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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.267 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00253 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: 0.000708 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00402 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: 0.000181 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000406 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 = 31532.1
: --------------------------------------------------------------
: 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 | 33067.6 31126.2 0.0101129 0.00101205 87903.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32536.7 30565.2 0.0101863 0.00101089 87189.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31852.1 29905.4 0.0103476 0.00101409 85712.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31118.5 29266.2 0.0104346 0.00101801 84956.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30374.9 28561.7 0.0103883 0.00103486 85529.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29568.4 27651.4 0.0103173 0.00101879 86035.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28817.8 26977.6 0.0102173 0.00102157 86996.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28325.1 26584.8 0.0100296 0.000974528 88348 0
: 9 Minimum Test error found - save the configuration
: 9 | 27957.2 26259.4 0.00995901 0.00097522 89049.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27636.9 25953.7 0.00994221 0.000969508 89159.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27328.7 25670.4 0.00992605 0.00096651 89290.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27040.7 25397.4 0.00992847 0.000969499 89295.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26760.5 25135.7 0.00995411 0.00097034 89049.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26490.3 24882.2 0.00992159 0.00096353 89305 0
: 15 Minimum Test error found - save the configuration
: 15 | 26228.8 24633.5 0.00991447 0.00096285 89369.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 25971.4 24392.2 0.00997036 0.000997289 89155.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25720.2 24156.7 0.00993214 0.000973629 89300.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25479.5 23919.4 0.00995729 0.000972079 89035.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25233.7 23693.2 0.00991981 0.000966649 89353.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24998.5 23468.9 0.00991198 0.00096757 89441.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24768 23245 0.00990591 0.000965519 89481.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24534 23031.2 0.00992743 0.00096879 89299.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24309.5 22818.2 0.00994441 0.000964419 89086.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24087.2 22607.3 0.00992173 0.00096712 89339.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23867.1 22399.5 0.0100355 0.000978959 88333.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23651.4 22192.5 0.0099881 0.000988239 88890.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23436.7 21989.2 0.00994497 0.00096619 89098.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23226.5 21786.9 0.00994007 0.0009689 89174.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23013.8 21592.4 0.00992805 0.000967591 89281.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22810.9 21395.1 0.00995873 0.00096879 88988.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22603.5 21205.1 0.00993704 0.000966839 89184.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22406 21011.2 0.00994635 0.00096629 89086.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22202.9 20824.9 0.00997383 0.000972648 88877.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22007.7 20637.9 0.0099796 0.00097729 88866 0
: 35 Minimum Test error found - save the configuration
: 35 | 21811.8 20454.2 0.00997407 0.00097429 88891.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21620.2 20270.7 0.00996249 0.000971149 88974.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21427.2 20092.4 0.0100135 0.000975739 88517.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21240.1 19913.4 0.00999573 0.000971748 88652.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21052.1 19737.8 0.00999877 0.000972189 88627.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20867.4 19564 0.0100039 0.00097195 88574.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20683.8 19392.6 0.00996776 0.000973709 88947.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20503.3 19222 0.0100182 0.0009747 88461.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20324.1 19052.7 0.0100742 0.000991839 88082.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20147.8 18883.1 0.0100007 0.000975449 88640.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19971 18715.3 0.0101007 0.00099275 87835.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19793.6 18548.4 0.0100482 0.00098276 88247.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19615.7 18382.8 0.0101166 0.00100858 87835.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19443.7 18216.9 0.0101269 0.000985389 87513.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19276.2 18057 0.0101017 0.00098691 87769.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19102.9 17895.8 0.010132 0.000991179 87519.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18934.5 17742.1 0.0101224 0.000997849 87675.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18769.3 17583.5 0.0101133 0.00099394 87725.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18603.3 17423.6 0.0101917 0.000997739 87013.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18441 17277.7 0.0102264 0.000996769 86677.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18276.6 17116.4 0.0101985 0.00099733 86945.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18118.9 16960.2 0.0101727 0.000992279 87142.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 17953 16813.5 0.0102088 0.00101257 86992.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17794.5 16658.2 0.0101936 0.00100241 87040.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17637.8 16503.7 0.0102019 0.00100173 86955 0
: 60 Minimum Test error found - save the configuration
: 60 | 17481.9 16354.1 0.0102023 0.00100308 86963.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17321.8 16206.4 0.0102122 0.00099994 86841.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17168.5 16057.6 0.0101992 0.00100237 86986.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17014.1 15914.6 0.01024 0.00100313 86609.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 16861.2 15771.7 0.0102374 0.00100568 86657.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16713.2 15623.9 0.0102549 0.00100069 86447.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16560.9 15482.5 0.0104186 0.00101657 85088.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16411.5 15343.6 0.0103191 0.00103871 86203.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16264.7 15201.7 0.0102967 0.00101213 86164.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16117.7 15063.4 0.0102356 0.00100425 86661.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 15971.9 14927.7 0.0102548 0.00100661 86503.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15828.7 14791.6 0.0102869 0.00101493 86281.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15687.2 14656.2 0.0102845 0.00102376 86386.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15546.2 14522.7 0.0102557 0.00100548 86484.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15406.3 14390.1 0.0102443 0.00100926 86626.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15267.3 14260.7 0.010315 0.00101221 85995.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15131.1 14130.9 0.010251 0.00100944 86565.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14996.6 14000.4 0.0102912 0.00103404 86419.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14859.7 13875 0.0102598 0.00100999 86488.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14726.6 13750.6 0.0102908 0.00100835 86184.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14595.7 13625.5 0.0103744 0.00104811 85779.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14463.8 13503.1 0.0107798 0.00108386 82508.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14333.8 13382 0.0106435 0.00108227 83671.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14207.2 13259 0.0105251 0.00103891 84332.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14079.9 13137.2 0.0105099 0.00103657 84447.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 13952.9 13017.7 0.0104783 0.00103664 84730.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13826.5 12901.5 0.0105943 0.00104568 83782.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13704.6 12782.9 0.0105613 0.00105829 84184.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13580.6 12666.7 0.0106202 0.00104262 83528.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13458.1 12552.8 0.0107054 0.00104907 82847.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13335.8 12442 0.0105468 0.00104283 84175.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13219.8 12326.6 0.0105534 0.0010382 84075.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13098.6 12215.8 0.0105389 0.00105855 84385.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 12982.7 12103.2 0.0105854 0.00105983 83984.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 12863.9 11994.9 0.0105231 0.00103989 84359.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12748.9 11886.7 0.0105676 0.00104221 83985.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12634.3 11779.6 0.0105575 0.00104711 84118.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12522.8 11670.1 0.0105757 0.0010603 84074.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12407.7 11565.3 0.0105512 0.00104735 84176.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12297.6 11459.5 0.0105704 0.00104966 84027.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12185.1 11357.4 0.0105703 0.00104884 84020.9 0
: 101 Minimum Test error found - save the configuration
: 101 | 12076.7 11254.2 0.010561 0.00101493 83804.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11968.3 11151.6 0.0104419 0.001019 84899.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11860.2 11050.3 0.010445 0.00102805 84953.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11752.7 10951.1 0.0103483 0.0010111 85679.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11647.9 10851.1 0.0103141 0.00102506 86123.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11543.1 10752.1 0.0104257 0.00104643 85294.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11438.3 10654.6 0.0103819 0.00103791 85616.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11333.9 10560.4 0.0103134 0.00101716 86056.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11233.6 10464 0.0103347 0.00102793 85958.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11132.4 10368.2 0.0103382 0.00102246 85876 0
: 111 Minimum Test error found - save the configuration
: 111 | 11030.9 10274.8 0.0103373 0.00101253 85792.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10931.6 10181.8 0.010344 0.00100996 85708 0
: 113 Minimum Test error found - save the configuration
: 113 | 10833.5 10088.7 0.0103209 0.00101116 85931.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10734.9 9997.54 0.0103186 0.00102932 86120.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10638.1 9906.78 0.0103243 0.00101823 85965.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10541.8 9817.18 0.0103313 0.00101677 85886.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10446.6 9728.23 0.0103756 0.00103268 85625.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10353.2 9639.21 0.0103499 0.00101504 85700.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10258.5 9551.16 0.0103086 0.00101204 86053.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10166 9464.13 0.0103823 0.00107062 85913.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10073.9 9377.72 0.0103395 0.00101104 85758.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 9982.55 9292.33 0.010318 0.00101509 85994.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9890.78 9209.92 0.0103534 0.00101755 85691.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9803.44 9124.62 0.0103434 0.00102082 85812.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9714.31 9040.5 0.0103625 0.0010185 85616.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9625.29 8958.59 0.0104385 0.0010259 84992.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9538.15 8877.62 0.0103638 0.00103437 85750.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9452.64 8795.44 0.0103526 0.00101627 85686.9 0
: 129 Minimum Test error found - save the configuration
: 129 | 9365.7 8715.91 0.0103624 0.00102755 85700.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9281.05 8636.12 0.0103422 0.00101832 85801.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9197.9 8556.29 0.0103457 0.00101836 85769 0
: 132 Minimum Test error found - save the configuration
: 132 | 9112.66 8478.62 0.0104099 0.00102113 85208.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9030.47 8401.38 0.0103252 0.00101824 85957.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8947.92 8325.41 0.0103421 0.00101884 85807.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8867.7 8248.61 0.0106529 0.00108044 83573 0
: 136 Minimum Test error found - save the configuration
: 136 | 8786.18 8173.15 0.0107368 0.00105698 82646.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8707.54 8097.2 0.0107539 0.00108043 82700.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8626.84 8023.91 0.0106957 0.00105705 82999.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8548.93 7950.55 0.0107291 0.00106849 82810.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8470.15 7879.39 0.0107463 0.00105896 82581.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8394.11 7806.82 0.0106433 0.00105907 83470.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8318.02 7734.11 0.0107293 0.00106327 82763.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8241.13 7663.94 0.0106843 0.0010535 83066.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8166.54 7593.57 0.0107193 0.00106625 82875.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8091.74 7523.96 0.0107929 0.00106366 82226.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8019.46 7453.26 0.0106584 0.0010399 83172.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7943.92 7386.91 0.0106331 0.00106489 83610.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7872.38 7319.18 0.0106372 0.00106202 83549.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7801.09 7251.32 0.0106179 0.0010452 83571.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7729.34 7184.49 0.010742 0.0010465 82512.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7658.31 7119.46 0.0106663 0.00107486 83408 0
: 152 Minimum Test error found - save the configuration
: 152 | 7588.18 7054.44 0.0109019 0.0011133 81728 0
: 153 Minimum Test error found - save the configuration
: 153 | 7519.76 6990.21 0.0109168 0.00107549 81289.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7451.04 6924.15 0.0111414 0.00107026 79435.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7382.51 6860.6 0.0106652 0.00104878 83191.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7315.44 6796.32 0.0106484 0.001081 83617.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7248.05 6734.84 0.010629 0.00105211 83534.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7182.12 6671.49 0.0106429 0.0010607 83488.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7116.2 6610.19 0.0106548 0.00105139 83303.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7050.54 6549.47 0.010744 0.0010722 82714.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 6985.81 6490.88 0.0106582 0.00104728 83239 0
: 162 Minimum Test error found - save the configuration
: 162 | 6922.45 6429.87 0.0107014 0.00106083 82982.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6859.29 6370.79 0.0107421 0.00107436 82749.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6795.65 6311.41 0.0105949 0.00104419 83763.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6734.58 6251.9 0.0115831 0.00115939 76748.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6671.44 6196.34 0.0144363 0.00108634 59925.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6610.73 6137.67 0.0105738 0.00102891 83814.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6550.92 6079.77 0.010768 0.00127684 84288.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6489.49 6023.71 0.0115805 0.00104688 75947 0
: 170 Minimum Test error found - save the configuration
: 170 | 6430.56 5967.31 0.0105327 0.00102753 84164.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6370.95 5911.96 0.0106121 0.00102867 83477.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6313.21 5857.57 0.0105411 0.00104369 84233.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6254.11 5803.35 0.0104209 0.00103792 85261 0
: 174 Minimum Test error found - save the configuration
: 174 | 6197.51 5747.89 0.0104719 0.00102454 84679.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6140.11 5696.56 0.0103752 0.00102032 85516.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6083.87 5640.95 0.0105167 0.0010539 84541.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6028.07 5589.43 0.0103852 0.00102455 85464 0
: 178 Minimum Test error found - save the configuration
: 178 | 5971.55 5538.26 0.0104035 0.00102657 85315.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5916.88 5487.08 0.0104599 0.00106429 85145.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5862.41 5435.21 0.0103697 0.0010205 85569.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5808.7 5385.25 0.010397 0.00102348 85346.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5755.06 5334.83 0.0103738 0.00102109 85536.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5702.18 5286.13 0.010408 0.0010268 85276.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5649.07 5236.2 0.0104985 0.00102863 84478.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5598.4 5184.98 0.010383 0.00102397 85478.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5545.4 5139.76 0.0104726 0.00104623 84868.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5494.28 5091.75 0.0103718 0.00102618 85601.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5444.84 5043.08 0.0104 0.00101917 85280.3 0
: 189 Minimum Test error found - save the configuration
: 189 | 5393.29 4995.21 0.0104212 0.0010256 85146.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5343.64 4949.33 0.0103767 0.00102283 85525.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5294.47 4903.71 0.0103934 0.00102084 85355.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5245.34 4859.21 0.0105421 0.00103043 84106.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5198.19 4810.87 0.0104324 0.00102797 85066.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5148.35 4768.72 0.0104039 0.00102512 85298.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5102.58 4722.24 0.0106149 0.00106378 83759.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5054.7 4677.67 0.0104064 0.00102214 85249.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5007.22 4635.58 0.0104146 0.00102542 85204.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4963.2 4590.77 0.010413 0.00102248 85192.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 4915.16 4550.09 0.0103978 0.00102077 85315.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4870.79 4507.4 0.0103895 0.00101992 85382.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4825.54 4464.2 0.0103915 0.00103866 85535.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4780.99 4422.77 0.0104174 0.00102444 85170 0
: 203 Minimum Test error found - save the configuration
: 203 | 4737.05 4381.87 0.0103945 0.0010269 85400.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4693.95 4340.48 0.010588 0.00103397 83734.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4650.19 4301 0.0104517 0.00107566 85323.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4607.56 4259.88 0.0104147 0.00103267 85269.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4564.53 4220.4 0.0104163 0.00102896 85221.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4523.08 4180.08 0.0104095 0.00101992 85201.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4481.3 4142.32 0.0104385 0.00104076 85127.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4439.33 4104.37 0.0104024 0.00102666 85326.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4399.8 4065.36 0.0104285 0.00102625 85086 0
: 212 Minimum Test error found - save the configuration
: 212 | 4359.41 4026.85 0.0103796 0.0010239 85509.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4318.22 3989.44 0.0104488 0.00103674 84997.4 0
: 214 Minimum Test error found - save the configuration
: 214 | 4279.22 3952.74 0.0104512 0.00103302 84941.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4239.61 3915.48 0.0104521 0.00105857 85165.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4200.79 3878.65 0.0104255 0.00102059 85062 0
: 217 Minimum Test error found - save the configuration
: 217 | 4162.36 3842.43 0.0104299 0.00102885 85096.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4122.99 3807.85 0.010422 0.00102422 85126.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4087.73 3769.87 0.0104385 0.0010282 85013.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4047.71 3736.07 0.0104364 0.00104133 85150.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4012.15 3701.07 0.0104204 0.0010299 85192.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 3975.71 3665.13 0.0104135 0.00102809 85239.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3937.63 3632.75 0.010417 0.00102508 85179.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3902.26 3600.06 0.0104712 0.00102664 84704.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3867.69 3564.54 0.0104582 0.00104382 84976.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3831.48 3531.96 0.0103988 0.00102981 85388.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3796.31 3500.17 0.0104227 0.00102813 85155.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3762.43 3466.6 0.0104062 0.00102325 85261.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3728.19 3433.26 0.0104123 0.00103443 85307.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3693.33 3401.72 0.0104304 0.00102212 85031.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3660.55 3369.76 0.0103989 0.00102481 85341.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3626.39 3339.72 0.0104357 0.00102305 84992.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3593.98 3307.46 0.0104472 0.00105002 85131.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3560.5 3277.41 0.0104296 0.00102791 85091.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3529.73 3246.15 0.0104653 0.00104643 84935.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3496.45 3215.75 0.0104116 0.0010342 85311.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3465.31 3186.92 0.0104183 0.0010237 85155.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3433.25 3156.8 0.0104853 0.00110539 85288.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3402.24 3127.1 0.0105567 0.00102677 83946 0
: 240 Minimum Test error found - save the configuration
: 240 | 3371.29 3098.2 0.0103885 0.00102115 85403.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3341.52 3067.87 0.0104482 0.00103442 84981.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3310.08 3040.08 0.010439 0.00102632 84991.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3279.35 3013.38 0.0104519 0.00102737 84884.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3250.67 2984.62 0.0105081 0.00103248 84427.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3220.6 2957.76 0.0104722 0.0010418 84831.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3192.58 2929.79 0.0104168 0.00102266 85159.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3162.75 2901.36 0.0103982 0.00102049 85308.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3133.8 2874.79 0.01043 0.00102017 85017.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3105.4 2848.59 0.0104144 0.00104661 85398.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3077.58 2821.34 0.0104029 0.00102373 85295.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3049.9 2794.71 0.0103925 0.00102575 85408.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3021.24 2769.69 0.0104101 0.00102864 85274.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 2994.55 2743.67 0.0104635 0.00102804 84786.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2967.55 2717.68 0.0104106 0.00102293 85217.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2939.99 2692.99 0.0104225 0.00103895 85255.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2913.73 2668.33 0.0104607 0.001029 84820 0
: 257 Minimum Test error found - save the configuration
: 257 | 2887.5 2643.16 0.0104159 0.00102629 85200.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2860.97 2619.07 0.0104168 0.00102463 85176.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2834.65 2596.38 0.0104124 0.001033 85293.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2810.83 2571.19 0.0103865 0.00102243 85433.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2784.76 2546.89 0.0104447 0.00102454 84924.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2758.56 2524.18 0.0104144 0.00102285 85183.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2734.49 2500.67 0.0104514 0.0010291 84905.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2709.37 2477.47 0.0105714 0.00103053 83850 0
: 265 Minimum Test error found - save the configuration
: 265 | 2685.3 2454.06 0.0104235 0.00104601 85310.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2660.56 2431.75 0.0104284 0.00102527 85077.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2636.35 2409.81 0.010437 0.00102613 85008.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2613.42 2386.48 0.0104001 0.00102385 85321.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2589.16 2364.63 0.0104139 0.00102583 85214.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2565.2 2343.42 0.01048 0.00105284 84861.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2542.72 2321.53 0.010381 0.00102045 85465.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2519.55 2300.41 0.0104373 0.0010312 85051 0
: 273 Minimum Test error found - save the configuration
: 273 | 2496.13 2279.65 0.0104589 0.00102756 84823.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2474.26 2258.23 0.0104414 0.00102297 84939.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2451.53 2238.12 0.0104539 0.00104788 85051.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2429.28 2217.4 0.0104132 0.00102798 85240.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2407.56 2196.37 0.0104161 0.00102306 85169.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2385.21 2176.46 0.01041 0.00102349 85229 0
: 279 Minimum Test error found - save the configuration
: 279 | 2363.31 2157.22 0.0104239 0.00102765 85140.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2342.78 2136.48 0.0104182 0.00104883 85384.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2320.69 2117.84 0.0104552 0.0010252 84835.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2299.38 2098.06 0.010432 0.00102506 85043.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2278.78 2078.54 0.010431 0.00102593 85060.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2257.72 2059.27 0.0105419 0.00104412 84230.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2236.92 2040.41 0.0104622 0.0010429 84932.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2216.64 2021.66 0.0104141 0.00102284 85185.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2196.35 2002.86 0.0105556 0.00107615 84392.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2175.87 1985.02 0.0107155 0.00106357 82884.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2156 1967.33 0.0107657 0.00106452 82464.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2136.92 1948.12 0.0106494 0.00103993 83251.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2116.84 1930.15 0.0104845 0.00103514 84661.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2097.04 1912.71 0.0104609 0.00105761 85076.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2077.74 1895.12 0.0105055 0.0010393 84511.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2058.69 1877.8 0.0105135 0.00102996 84356.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2039.39 1860.97 0.0104457 0.0010432 85084 0
: 296 Minimum Test error found - save the configuration
: 296 | 2020.59 1844.14 0.0104185 0.00102253 85143.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2002.37 1827.12 0.0104197 0.00102247 85131.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1983.72 1810.47 0.0104159 0.0010259 85197.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.92 1794.08 0.0104554 0.00102731 84852.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1947.43 1776.99 0.0104086 0.00102394 85245.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1928.31 1761.64 0.0104445 0.00102493 84929.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1911.21 1745.21 0.0104317 0.00102816 85074.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1893.4 1728.71 0.0105137 0.00112652 85222.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1875.13 1713.51 0.010453 0.00102178 84824.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1857.89 1697.65 0.0104309 0.00103949 85184.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1840.23 1682.51 0.0104728 0.00102836 84706.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1823.12 1667.38 0.010425 0.00102955 85147.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1806.58 1651.57 0.0104205 0.00102254 85124.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1789.34 1636.15 0.0103986 0.0010246 85342.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1771.99 1622.03 0.0104464 0.00103171 84973.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1756.48 1606.24 0.0104341 0.00102198 84997.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1739.06 1591.76 0.0104052 0.00101962 85237.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1722.79 1578.08 0.0104347 0.00102935 85057.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1706.79 1563.33 0.0104317 0.00102617 85056.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1690.31 1549.17 0.0105067 0.00104752 84573.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1674.5 1535.16 0.0104348 0.00102352 85004.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1659.14 1520.49 0.0104563 0.00102574 84830.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1642.46 1507.72 0.0104114 0.00102301 85211.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1627.53 1493.83 0.0104479 0.00102272 84879.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1612.08 1479.68 0.0104878 0.00102177 84512.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1596.41 1466.52 0.0104244 0.00102693 85129.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1581.9 1452.06 0.010445 0.00102666 84940.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1565.91 1439.07 0.0105261 0.00105997 84512.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.24 1425.78 0.0104055 0.00102465 85280.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1536.72 1412.54 0.0104536 0.00104238 85004.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1521.7 1399.7 0.0104282 0.00102488 85076.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1507.27 1386.83 0.0104513 0.00102645 84882.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1492.72 1374.14 0.0104657 0.00103078 84791.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1478.73 1361.04 0.0103991 0.00102393 85331.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.14 1348.74 0.0104538 0.0010289 84881.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1450.24 1336.45 0.0104516 0.00103447 84951.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1436.43 1324.53 0.0104319 0.00103443 85128.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1422.68 1311.79 0.0104378 0.00102481 84989.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1408.85 1299.58 0.0104822 0.00102916 84629 0
: 335 Minimum Test error found - save the configuration
: 335 | 1395.33 1287.59 0.0105562 0.001043 84093.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1382.07 1275.74 0.0104345 0.00102274 85000.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1368.89 1263.72 0.0104151 0.00102133 85163.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1355.59 1251.81 0.0104168 0.00102716 85200.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342.49 1240.29 0.0105027 0.0010427 84566.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.34 1229.07 0.0106564 0.00102829 83089.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1316.76 1218.05 0.010419 0.00102712 85179.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1304.41 1205.88 0.0104179 0.0010238 85159.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.27 1195 0.0105079 0.00103124 84417.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1278.96 1183.93 0.010409 0.00101943 85201.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.63 1173.13 0.0104504 0.00104062 85018.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1255 1161.59 0.0104108 0.00102367 85222.9 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242.54 1150.6 0.010409 0.00102744 85273.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.09 1140.35 0.0104061 0.00102435 85272 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.34 1130.17 0.0105417 0.00103219 84126.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1207.09 1118.97 0.0104382 0.00102925 85025.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.87 1108.54 0.0104142 0.00103208 85268.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.44 1097.88 0.0104223 0.001024 85121.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1171.89 1087.86 0.010404 0.00101965 85248.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.75 1077.16 0.0104403 0.0010269 84984.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1148.9 1067.33 0.0104526 0.00104533 85040.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.11 1057.71 0.0104079 0.001025 85261.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.2 1047.22 0.0104448 0.00102647 84940.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1115.98 1037.61 0.0104182 0.00102357 85154.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.82 1026.77 0.010451 0.00102492 84870.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.1 1017.48 0.0104409 0.00102343 84948.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.93 1007.8 0.0104119 0.00102053 85184.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073 998.885 0.0104279 0.00102648 85093.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.7 989.206 0.0105308 0.00104115 84302.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1052.55 979.358 0.0104042 0.00102631 85306.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1042.27 969.845 0.0104481 0.00104234 85054.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1031.92 960.922 0.0104096 0.00102714 85265.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.7 951.86 0.0104168 0.00102417 85173.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1011.89 942.978 0.0104398 0.00102292 84953.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.07 933.896 0.0104197 0.00102189 85126.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.273 925.007 0.0104693 0.00103146 84765.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.397 915.976 0.0104295 0.00103848 85187.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 973.075 906.832 0.0105012 0.00103017 84467.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.33 898.253 0.010427 0.00102496 85088.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.509 890.168 0.0104429 0.00103265 85013.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.494 881.28 0.0104391 0.0010379 85095.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 935.648 872.059 0.0104102 0.00101996 85194.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 925.673 864.204 0.010416 0.00101889 85132.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.844 856.525 0.0104406 0.00102721 84985.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.953 847.151 0.010447 0.00102495 84907 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.977 838.529 0.0104343 0.00103231 85088.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.781 830.702 0.0104307 0.00103644 85158.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 880.853 823.114 0.0104347 0.00102471 85016.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.399 814.998 0.0105251 0.00104002 84343.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.915 807.158 0.0104175 0.0010219 85146.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.239 798.848 0.0104903 0.00104711 84717.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.617 791.469 0.0104865 0.00105759 84845.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.398 783.429 0.0104346 0.00102981 85063.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 830.22 774.917 0.0104326 0.00104638 85231.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.537 767.672 0.0104175 0.00102483 85173 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.42 760.309 0.0104327 0.00102503 85036.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.333 752.617 0.0104258 0.00102384 85088.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.125 745.151 0.0104527 0.00102493 84856.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.448 738.046 0.0104049 0.00101996 85242.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.289 730.478 0.0104205 0.00102973 85189.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.654 723.137 0.010469 0.00104544 84893.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.707 716.409 0.0104158 0.00102679 85206.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.724 708.878 0.0104399 0.00102618 84982.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.715 701.194 0.0104065 0.00102354 85260.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.671 695.016 0.0104228 0.00102274 85105.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.764 687.48 0.0104136 0.00102347 85196.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.06 680.642 0.0104085 0.00101911 85202.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.81 673.716 0.0104341 0.00102784 85049.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.539 666.939 0.010515 0.00103686 84405.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.483 660.061 0.010461 0.00105554 85056.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.525 653.353 0.0106514 0.00103899 83225.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.961 646.73 0.0104373 0.00102546 84999.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.947 640.416 0.0104135 0.00102286 85191.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.687 634.067 0.0104582 0.00102377 84795.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.527 627.189 0.0104399 0.00102178 84942.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.63 620.982 0.0104381 0.00102575 84995 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.791 614.369 0.010421 0.00103179 85204.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.845 608.261 0.0104582 0.00103159 84866.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.609 601.957 0.010436 0.00103271 85076.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.665 596.458 0.0104624 0.00106378 85119 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.889 589.027 0.0104578 0.00102737 84832.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.693 583.427 0.0105017 0.00103162 84476.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.364 578.091 0.0104255 0.00102858 85134.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.967 571.598 0.0104401 0.00103012 85016.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.068 565.093 0.01045 0.00102923 84918.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.398 559.113 0.010418 0.00103019 85217.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.456 553.406 0.0104724 0.00102729 84699.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.525 547.507 0.0104256 0.00102599 85110.1 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.08 542.174 0.0105869 0.00103552 83757.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.396 536.169 0.0104662 0.00104114 84880.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.135 531.329 0.0104488 0.00103699 84999.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.673 524.809 0.0104263 0.00102896 85130.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.544 519.429 0.0104426 0.00102438 84942.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.77 514.281 0.0104334 0.00102836 85061 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.198 508.745 0.0104818 0.00103383 84674 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.57 502.902 0.0104292 0.00102414 85060.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.514 497.962 0.010453 0.00102659 84868.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.42 492.169 0.010491 0.0010602 84828.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.667 487.854 0.0104454 0.00102267 84900.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.521 482.041 0.0104697 0.00104538 84886.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.998 476.793 0.0104341 0.00102619 85034.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.755 472.128 0.0104399 0.0010269 84988.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.58 466.911 0.0104303 0.00102292 85039.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.133 461.634 0.010455 0.00102463 84832.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.032 457.002 0.0104488 0.00102741 84913.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.689 451.875 0.0104582 0.00102634 84818.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.802 447.148 0.0104094 0.00102134 85214.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.679 441.768 0.0104313 0.00102687 85066.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.464 437.538 0.0105847 0.00103585 83779.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.945 433.114 0.0104637 0.00105188 84999.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.009 428.196 0.0104439 0.00102294 84917.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.093 423.286 0.0104375 0.00102547 84997.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.223 418.786 0.0104524 0.00102316 84842.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.884 414.033 0.0104467 0.0010209 84873.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.836 410.092 0.0104248 0.00102034 85065.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.333 405.188 0.010437 0.00102526 84999.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.642 401.224 0.0104442 0.00102549 84937.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.052 396.723 0.0104609 0.00104704 84981.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.618 392.105 0.0104228 0.00102044 85085.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.977 387.774 0.0104652 0.00104021 84880.5 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.929 383.781 0.0106994 0.00104648 82876.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.168 379.5 0.0106943 0.00105273 82974.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.016 374.968 0.0106981 0.00104261 82854.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.683 371.082 0.0106809 0.00104883 83055.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.533 366.508 0.0107285 0.00109595 83051.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.113 362.588 0.0107434 0.00108152 82799.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.733 358.831 0.0107126 0.00107095 82973.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.873 354.737 0.0107871 0.0010975 82562.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.637 350.613 0.010652 0.00104117 83239.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.571 347.018 0.0105022 0.0010443 84585.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.742 342.786 0.0104375 0.00102123 84959.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.637 339.219 0.0104379 0.00102776 85014.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.806 335.592 0.0104239 0.00102761 85139.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.958 331.488 0.0104431 0.00102591 84951.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.879 328.047 0.0104394 0.00102333 84961.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.716 324.251 0.0104195 0.00102147 85124.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.627 320.784 0.0104192 0.00102256 85136.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.782 317.097 0.0104778 0.00102531 84634 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.341 313.959 0.0104391 0.00102218 84953.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.723 309.614 0.0104779 0.00104504 84810.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.763 306.387 0.010445 0.00103028 84973.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.236 302.783 0.0104302 0.00102501 85059.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.591 299.349 0.010459 0.00102558 84805.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.964 296.083 0.0104145 0.00102333 85186 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.587 292.697 0.0104335 0.00102534 85032.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.102 289.303 0.0104306 0.00102068 85017.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.866 285.911 0.0105067 0.00103314 84445.9 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.318 282.384 0.0105187 0.00103329 84339.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.84 279.556 0.010448 0.00103747 85011.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.513 275.989 0.0104541 0.00104512 85025.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.161 273.159 0.0104636 0.00102719 84778.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.941 269.634 0.0104894 0.00102404 84518.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.62 266.591 0.0104139 0.00102147 85174.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.726 263.782 0.010478 0.00102336 84614.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.464 260.499 0.0104167 0.00103808 85300.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.36 257.507 0.0104291 0.00102378 85058.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.044 254.757 0.0104406 0.00105094 85200.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.998 251.702 0.0104425 0.00102658 84962.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.851 249.282 0.0105311 0.00103377 84234 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.173 245.734 0.0104695 0.00104078 84847 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.377 243.618 0.0104114 0.00102012 85185.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.69 240.557 0.0104235 0.00102165 85090 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.194 237.461 0.0104152 0.00101784 85130.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.229 234.682 0.010413 0.00102671 85230.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.351 231.647 0.0104319 0.0010264 85056.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.54 229.151 0.0104062 0.00102675 85292.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.722 226.73 0.0104272 0.00102193 85058.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.036 224.113 0.0105417 0.00103236 84127.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.593 221.836 0.0104284 0.00102229 85051 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.026 218.886 0.010443 0.00103945 85074.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.057 215.94 0.0104173 0.00102005 85131.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.315 213.588 0.0104285 0.00102741 85096.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.665 210.9 0.0104537 0.00102821 84876.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.998 208.935 0.0104385 0.00103 85029.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.424 205.986 0.010411 0.00102524 85235.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.152 203.952 0.0104282 0.00102262 85056 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.534 201.625 0.0104409 0.00102646 84975.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.837 199.309 0.0104406 0.00102169 84935.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.369 197.034 0.0104036 0.00103285 85371.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.91 194.529 0.0104642 0.001047 84950.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.427 191.987 0.0104139 0.00102816 85235.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.178 189.986 0.0104405 0.00104556 85152.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.892 187.701 0.0104187 0.00102028 85120.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.444 185.384 0.0104264 0.00102289 85074.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.105 183.271 0.0104351 0.00103973 85148.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.021 182.116 0.0104253 0.00102128 85070.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.946 179.224 0.0104276 0.0010206 85042.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.602 177.272 0.0105145 0.00103243 84370 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.303 175.027 0.0104034 0.00102325 85286.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.874 172.519 0.0104656 0.00102885 84774.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.583 170.78 0.0104034 0.00102373 85290.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.41 168.595 0.0104061 0.00102326 85262.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.396 166.61 0.0104006 0.00102146 85295.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.243 164.057 0.0104355 0.00102771 85036.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.016 162.207 0.0104132 0.0010268 85229.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.033 160.316 0.0104587 0.00103365 84879.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.845 158.869 0.0104279 0.00102515 85081.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.797 157.287 0.0104718 0.00102756 84707.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.883 154.843 0.0104211 0.00102111 85106.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.945 152.863 0.010471 0.00102927 84730.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.804 151.495 0.0104344 0.00102205 84994.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.852 149.469 0.0104276 0.00102391 85073.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.854 148.421 0.0104355 0.0010184 84951.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.409 146.477 0.0104053 0.00102424 85278.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.152 144.192 0.0104078 0.0010268 85278.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.102 142.564 0.0104882 0.00103599 84636.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.274 141.011 0.0104193 0.0010219 85130 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.544 138.943 0.0105448 0.00102877 84068.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.661 137.221 0.0104151 0.001022 85168.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.489 135.798 0.0104805 0.0010391 84733.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.01 133.986 0.0104144 0.00101721 85131.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.161 132.481 0.0105119 0.00107426 84767.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.358 130.88 0.0107772 0.00104486 82200.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.598 129.358 0.0104652 0.0010279 84770.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.833 127.901 0.0104065 0.00102136 85241.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.491 126.289 0.0105149 0.00102754 84323 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.49 124.89 0.0104699 0.00102282 84682.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.935 123.846 0.0104311 0.00102326 85035.5 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.466 122.084 0.0104275 0.00104969 85307.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.735 120.59 0.0104211 0.00102213 85115.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.123 118.99 0.0103962 0.00102421 85360.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.588 117.615 0.0104148 0.00102312 85181.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.575 115.982 0.0104338 0.00102251 85004 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.131 114.624 0.0104229 0.00102705 85143.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.692 113.192 0.0104557 0.00102 84784.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.96 111.807 0.0103887 0.00101777 85370.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.648 111.319 0.0104059 0.00101638 85201 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.087 109.44 0.0105031 0.00103355 84481.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.625 107.85 0.0104444 0.00104195 85084.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.971 106.661 0.0104513 0.00103183 84930.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.559 105.228 0.010414 0.00101871 85148.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.093 104.154 0.0104162 0.00102448 85181.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.643 102.848 0.0104562 0.00102237 84800.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.441 101.731 0.0104872 0.00102308 84529.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.298 99.9738 0.0104262 0.00101932 85044 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.904 98.9558 0.0104086 0.00102163 85224.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.24 97.6003 0.0104146 0.00102915 85238.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.927 96.4887 0.0104433 0.00102363 84928.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.43 95.3432 0.0104424 0.00103654 85053 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.124 94.285 0.0104283 0.00104696 85275.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.027 92.8577 0.0104105 0.00102006 85193.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.502 91.9937 0.0104001 0.0010218 85303.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.442 91.0567 0.0104328 0.00101937 84984.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.158 89.6151 0.0104443 0.00102523 84934 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.069 88.5193 0.0104098 0.00102226 85219.6 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.625 87.6653 0.0104093 0.00102716 85268.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.693 85.9544 0.0110566 0.00107944 80183.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.3702 84.8663 0.010762 0.00104267 82310.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.1439 84.8549 0.0104542 0.0010602 85161 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.0888 83.0723 0.0104226 0.00101901 85074 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.9492 81.6843 0.0104414 0.00103819 85077.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.827 80.7397 0.010414 0.00102147 85173.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.6094 79.8807 0.010405 0.00102565 85293.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.4162 78.8688 0.01045 0.00104011 85017.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.4929 77.5879 0.0104752 0.00102523 84656.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1801 76.8939 0.0104068 0.00102399 85261.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1985 76.3028 0.0104554 0.00102377 84821 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.1296 74.533 0.0104277 0.00102006 85037.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0228 73.3901 0.0104527 0.00102215 84831.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.022 72.8331 0.0104882 0.00103506 84628.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9727 72.0213 0.0104237 0.00102451 85114 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9321 71.227 0.0104177 0.00102918 85210.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.2434 70.4919 0.0104433 0.0010228 84921.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.1805 69.0225 0.0105157 0.00106142 84617.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.1718 68.4615 0.0104303 0.00102748 85081.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.3599 67.3864 0.0104377 0.00102474 84989.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.3411 66.3835 0.0104216 0.00101744 85068.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.3573 65.5819 0.0107415 0.00105769 82611.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3941 64.5353 0.0108277 0.00107785 82052.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.4078 63.6892 0.0107573 0.00106613 82549.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.5674 63.1264 0.010434 0.00103668 85130.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.7391 61.8721 0.0104332 0.00102229 85007.7 0
: 607 | 73.72 62.0309 0.0104139 0.00098703 84864.2 1
: 608 Minimum Test error found - save the configuration
: 608 | 73.0217 60.8463 0.0104198 0.00102418 85145.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.0691 60.1111 0.0104174 0.00101803 85112.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.2067 59.2886 0.0104446 0.00102799 84956.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.4008 58.6941 0.0104464 0.00103026 84960.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.4926 57.8457 0.0104175 0.00102459 85171 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.732 56.8295 0.0104719 0.00105527 84956 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8886 56.0877 0.0104189 0.0010244 85156.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0256 55.4748 0.0104712 0.00104957 84910.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.301 55.0771 0.010441 0.0010268 84978.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.4 53.549 0.0103964 0.00101601 85284.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7816 53.314 0.010442 0.00103945 85083.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8086 52.429 0.0103933 0.00102326 85378.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4201 51.6898 0.0105734 0.00103104 83837.1 0
: 621 | 62.4993 51.8323 0.0104965 0.00107073 84873.6 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.8001 50.3538 0.0104577 0.00102864 84843.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.2074 49.4001 0.0104408 0.00103782 85079.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2348 48.9193 0.0104354 0.00102035 84970.6 0
: 625 | 59.6708 49.0478 0.01037 0.00098654 85256.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.0237 48.0121 0.0105523 0.00102599 83977.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1891 47.9291 0.0104197 0.0010284 85185.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3643 47.1461 0.0104231 0.00102626 85134.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7369 46.6203 0.0104607 0.00105333 85039.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.0494 45.8792 0.0104876 0.00104911 84759.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4369 45.1877 0.0104711 0.00102957 84731.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.7598 44.6288 0.0104229 0.00102062 85085.9 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.2081 43.2569 0.0104943 0.0010472 84682.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3952 42.6582 0.0104856 0.00103083 84613.7 0
: 635 | 52.8377 43.487 0.0103812 0.000988589 85173.3 1
: 636 Minimum Test error found - save the configuration
: 636 | 52.1885 42.3128 0.0104509 0.00102848 84903.9 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.7375 42.2271 0.0104644 0.00103923 84879.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7898 40.9437 0.0104408 0.00102609 84973.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.2727 40.8265 0.0104214 0.00102922 85177.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.6108 39.7255 0.0105608 0.00105696 84176.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1121 39.5216 0.0106737 0.00102996 82955.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3244 38.6645 0.0104449 0.00102969 84968.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8388 38.4483 0.0105397 0.00104735 84278.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.4323 37.8617 0.0104311 0.00102628 85062.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8408 37.2519 0.0104407 0.00102127 84930.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.056 36.9303 0.0104114 0.00102443 85224.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.5548 36.2101 0.0104046 0.00101982 85244.4 0
: 648 | 45.0713 37.3283 0.0104314 0.0009885 84719.5 1
: 649 | 44.5235 36.7328 0.0106639 0.00102779 83021.5 2
: 650 Minimum Test error found - save the configuration
: 650 | 44.1695 35.696 0.0107252 0.00106827 82841.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5289 34.9999 0.010709 0.00105527 82869.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.885 33.9577 0.0106836 0.00106675 83187.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3204 33.5754 0.0107356 0.00107148 82780.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.796 33.5749 0.010902 0.00106062 81289 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4469 32.8569 0.0107814 0.00105665 82264.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7868 32.2154 0.0107154 0.00104407 82719 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3864 31.5559 0.0106692 0.00104643 83136.5 0
: 658 | 40.0044 32.7661 0.0106961 0.00102622 82731.5 1
: 659 | 39.5655 31.6858 0.0106019 0.00101684 83463 2
: 660 Minimum Test error found - save the configuration
: 660 | 38.9911 30.5301 0.0107769 0.00108748 82564.2 0
: 661 | 38.4281 30.6916 0.0108593 0.00103006 81390 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.954 29.8541 0.0108119 0.00107598 82169.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4591 29.278 0.0107335 0.00107359 82816.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3309 28.9049 0.0106787 0.00106207 83189.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6014 28.2356 0.0108544 0.00106543 81724.8 0
: 666 | 36.1969 28.2797 0.0107767 0.00102802 82062.1 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.7451 28.1177 0.0107275 0.00105796 82734 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4229 27.8246 0.0106784 0.00105162 83101.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.9566 27.4709 0.0107706 0.00106654 82439.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.4531 26.9769 0.0106805 0.00105702 83130 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9564 26.6327 0.0107026 0.00105835 82950.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5998 26.3767 0.0109234 0.0011519 81870.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1376 25.2695 0.0106642 0.00104856 83198 0
: 674 | 32.7156 25.3185 0.0106204 0.00104331 83532.5 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.5701 25.203 0.0107454 0.00105446 82551.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.02 24.7491 0.0107088 0.00105573 82875.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.634 24.3848 0.010758 0.00108138 82673.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2867 24.1737 0.0107019 0.00106893 83048 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.8748 23.6185 0.0107349 0.00106936 82768.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.5882 23.566 0.0110933 0.00109735 80032.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.2962 22.554 0.010744 0.00104324 82468 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.9763 22.0011 0.0105283 0.00106323 84521.4 0
: 683 | 29.561 23.5668 0.0104018 0.00098895 84990 1
: 684 | 29.0539 22.6645 0.0104366 0.00098841 84672.2 2
: 685 | 28.6049 22.4367 0.0104196 0.000999469 84924.6 3
: 686 Minimum Test error found - save the configuration
: 686 | 28.3464 21.5647 0.0104378 0.00102336 84975.7 0
: 687 | 27.9489 22.3734 0.0104397 0.00098804 84641.5 1
: 688 | 27.6879 21.7274 0.0104015 0.00098865 84990.6 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.3472 20.6567 0.0104466 0.00102971 84953.4 0
: 690 | 27.0451 20.9718 0.0104055 0.00098756 84944.5 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.4422 19.6028 0.0104284 0.00102932 85114.3 0
: 692 | 25.9174 20.2138 0.0104562 0.000989669 84508 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.6586 19.3494 0.0104178 0.00102758 85195.2 0
: 694 | 25.3596 19.4936 0.0104163 0.000993748 84902.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.0052 19.2933 0.0104304 0.00102494 85056.8 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7323 18.2154 0.0104247 0.00101746 85040.7 0
: 697 | 24.5673 18.4138 0.0103752 0.000986788 85211.4 1
: 698 | 23.989 18.6146 0.0104124 0.000986329 84871 2
: 699 | 23.7377 18.2167 0.0103857 0.000987039 85118.7 3
: 700 Minimum Test error found - save the configuration
: 700 | 23.4791 17.6499 0.0106129 0.00107413 83868.7 0
: 701 | 23.1134 18.3243 0.0104043 0.000989108 84969.2 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.8586 17.4081 0.0104933 0.00104383 84661.2 0
: 703 | 22.4453 18.0656 0.0104427 0.000989409 84626.9 1
: 704 | 22.2374 17.7702 0.0106136 0.00103988 83561.8 2
: 705 | 21.7822 17.7478 0.0104945 0.000994349 84209 3
: 706 Minimum Test error found - save the configuration
: 706 | 21.7541 16.895 0.010404 0.0010256 85302.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4621 16.293 0.010427 0.00103286 85159.8 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.0425 16.1661 0.0104653 0.001028 84770.1 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7921 15.6453 0.0104495 0.00102619 84895.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.4745 15.3241 0.0104461 0.00102163 84885.5 0
: 711 | 20.2185 15.6865 0.0104365 0.00100141 84790.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.9435 15.291 0.0104599 0.00102503 84791.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.7298 15.0386 0.0104109 0.00102116 85199.8 0
: 714 | 19.6817 15.4601 0.0104601 0.000989379 84470.9 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.1467 14.3223 0.0104612 0.00102677 84796.1 0
: 716 | 18.7856 14.7086 0.0104295 0.000991799 84766.1 1
: 717 | 18.5252 14.6825 0.01039 0.000987929 85087.7 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.3092 14.1753 0.0104376 0.00102547 84996.4 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2365 13.8649 0.0104682 0.0010287 84750.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9137 13.6648 0.0105339 0.00102953 84171.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.5055 13.1939 0.0104597 0.00105169 85033.8 0
: 722 | 17.3493 13.6696 0.0105108 0.00100391 84149.5 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.1999 12.8349 0.0106183 0.00104269 83545.4 0
: 724 | 16.994 13.5164 0.0104174 0.00098861 84846.8 1
: 725 | 16.9009 13.529 0.0107366 0.00105278 82612.2 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.6044 12.3573 0.0106397 0.00102659 83219.4 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.3262 12.1235 0.0104322 0.0010203 84999.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0471 11.9331 0.0104099 0.00101905 85189.2 0
: 729 | 15.8362 12.9969 0.0104215 0.00100496 84956.8 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.6419 11.6882 0.0104548 0.00102632 84849 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4241 11.3705 0.0104699 0.00106404 85053.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.2509 11.2344 0.0104256 0.00102367 85089.1 0
: 733 | 15.1135 11.3334 0.0103754 0.00098948 85234.1 1
: 734 | 14.8467 11.5368 0.0103993 0.000988779 85011.1 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.6166 11.1641 0.0104067 0.00102152 85240.9 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.4068 11.0345 0.010414 0.00102176 85176.9 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.117 10.5504 0.0104127 0.0010214 85185.3 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.1838 10.0779 0.0104062 0.00102393 85267 0
: 739 | 13.9335 10.6169 0.0104331 0.000989039 84709.6 1
: 740 | 13.8485 10.9207 0.0104782 0.000988671 84303.7 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.6378 10.0353 0.0104628 0.00104508 84946.5 0
: 742 | 13.3923 10.0441 0.0103785 0.00098832 85195.8 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.1906 9.39714 0.0104594 0.00102508 84796.7 0
: 744 | 13.0221 10.0525 0.0104094 0.00098916 84923.4 1
: 745 | 12.817 9.42261 0.0103557 0.00098635 85384.9 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.527 9.02147 0.0104394 0.00102429 84969.7 0
: 747 | 12.4515 9.57152 0.0103682 0.000989829 85302.3 1
: 748 | 12.4894 9.18776 0.0103819 0.00098701 85153 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.3978 8.67362 0.010452 0.0010279 84888.6 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.1203 8.5842 0.0104205 0.00102118 85112.4 0
: 751 | 12.1228 8.92374 0.0104066 0.00098837 84941.5 1
: 752 | 11.9265 8.70294 0.0103874 0.000992579 85153 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.5124 8.10489 0.0104571 0.00102599 84826 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.6273 7.68915 0.0104175 0.00102187 85145.6 0
: 755 | 11.313 8.13297 0.0103993 0.00099057 85027 1
: 756 | 11.1995 7.93175 0.010369 0.000987259 85271.9 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.9286 7.38224 0.010575 0.00104837 83975.2 0
: 758 | 10.9615 7.76982 0.0104595 0.000997849 84551.8 1
: 759 | 10.8327 7.47103 0.0103981 0.00098883 85022.7 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.5549 7.17122 0.0105209 0.00103012 84292.7 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.4865 6.18043 0.0104404 0.00104484 85146.3 0
: 762 | 10.1665 6.44099 0.0104334 0.0010068 84866.4 1
: 763 | 10.2865 6.33581 0.0103796 0.00098913 85193 2
: 764 | 9.82081 6.7525 0.0103893 0.000988709 85101.4 3
: 765 Minimum Test error found - save the configuration
: 765 | 9.79022 6.01165 0.0104161 0.00102604 85196.8 0
: 766 | 9.75305 6.20472 0.0103933 0.00098308 85013.6 1
: 767 | 9.70847 7.02746 0.0104011 0.000994049 85042.2 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.4115 5.88641 0.0104233 0.0010191 85068 0
: 769 | 9.38607 6.13234 0.0104119 0.000987478 84885.5 1
: 770 | 9.15819 5.91401 0.0104577 0.000986768 84469.2 2
: 771 | 9.12862 6.03181 0.0104088 0.000989518 84932.1 3
: 772 | 9.29737 6.22211 0.0103726 0.000988849 85254.2 4
: 773 Minimum Test error found - save the configuration
: 773 | 9.06766 5.88191 0.010431 0.00103611 85152.6 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.92146 5.83711 0.0104443 0.00102377 84920.9 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.60692 5.21961 0.0104836 0.00102259 84557.6 0
: 776 | 8.5827 6.1291 0.0127533 0.000989698 68006.5 1
: 777 | 8.36948 5.71306 0.0104521 0.000989989 84547.8 2
: 778 | 8.24593 5.2734 0.0104178 0.000988219 84839.3 3
: 779 | 8.19125 5.43399 0.0107874 0.000999889 81736.5 4
: 780 | 8.37732 5.99523 0.0103935 0.000990539 85079.2 5
: 781 Minimum Test error found - save the configuration
: 781 | 7.9355 5.1014 0.0105085 0.00103425 84439.3 0
: 782 | 8.00166 6.24425 0.010414 0.00100089 84987.5 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.93066 4.83085 0.0104409 0.00103082 85015.3 0
: 784 | 7.76324 5.2481 0.0103647 0.000988409 85321.7 1
: 785 | 7.53571 5.87613 0.0104221 0.000993909 84852.1 2
: 786 | 7.57641 5.68785 0.0103892 0.000987669 85092.5 3
: 787 | 7.47964 5.38901 0.0104491 0.00100456 84705.3 4
: 788 | 7.29656 5.06793 0.0104298 0.00098914 84740.1 5
: 789 | 7.24538 5.55085 0.0104187 0.00098978 84845.3 6
: 790 | 7.39345 5.40207 0.0104361 0.000990191 84692.6 7
: 791 | 7.15964 5.13097 0.0104018 0.0009899 84999.1 8
: 792 | 6.90362 6.73639 0.0104085 0.000992959 84966.1 9
: 793 | 7.14856 6.26554 0.0103903 0.000987738 85083.5 10
: 794 | 6.98525 6.02869 0.0103922 0.000983158 85024.3 11
: 795 | 6.70599 4.94924 0.0104177 0.000999869 84944.8 12
: 796 | 6.67175 5.68545 0.0105169 0.00103969 84412.7 13
: 797 | 6.47042 5.50681 0.0104996 0.00099173 84140.7 14
: 798 | 6.41768 6.01577 0.0103921 0.000991069 85097.5 15
: 799 | 6.24851 6.24909 0.0105089 0.00099182 84059.8 16
: 800 | 6.24874 5.74783 0.0104223 0.000992269 84835 17
: 801 | 6.16535 6.19054 0.0104271 0.000991198 84782.6 18
: 802 | 6.12158 6.5146 0.0104041 0.00098926 84971.8 19
: 803 | 6.03907 5.60944 0.0104199 0.000989389 84831 20
: 804 | 5.94308 5.50304 0.0104118 0.000989239 84903 21
:
: Elapsed time for training with 1000 events: 8.41 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: 0.011 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: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.28689e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06374e+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: 0.0305 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00149 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0948 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: 0.891 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00281 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: 0.0374 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00456 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00227 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000543 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: 0.106 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0179 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0996 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 : -0.993 0.0173 6.50 1.87 | 3.199 3.194
: 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 : -0.139 0.194 2.69 1.25 | 3.378 3.370
: 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.