 2.33521 0.010324 0.000990626 85713.9 21
:
: Elapsed time for training with 1000 events: 9.02 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: 0.0118 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.33976e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.11286e+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: 0.0311 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: 0.0371 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: 0.00212 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: 0.0951 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: 0.895 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: 0.0213 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00306 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: 0.0377 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00505 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: 0.00241 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00106 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: 0.0949 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0116 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: 0.894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 : -0.754 -0.00650 5.20 1.53 | 3.222 3.236
: 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 : -0.121 -0.00113 1.71 1.11 | 3.372 3.366
: 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.