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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: 0.255 sec
: Elapsed time for training with 1000 events: 0.259 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0035 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: 0.000753 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00496 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: 0.000212 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0012 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 = 31561.5
: --------------------------------------------------------------
: 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 | 33089.6 31111.4 0.010165 0.00103026 87577.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32525.9 30531.7 0.0102719 0.00102115 86479.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31806.6 29880.5 0.0103359 0.00103065 85972.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31098.1 29254 0.0102595 0.00100304 86426.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30359.1 28541.6 0.0102537 0.00100416 86490.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29546 27593.8 0.0102872 0.00101408 86271 0
: 7 Minimum Test error found - save the configuration
: 7 | 28791.7 26964.7 0.0100841 0.000977956 87853 0
: 8 Minimum Test error found - save the configuration
: 8 | 28329.8 26589.7 0.00999613 0.000981636 88746 0
: 9 Minimum Test error found - save the configuration
: 9 | 27971.6 26267.6 0.00995688 0.000973196 89050.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27646.7 25972.1 0.0100164 0.000971866 88450.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27348.3 25686.6 0.00992653 0.000969256 89312.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27054.8 25419.1 0.00997779 0.000968196 88794.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26781.5 25153.9 0.0100697 0.00100478 88252 0
: 14 Minimum Test error found - save the configuration
: 14 | 26508 24901.9 0.00991413 0.000966546 89409.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26249.9 24650.8 0.00990799 0.000966695 89472.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25991.9 24408.9 0.0100312 0.000971005 88298.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25737.3 24177.8 0.00991122 0.000971176 89485 0
: 18 Minimum Test error found - save the configuration
: 18 | 25499.1 23940.6 0.0123134 0.000977835 70574.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25253.9 23714.1 0.00990532 0.000960806 89440.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25019.2 23488 0.0099029 0.000967336 89529.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24785.6 23266.9 0.00989811 0.000964455 89549 0
: 22 Minimum Test error found - save the configuration
: 22 | 24556.9 23048.5 0.00989378 0.000961975 89567.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24328.1 22837.3 0.00990618 0.000967725 89500.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24106.3 22627.5 0.00993645 0.000984386 89364.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23888 22418.4 0.00991718 0.000970775 89421.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23669.1 22214.7 0.00994372 0.000961727 89067.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23457.7 22009.6 0.00990559 0.000970867 89538.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23242.8 21812.1 0.00992389 0.000966155 89308.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23035.5 21614.5 0.00990663 0.000966327 89482.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22831.4 21416.2 0.00997015 0.000964796 88836 0
: 31 Minimum Test error found - save the configuration
: 31 | 22625.2 21223.6 0.00991229 0.000965736 89419.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22424 21032.6 0.00989154 0.000957846 89548.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22222.1 20847.7 0.0101741 0.00118647 89011 0
: 34 Minimum Test error found - save the configuration
: 34 | 22028.7 20659.1 0.0100655 0.000995366 88202 0
: 35 Minimum Test error found - save the configuration
: 35 | 21834 20472.6 0.00995032 0.000972486 89108.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21637.7 20293.4 0.0100075 0.000971386 88533.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21449.5 20112.3 0.0101188 0.000979276 87532.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21259.6 19935 0.00998927 0.000974256 88740.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21073.6 19758.3 0.00996843 0.000972046 88924.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20889.7 19582 0.0100053 0.000973626 88577.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20707.6 19405.9 0.0100068 0.000987126 88694.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20521.8 19236 0.0100513 0.000984166 88230.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20340 19064.6 0.010069 0.000997866 88191.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20158.5 18894.4 0.0101462 0.00103544 87808.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 19988 18726.6 0.0101045 0.000986126 87735.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19807.2 18566 0.0100905 0.000984206 87851.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19634.8 18399.6 0.0100874 0.000985537 87894.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19460.8 18235.4 0.0100958 0.000991557 87870.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19291.2 18072.5 0.0100948 0.000989656 87862.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19122.1 17916.1 0.0101094 0.000991696 87741.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18954.2 17754.1 0.0101113 0.000993695 87742.3 0
: 52 Minimum Test error found - save the configuration
: 52 | 18786.3 17602.5 0.0101297 0.000993886 87567.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18625.2 17439.8 0.0101336 0.000994705 87537.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18458.9 17294.2 0.010384 0.00106274 85825.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18297.1 17134 0.0102179 0.00102414 87015.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18137.2 16981.2 0.0101501 0.000999546 87426.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17976 16829.8 0.0101721 0.000997027 87192.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17818.3 16680.8 0.0101784 0.000998566 87147.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17661.3 16531.9 0.010167 0.000998155 87252.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17503.7 16378.9 0.0101801 0.00100206 87164.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17349.1 16230.7 0.0101616 0.000996146 87284 0
: 62 Minimum Test error found - save the configuration
: 62 | 17192.8 16084.3 0.0101612 0.000996836 87294.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17041.1 15937.5 0.0101659 0.000997246 87253.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16886.5 15797.4 0.0102034 0.000998326 86908.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16738.5 15652.8 0.0102244 0.00101712 86888.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16587.8 15513 0.0102129 0.00101044 86932.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16439 15372.6 0.0102643 0.00103419 86673.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16293.8 15231 0.0102133 0.00100461 86874.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16146.6 15092.1 0.010234 0.00101457 86773.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16001 14955 0.0101869 0.00100045 87084.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15856.9 14820.3 0.0102037 0.00100021 86923.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15716.9 14683.3 0.0102178 0.00101744 86952.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15574 14551.1 0.0102014 0.00100053 86948.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15434.9 14419.2 0.0103317 0.00101243 85843.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15295.8 14289.6 0.0102443 0.00102003 86727.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15162 14156.4 0.0101999 0.00100918 87043.9 0
: 77 Minimum Test error found - save the configuration
: 77 | 15022.4 14030.2 0.010205 0.00100293 86936.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14888.9 13903.3 0.0102168 0.00100654 86859.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14757.5 13775.2 0.0102291 0.00100199 86701.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14622.4 13652.9 0.0102159 0.000998146 86788.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14492 13531.1 0.0102019 0.00100031 86941.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14362.2 13409.8 0.010197 0.000996796 86954.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14235.2 13287.5 0.0102141 0.00100303 86852.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14106.8 13167.3 0.0102333 0.00100706 86709.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13979.6 13049.7 0.0102652 0.0010231 86560.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13856.3 12930.4 0.0102037 0.00100241 86943.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13732.2 12811.9 0.0102671 0.00100436 86367.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13605.9 12699.6 0.0102329 0.00100617 86704.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13486.9 12584 0.0102334 0.00100087 86650.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13365.8 12469.4 0.0102289 0.00100295 86711.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13244.1 12358.7 0.0102549 0.00100785 86513.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13126.8 12247.1 0.0102695 0.00101466 86441.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13009.3 12136 0.0102374 0.00100534 86655 0
: 94 Minimum Test error found - save the configuration
: 94 | 12892 12026.2 0.0103335 0.00100787 85785 0
: 95 Minimum Test error found - save the configuration
: 95 | 12775.6 11919.1 0.0103755 0.00103249 85625.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12661.9 11812.3 0.0102489 0.0010048 86541.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12548.9 11704.2 0.0102625 0.00100354 86403 0
: 98 Minimum Test error found - save the configuration
: 98 | 12434.8 11600.1 0.0102631 0.0010106 86463.2 0
: 99 Minimum Test error found - save the configuration
: 99 | 12324.8 11492.9 0.0102704 0.00100467 86339.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12213.8 11388 0.0102609 0.00100987 86476.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12102.9 11286.7 0.0102496 0.00100905 86575.3 0
: 102 Minimum Test error found - save the configuration
: 102 | 11994.7 11183.7 0.0102713 0.00101009 86381.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11885.3 11084.9 0.0102754 0.00102388 86472 0
: 104 Minimum Test error found - save the configuration
: 104 | 11780.5 10984.4 0.0102564 0.0010101 86521 0
: 105 Minimum Test error found - save the configuration
: 105 | 11673.7 10884.7 0.0102902 0.00103375 86426.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11568.6 10787.5 0.0102553 0.00100708 86503.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11466.2 10688.7 0.010275 0.00101152 86360.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11360.2 10592.5 0.010277 0.00102781 86494.5 0
: 109 Minimum Test error found - save the configuration
: 109 | 11257.9 10500.2 0.0103109 0.00101406 86050.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11158 10404.8 0.0102692 0.00101229 86421.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11057.5 10310.4 0.0103214 0.00101676 85978.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10958.4 10216.8 0.0102932 0.0010095 86172.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10858.6 10125.6 0.0102781 0.00100706 86290.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10760.2 10032.9 0.0102797 0.00101021 86304.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10663.9 9943.92 0.0103797 0.00102381 85507.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10566.2 9856.02 0.0103203 0.00103502 86158 0
: 117 Minimum Test error found - save the configuration
: 117 | 10472.8 9766.8 0.0102813 0.00101392 86324 0
: 118 Minimum Test error found - save the configuration
: 118 | 10378.7 9676.58 0.0103093 0.00101105 86038 0
: 119 Minimum Test error found - save the configuration
: 119 | 10283.3 9590.55 0.0102736 0.00100558 86318.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10190.1 9505.87 0.0102524 0.00100559 86516.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10097.9 9420.79 0.0102588 0.00100395 86441.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10007.4 9334.92 0.0103176 0.00104559 86280.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9916.83 9251.38 0.0103045 0.00101062 86077.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9828.09 9166.71 0.0102829 0.00101516 86321.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9737.33 9084.98 0.0103059 0.0010182 86135.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9649.31 9007.55 0.0103121 0.00102996 86187.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9563.91 8923.19 0.0102953 0.00101063 86163.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9474.24 8843.39 0.0103162 0.0010311 86159.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9391.06 8762.71 0.0102898 0.00100965 86205.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9304.26 8687.19 0.0102898 0.00100835 86193.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9220.03 8606.75 0.0102674 0.00100917 86410 0
: 132 Minimum Test error found - save the configuration
: 132 | 9136.1 8532.36 0.0102993 0.00101668 86182.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9054.74 8455.98 0.0102991 0.00101463 86165.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8972.46 8376.69 0.0104011 0.00102634 85335.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8889.58 8302.62 0.010461 0.00104039 84920.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8809.25 8227.82 0.0103389 0.00102886 85929.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8729.82 8150.27 0.0103551 0.00101268 85631.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8649.64 8080.08 0.0103246 0.00101374 85920.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8570.18 8007.36 0.0102909 0.00100953 86194.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8493.24 7938.32 0.0103448 0.00101609 85757.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8417.18 7861.57 0.0103144 0.00102017 86075.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8339.76 7791.95 0.0103742 0.00102244 85545.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8263.28 7723.37 0.0103429 0.00101655 85778.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8188.32 7653.76 0.0105841 0.00102572 83696.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8113.84 7584.11 0.0104009 0.00103336 85401.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8039.67 7515.64 0.0103862 0.00103684 85567.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 7967.12 7444.6 0.0103226 0.0010156 85957.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7893.51 7377.33 0.0103817 0.00103328 85575.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7821.79 7310.56 0.0106988 0.00103264 82762.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7750.52 7244.65 0.010379 0.00103802 85644.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7679.87 7178.43 0.0103729 0.00101652 85503.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7610.79 7114.97 0.0103876 0.00102458 85442.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7539.03 7049.98 0.0103755 0.00102811 85585.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7470.5 6984.4 0.0105342 0.0010329 84198.8 0
: 155 Minimum Test error found - save the configuration
: 155 | 7403.93 6924.36 0.0106309 0.00103359 83356.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7336.21 6858.16 0.0104443 0.00106951 85335.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7267.63 6798.07 0.0103916 0.00104927 85631.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7202.03 6730.37 0.010757 0.0010415 82342.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7135.8 6673.55 0.0104165 0.00103039 85232.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7070.2 6613.83 0.0103417 0.00101787 85802 0
: 161 Minimum Test error found - save the configuration
: 161 | 7006.32 6554.64 0.0103572 0.00101823 85662.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6941.94 6496.19 0.010363 0.00102388 85660.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6878.47 6432.72 0.0107957 0.00103507 81961.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6816.34 6364.78 0.0104329 0.00104351 85202.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6752.06 6321.56 0.0128488 0.0017602 72146.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6691.96 6255.14 0.0112891 0.00104788 78115.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6629.11 6198.33 0.0103909 0.00102304 85398.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6568.06 6137.73 0.0103435 0.00102127 85816.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6510.29 6088.29 0.0103661 0.0010154 85554.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6448.23 6027.82 0.0103508 0.00101659 85706.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6390.14 5968.95 0.0103504 0.00101863 85728.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6330.19 5917.96 0.0103753 0.00102287 85539.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6273.34 5857.68 0.0103532 0.00102588 85769.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6214.3 5809.36 0.0104058 0.00102174 85251 0
: 175 Minimum Test error found - save the configuration
: 175 | 6159.14 5750.49 0.0104969 0.00105034 84687.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6101.79 5698.64 0.0103716 0.00101677 85517.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6044.36 5643.38 0.0103732 0.00101521 85488.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5990.69 5595.22 0.0103491 0.00101644 85720.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 5933.9 5535.13 0.010354 0.00101847 85694.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5879.71 5490.54 0.0103806 0.00102215 85484.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5825.73 5435.21 0.0103504 0.00102431 85780.9 0
: 182 Minimum Test error found - save the configuration
: 182 | 5772.33 5386.24 0.0103806 0.00102259 85488.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5719.23 5336.31 0.0103819 0.00102068 85459.1 0
: 184 Minimum Test error found - save the configuration
: 184 | 5665.81 5286.51 0.010361 0.00101705 85616.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5613.77 5230.12 0.0104227 0.00103396 85208.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5563.1 5180.51 0.0103382 0.00101588 85815.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5510.59 5137.55 0.010363 0.0010183 85610.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5459.48 5093.29 0.0103786 0.0010207 85488.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5411 5041.88 0.0103704 0.00102262 85582 0
: 190 Minimum Test error found - save the configuration
: 190 | 5360.04 4995.68 0.0103941 0.00102351 85373.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5309.9 4943.38 0.0103926 0.00101965 85352.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5262.32 4894.72 0.0103523 0.00101759 85701.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5212.94 4852.62 0.0103636 0.00101881 85609.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5164.35 4807.17 0.0103494 0.00101864 85738.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5117.57 4763.03 0.0104758 0.001042 84801.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5069.85 4713.9 0.0103864 0.00103489 85548.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5023.44 4669.29 0.0103975 0.00102858 85389.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4977.52 4628.31 0.0103679 0.00102282 85606.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4930.76 4586.09 0.0103592 0.00101924 85653.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4885.3 4535.53 0.0103593 0.00101969 85656.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4839.78 4500.97 0.0103946 0.00103489 85472.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4796.19 4458.94 0.0103548 0.00101843 85686.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4751.81 4410.08 0.0103798 0.00102121 85483.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.79 4370.72 0.0103675 0.00102353 85616.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4664.8 4333.46 0.0104055 0.00104068 85426.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4621.94 4287.73 0.0103945 0.00102524 85385.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4579.75 4246.33 0.0103683 0.0010195 85572 0
: 208 Minimum Test error found - save the configuration
: 208 | 4537.03 4209.88 0.0103553 0.0010181 85678.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4496.31 4169.52 0.0103906 0.00103082 85472.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4454.08 4129.66 0.0103787 0.0010195 85477.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4412.75 4092.23 0.0103863 0.00101924 85405.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371.74 4053.56 0.0104328 0.00103067 85086.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4332.66 4012.86 0.0103926 0.00102351 85387.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4291.86 3980.93 0.0103915 0.0010245 85405.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4253.27 3940 0.010625 0.00105487 83593 0
: 216 Minimum Test error found - save the configuration
: 216 | 4214.31 3901.5 0.0103935 0.00102276 85372.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4175.83 3864.65 0.010418 0.00102075 85130.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4137.52 3829.87 0.0104187 0.00102368 85151.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4099.86 3792.65 0.0103745 0.00102358 85553.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4061.38 3756.66 0.0103949 0.00103588 85478.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4024.37 3722.4 0.010378 0.00102292 85515 0
: 222 Minimum Test error found - save the configuration
: 222 | 3988.39 3685.95 0.010381 0.00102126 85472.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3951.94 3652.26 0.0103703 0.00101948 85553.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3915.31 3616.8 0.0103665 0.00101969 85590.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3878.86 3582.54 0.0104186 0.00103765 85278.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3844.04 3549.62 0.0103791 0.0010183 85462.4 0
: 227 Minimum Test error found - save the configuration
: 227 | 3809.18 3516 0.0103767 0.00101915 85492.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3774.32 3482.82 0.0103778 0.00102592 85544.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3739.93 3450.17 0.0103872 0.00103668 85556.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3706.32 3418.37 0.0103784 0.00102762 85554.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3671.83 3386.25 0.0103986 0.0010226 85324.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3638.82 3354.35 0.0103816 0.00102733 85522.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3605.61 3322.51 0.0103751 0.0010212 85525.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.87 3292.05 0.0103761 0.00101716 85480.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3540.71 3259.26 0.010512 0.00104551 84508.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3508.57 3229.09 0.0104263 0.00103213 85159.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.8 3199.54 0.0104082 0.00102547 85262.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3444.66 3169.97 0.0103794 0.00102545 85524.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3413.3 3140.56 0.0103801 0.00102121 85480.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3382.17 3111.16 0.0103891 0.00102559 85438.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3352.26 3081.23 0.0104288 0.00102326 85056.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3321.66 3051.98 0.0103911 0.00102795 85441.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3291.43 3024.52 0.010387 0.00101996 85406.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3260.48 2996.55 0.0104014 0.00102348 85307.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3232.13 2967.99 0.0104426 0.00104621 85138.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3202.07 2940.08 0.0104062 0.00102561 85282.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.06 2913.46 0.0104009 0.00102446 85320.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3144.8 2885.49 0.0103826 0.00102079 85453.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3116.34 2858.43 0.0103865 0.00103149 85515.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3087.55 2831.58 0.0103904 0.0010391 85549.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3059.13 2806.2 0.0103759 0.00101949 85502.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.97 2780.56 0.0103928 0.00102602 85408.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3004.11 2754.85 0.0103971 0.00102544 85364 0
: 254 Minimum Test error found - save the configuration
: 254 | 2977.85 2727.9 0.0103917 0.00102522 85410.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2949.52 2703.51 0.0105429 0.00105256 84295.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.08 2678.68 0.0103798 0.00102163 85486.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2897.12 2653.81 0.0103817 0.00102285 85480.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2871.44 2628.26 0.0104023 0.00105905 85623.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.43 2604.41 0.0104039 0.00102448 85292.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2818.59 2580.79 0.0104438 0.0010319 84998.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2794.3 2555.21 0.0104052 0.00102706 85304.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2767.8 2532.54 0.0103872 0.00102385 85439.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2742.98 2508.75 0.0103893 0.00102136 85397.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2718.1 2486.58 0.0103712 0.00101721 85525.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2693.52 2463.52 0.010412 0.00103468 85312.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2669.74 2440.12 0.0103831 0.0010153 85398.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2644.57 2417.93 0.0103701 0.00101713 85534.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.38 2396.02 0.0103948 0.00102184 85352.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.72 2373.26 0.0103848 0.00102109 85435.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2573.5 2351.85 0.0104084 0.00103049 85306.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.06 2330.91 0.0103686 0.00102088 85582.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.72 2309.17 0.0103871 0.00101857 85391.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2505.36 2287.03 0.0103685 0.00101696 85547.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2481.77 2266.48 0.0103717 0.00101641 85513.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.49 2244.98 0.010511 0.00104481 84511 0
: 276 Minimum Test error found - save the configuration
: 276 | 2437.01 2224.46 0.0104011 0.00102025 85280.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2415.12 2203.78 0.0103996 0.00102341 85322.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.98 2183.81 0.0106274 0.00109471 83921.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2370.79 2164.09 0.0104442 0.00106197 85267.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2349.9 2143.88 0.0104434 0.00102145 84907.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2328.08 2124 0.0103822 0.0010204 85453.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.72 2104.84 0.0103782 0.00101909 85477.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.8 2086.38 0.0106329 0.00102488 83263.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2265.1 2066.76 0.0104262 0.00102207 85068.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2244.29 2047.64 0.0104443 0.00104561 85118.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.81 2028.81 0.0103755 0.00102673 85572.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2203.43 2010.23 0.0103692 0.00102118 85579.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2183.17 1991.59 0.0103941 0.00102104 85350.6 0
: 289 Minimum Test error found - save the configuration
: 289 | 2163.26 1973.04 0.0103735 0.00101903 85520.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2142.91 1955.38 0.0104739 0.00102837 84696.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2123.76 1937.14 0.0103817 0.00101935 85448.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2103.99 1919.26 0.0103806 0.00103009 85557.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2084.45 1901.97 0.0104326 0.00106775 85426.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2064.88 1885.11 0.0104219 0.00103061 85185.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2046.25 1868 0.0105502 0.001058 84279.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2027.45 1850.79 0.0103945 0.001022 85356.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.73 1833.57 0.0103918 0.00102486 85406.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1989.99 1816.67 0.0103892 0.00102083 85393.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.63 1799.93 0.0104364 0.0010504 85232.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.75 1784.32 0.0104325 0.00102212 85012.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1935.01 1768 0.0103884 0.00102538 85442.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1917.04 1751.53 0.0103956 0.00102882 85408 0
: 303 Minimum Test error found - save the configuration
: 303 | 1899.18 1735.61 0.0104351 0.00102676 85031 0
: 304 Minimum Test error found - save the configuration
: 304 | 1881.2 1719.36 0.0104212 0.00102048 85099.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.63 1704.08 0.0104546 0.00106631 85212.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1846.8 1687.76 0.0104065 0.00102171 85244.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.97 1672.4 0.0104131 0.00101906 85160 0
: 308 Minimum Test error found - save the configuration
: 308 | 1811.67 1657.47 0.0103993 0.00102279 85319.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.89 1642.32 0.0105036 0.00102947 84440 0
: 310 Minimum Test error found - save the configuration
: 310 | 1777.98 1627.47 0.0104181 0.00102657 85182.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1761.47 1612.52 0.0103976 0.00102416 85347.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1744.7 1597.46 0.0103869 0.00102288 85433.3 0
: 313 Minimum Test error found - save the configuration
: 313 | 1728.03 1582.99 0.0104164 0.00102191 85156.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.96 1568.54 0.0105676 0.00111345 84619.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1695.54 1554.7 0.0104448 0.00103853 85049.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.97 1540.49 0.0103955 0.00102217 85348.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1664.19 1525.89 0.0104193 0.00102723 85177.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1648.29 1511.45 0.0104087 0.00102828 85284.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1632.32 1497.84 0.0104904 0.00102719 84537.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.29 1484.81 0.0104099 0.00102057 85203.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1601.41 1471.36 0.0103866 0.00102001 85410.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1586.42 1457.52 0.0103772 0.00101974 85492.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1571.24 1443.94 0.0104252 0.0010225 85081.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1556.24 1430.51 0.0104226 0.00102186 85099.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1541.11 1417.7 0.0104467 0.00104169 85061.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1526.63 1404.28 0.0103968 0.00102622 85374 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.7 1391.34 0.0104505 0.00102722 84895.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497.28 1378.93 0.0104826 0.00102396 84578.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1483.35 1365.78 0.0104004 0.00101915 85276.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.82 1353.45 0.0103911 0.00101805 85351.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.58 1340.83 0.0103786 0.00101929 85476.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.7 1328.6 0.0105365 0.00103064 84158.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.93 1316.32 0.0104215 0.00102564 85143.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1413.39 1303.95 0.0105155 0.00111354 85088.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.88 1291.84 0.0104605 0.00104496 84965.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1386.12 1279.95 0.0104228 0.00102526 85128.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1373.1 1268.26 0.0104084 0.00102327 85240.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.75 1256.04 0.0104933 0.00103092 84545.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.31 1245.06 0.0104015 0.00102337 85304.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1333.78 1233.66 0.0104023 0.00102011 85267.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1321.22 1221.75 0.0104162 0.00102588 85194.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1308.09 1210.46 0.0104827 0.00103645 84689.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1295.38 1198.95 0.0104446 0.00103065 84979.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.7 1187.92 0.0104019 0.00102111 85280.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.45 1176.87 0.0104313 0.00103821 85169.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1258.07 1165.98 0.0103941 0.00101975 85339.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1246.13 1155.6 0.0104647 0.0010233 84733 0
: 348 Minimum Test error found - save the configuration
: 348 | 1234.5 1144.41 0.0104136 0.00101994 85163.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1222.1 1134.07 0.0104273 0.00102607 85095 0
: 350 Minimum Test error found - save the configuration
: 350 | 1211.04 1122.53 0.0104047 0.00102599 85299.2 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.64 1112.2 0.0104593 0.00103809 84914.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1186.88 1101.72 0.01043 0.00102176 85031.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1175.62 1091.27 0.0104327 0.00102962 85078.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1164.01 1081.18 0.0105273 0.00103603 84287.6 0
: 355 Minimum Test error found - save the configuration
: 355 | 1153.08 1070.72 0.0104329 0.00104063 85176.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.25 1060.87 0.0104632 0.00102407 84753.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.62 1050.58 0.010505 0.00102608 84397.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1119.39 1040.84 0.0104152 0.00103314 85268.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1108.82 1030.84 0.0104154 0.00103071 85245.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.65 1021.11 0.0103985 0.0010223 85322.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1087.47 1011.45 0.010428 0.00102658 85093.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1076.69 1001.93 0.0104269 0.00102283 85069.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.86 992.721 0.0104163 0.00102268 85164.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.79 983.156 0.0104011 0.00102131 85289.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1045.34 973.486 0.0104304 0.00104087 85201.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1035.05 964.202 0.0104021 0.00102204 85287.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.97 954.951 0.0104944 0.00102775 84507 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.75 946.299 0.0104124 0.00102157 85189.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1005.01 937.218 0.0103933 0.00102223 85369.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 995.484 927.74 0.0104222 0.00103972 85265.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.861 918.694 0.0103971 0.00103125 85416.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 975.707 909.927 0.0104088 0.00101994 85207.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 966.315 901.285 0.0104203 0.00102323 85133.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.809 892.449 0.0104907 0.00103125 84571.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.382 883.918 0.0104869 0.00104407 84720.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 937.885 875.67 0.0104642 0.00102562 84758.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.832 867.354 0.0103924 0.00102232 85378.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.978 859.003 0.0104215 0.00102201 85111.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.38 850.29 0.0103927 0.00101629 85320.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 901.649 842.345 0.0104139 0.00101956 85157.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 893.098 833.647 0.0104627 0.00102575 84773.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 883.906 825.243 0.0104183 0.00103182 85228.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 874.918 817.582 0.0104083 0.00102859 85290.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.533 809.713 0.010415 0.00102149 85165.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.731 802.732 0.0104547 0.00103755 84951.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.623 794.114 0.0104893 0.00102117 84494.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 841.205 786.1 0.0104061 0.00102429 85271.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.572 778.417 0.0103841 0.00101906 85423.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 824.404 770.466 0.0104069 0.00102433 85264.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.959 763.145 0.0104217 0.00102317 85119.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.814 755.905 0.0104231 0.00102579 85130.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 799.943 748.036 0.0104257 0.00102168 85070.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 792.238 740.699 0.0104037 0.00101891 85244.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 783.786 733.18 0.0105001 0.00102947 84471.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 776.116 725.685 0.0105188 0.00103905 84390.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.317 718.507 0.0104116 0.00101921 85175 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.747 711.196 0.0104243 0.00102461 85108.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.233 704.055 0.0104286 0.00102446 85068.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.282 697.256 0.0104518 0.00104051 85004.2 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.25 690.326 0.0104122 0.00101725 85151.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.417 683.535 0.0104254 0.00102312 85085.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 723.3 676.762 0.0104288 0.00102113 85037.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 716.232 669.165 0.0103885 0.00101666 85362.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.932 662.546 0.0104003 0.0010208 85292.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.416 655.904 0.0105396 0.00104427 84251.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.285 649.348 0.010408 0.0010245 85256.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.421 642.697 0.0104299 0.001028 85089 0
: 408 Minimum Test error found - save the configuration
: 408 | 680.397 636.212 0.0104585 0.00102082 84766.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.605 629.579 0.0104314 0.0010199 85002.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.889 622.922 0.0104446 0.00101992 84883.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.998 616.708 0.0104088 0.0010202 85209.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.252 610.994 0.0105067 0.00102044 84332.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.781 603.965 0.0104324 0.00103511 85131.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.101 597.564 0.0106043 0.00103212 83575.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.385 591.961 0.0104724 0.00104359 84846.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.043 585.639 0.0104165 0.00102022 85139.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.624 579.387 0.0104207 0.00102084 85107.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 614.097 573.74 0.0104209 0.0010195 85093.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.438 567.65 0.0104036 0.00101843 85240.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.845 561.848 0.0104151 0.00102025 85153.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.679 556.03 0.0104059 0.00102143 85246.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.417 549.739 0.0104379 0.001025 84990 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.425 544.304 0.0104188 0.0010284 85193.3 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.295 539.029 0.0105021 0.0010311 84468.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.837 532.474 0.0104455 0.00103825 85040.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.324 527.111 0.0104205 0.00103073 85199.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.67 521.864 0.0104153 0.00101948 85143.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.988 516.107 0.0104284 0.00101963 85027.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.041 510.624 0.0104348 0.00102127 84983.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.653 505.048 0.0104421 0.00102449 84947.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.826 499.737 0.0104232 0.00102467 85119.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.13 494.941 0.0104228 0.00102979 85169.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.717 489.697 0.0104123 0.00102289 85202.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.593 483.936 0.0106017 0.00103139 83592 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.797 478.947 0.0104519 0.00103869 84987.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.538 473.745 0.0104427 0.00102704 84965.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.491 468.696 0.0104319 0.00105088 85278.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.179 463.556 0.0104417 0.00102973 84998.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.836 459.49 0.0104405 0.00102793 84992.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.01 453.804 0.0104237 0.00102094 85081 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.836 448.861 0.0104153 0.00102121 85160.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.504 444.298 0.010427 0.00102014 85044 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.43 439.546 0.0104887 0.00101917 84481.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.854 434.474 0.0104126 0.00101902 85164.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.746 429.74 0.010451 0.00104235 85028.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.911 425.175 0.0104261 0.0010248 85094.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 453.863 420.788 0.0104345 0.00102806 85047.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.238 416.706 0.0104251 0.00103599 85205.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.16 411.659 0.0104044 0.00101958 85244.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.055 406.638 0.0104003 0.00101882 85274.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.294 402.689 0.0104118 0.00102076 85188 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.865 398.072 0.0104138 0.00101954 85158.1 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.309 393.638 0.0104976 0.00102729 84474.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.71 389.163 0.0105267 0.00103475 84282.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.418 385.428 0.0104479 0.00104307 85063.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.039 380.853 0.0104304 0.00102343 85043.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.655 377.023 0.010452 0.00102289 84843.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.44 372.857 0.0104154 0.00102409 85185.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.152 369.152 0.0104102 0.00102191 85212.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.113 364.849 0.0104067 0.00102572 85278.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.916 360.411 0.010425 0.00103045 85155.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.623 356.67 0.0104975 0.00102561 84460.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.501 352.48 0.0104396 0.00102522 84976 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.524 348.172 0.0104131 0.00102448 85209.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.177 344.674 0.0104498 0.00104477 85060.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.509 340.664 0.0104352 0.00102145 84981.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.462 336.95 0.0104167 0.00102344 85167.8 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.537 333.087 0.010404 0.00101901 85242.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.557 329.512 0.0104059 0.00102304 85261.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.015 325.488 0.0104227 0.00102479 85125.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.974 321.788 0.0104503 0.00102709 84896.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.158 318.326 0.0104947 0.00102443 84475.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.684 314.974 0.0104316 0.00102152 85014.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.082 311.026 0.0105314 0.00103224 84217.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.245 307.465 0.0104608 0.00103747 84895.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.777 304.112 0.0104316 0.00102185 85018.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.93 301.093 0.010418 0.00102331 85154.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.457 297.105 0.010423 0.00102409 85115.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.08 294.085 0.0104365 0.00102279 84982.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.5 290.609 0.0104131 0.00102313 85197.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.421 287.824 0.0104696 0.00108514 85247.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.8 283.966 0.0103986 0.00101842 85286.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.083 280.609 0.0104108 0.00101589 85152.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 306 277.392 0.0104075 0.00102289 85245.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.6 274.736 0.0104644 0.00103874 84874.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.518 271.128 0.0104131 0.00102655 85228.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.197 268.48 0.0103961 0.00102736 85390 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.178 264.695 0.0104114 0.00102314 85212.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.677 261.527 0.0104114 0.00102002 85184.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.487 258.794 0.0104189 0.00101979 85114.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.514 255.886 0.0104816 0.0010175 84529.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.325 252.969 0.0104021 0.00102088 85276.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.234 249.991 0.0104316 0.00102197 85019.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.353 246.914 0.010543 0.00106408 84397.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.215 244.252 0.0104605 0.00102622 84796.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.373 241.582 0.0104226 0.00102419 85121 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.599 239.399 0.010463 0.00102035 84722.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.576 236.087 0.0104217 0.00102095 85099.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.722 233.103 0.0104187 0.00101765 85096.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.793 230.253 0.0104765 0.001025 84642.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.844 228.001 0.0105185 0.00102321 84252.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.32 225.707 0.0104455 0.00102963 84963.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.798 223.117 0.0104416 0.00102652 84970.4 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.784 219.728 0.0104745 0.00108493 85200.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.091 217.482 0.0104111 0.00101979 85184.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.493 215.027 0.0104428 0.00101956 84896.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.768 212.578 0.0104081 0.00101846 85200.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.952 210.15 0.0104065 0.00102032 85231.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.543 207.679 0.0104274 0.00102914 85122.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.151 205.373 0.0105297 0.00102532 84171.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.541 203.151 0.0104318 0.00102405 85036 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.987 200.049 0.0104449 0.00102257 84904.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.436 197.483 0.0104147 0.0010315 85258.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.045 195.693 0.0105692 0.00104695 84013.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.576 193.496 0.0104226 0.00101866 85070.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.267 191.401 0.0104029 0.00101808 85244.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.924 189.275 0.0104138 0.00102033 85165.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.431 186.794 0.0104126 0.00102335 85204 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.141 184.835 0.010457 0.00102453 84813.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.8 182.293 0.0106557 0.00102783 83091.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.62 180.279 0.0104359 0.00101914 84954.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.462 178.998 0.0104083 0.00102173 85228.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.051 176.797 0.0104147 0.00101785 85135.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.103 174.689 0.0104619 0.00103621 84874 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.559 172.401 0.0103998 0.00101871 85277.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.457 169.927 0.010417 0.00102297 85160.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.225 168.23 0.010427 0.001025 85087.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.41 166.28 0.0104787 0.001023 84605.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.297 164.852 0.0105115 0.00102517 84332.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.924 162.293 0.0104022 0.00101853 85254.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.788 160.36 0.0103978 0.00101869 85296 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.949 158.547 0.0104472 0.00101858 84847.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.16 157.113 0.0104675 0.00102553 84728.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.216 156.094 0.0106006 0.0010509 83772.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.101 153.365 0.0104409 0.00103194 85025 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.999 151.55 0.0104173 0.00102342 85161.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.005 149.422 0.0104168 0.0010193 85128.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.173 147.667 0.0104321 0.00102139 85009.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.741 145.957 0.0105337 0.00102251 84111.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.057 144.748 0.0104538 0.0010208 84808.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.384 142.39 0.0104181 0.00102093 85132.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.235 140.478 0.0104359 0.00103184 85069.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.456 138.874 0.0104287 0.00103328 85148.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.714 137.353 0.010468 0.00104103 84862.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.898 136.583 0.0104139 0.00102164 85176.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.853 134.256 0.0103947 0.00101851 85322.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.237 132.367 0.0103988 0.00101817 85282.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.549 131.486 0.01049 0.00102622 84532.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.851 129.138 0.010417 0.00102273 85158 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.94 127.777 0.0104163 0.00102261 85163.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.358 126.416 0.0104049 0.00102277 85268.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.648 124.723 0.0104311 0.00102431 85045.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.292 123.742 0.0105233 0.00111162 85000.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.502 122.307 0.0104386 0.00103699 85091.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.757 120.552 0.0104048 0.00101863 85231.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.394 119.707 0.0104109 0.00101633 85155.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.812 117.538 0.0103976 0.00102051 85314.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.957 116.796 0.0104963 0.00102182 84437 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.665 115.393 0.0104052 0.00102656 85300.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.949 113.86 0.0104202 0.00102534 85152.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.274 112.242 0.0104254 0.0010205 85061.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.765 110.841 0.0104516 0.00102119 84831.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.406 109.425 0.0104343 0.00101689 84949.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.859 107.71 0.0104279 0.00103367 85159 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.231 106.943 0.010409 0.00101716 85180.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.976 105.836 0.010407 0.00102195 85241.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.453 103.767 0.0104644 0.00104235 84907.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.781 102.597 0.0105075 0.00102479 84363.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.8 101.523 0.0103945 0.00101856 85324.4 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.597 100.655 0.0103935 0.00101696 85319.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.93 99.0599 0.0104386 0.00101813 84921.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.522 97.7946 0.0104401 0.0010211 84935 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.316 96.4189 0.0105214 0.00103525 84333 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.92 95.5903 0.0104793 0.00105249 84864.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.598 94.6079 0.0104146 0.00102331 85185.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.435 93.3204 0.0104359 0.00103146 85066.2 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.954 91.4497 0.0105327 0.0010206 84103.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.703 90.2395 0.0104242 0.00101882 85057.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.419 89.2722 0.0104517 0.00104535 85048.7 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.278 88.2426 0.0103999 0.00102071 85294.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.922 87.0829 0.0104432 0.00102081 84904 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.9287 86.3139 0.0104354 0.00102355 84999.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.6858 84.9975 0.0104233 0.00102589 85129.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.475 83.6783 0.0104414 0.0010398 85091.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.297 83.0282 0.0104031 0.00101931 85253.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.3642 81.553 0.0103854 0.00102693 85484.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0853 80.9772 0.010477 0.00101883 84583 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.0691 79.6579 0.0104298 0.00102018 85019.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.7675 78.1067 0.0103916 0.00101769 85342.9 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.6422 77.6557 0.0104234 0.00102295 85101.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.7592 76.8111 0.0104227 0.00102381 85116.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.8903 76.2282 0.0104255 0.0010487 85317.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.9734 74.7414 0.0105182 0.00103343 84346.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.6771 73.4207 0.0104361 0.00105549 85282.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.4979 72.974 0.0104247 0.00102555 85114.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.5151 71.924 0.010486 0.00102012 84514.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.6045 70.6467 0.0104143 0.00101892 85148.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7097 70.0259 0.0104085 0.00102326 85240.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.7315 68.604 0.0104362 0.00102562 85010.3 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.6544 68.3238 0.0104638 0.00102861 84789.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.7853 67.0439 0.010417 0.00102152 85147.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.7786 66.4804 0.0104682 0.00102309 84700.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9271 65.7097 0.0104042 0.0010191 85241.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.0028 64.5492 0.0104372 0.00103567 85092.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.3185 63.7572 0.0104106 0.00102035 85194.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.2824 62.9937 0.0105078 0.00102238 84339.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.3178 61.8518 0.0104439 0.0010242 84928.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.5775 61.8116 0.0105169 0.00102737 84303.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.7924 60.5406 0.0104104 0.00101986 85191.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9744 59.9861 0.0104341 0.0010219 84995.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.9583 58.7042 0.0104112 0.00101891 85176.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.0695 58.044 0.0104232 0.00101812 85060.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1153 57.1364 0.0105102 0.00103019 84387.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2591 56.2398 0.0104473 0.00104795 85112 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.5088 55.6638 0.0104982 0.00111363 85246.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.7222 55.0411 0.0104257 0.00104324 85265.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.026 54.5158 0.0104204 0.00102221 85123 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.243 53.353 0.0104241 0.00102142 85081.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.4263 52.4572 0.0104127 0.00101962 85169.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.5909 52.2694 0.0104011 0.00101859 85265.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.0015 51.1388 0.010408 0.00101895 85206 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.1027 50.4699 0.0104134 0.00102334 85196.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4366 49.6296 0.0104118 0.001025 85225.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.7666 49.4234 0.0104504 0.00104353 85044.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3715 48.5757 0.0104919 0.00102486 84503.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.4143 48.0795 0.0104519 0.00103968 84995.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.7706 46.9319 0.0104275 0.00102249 85060.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.0283 46.4166 0.0103977 0.00101878 85297.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.1424 46.3847 0.010443 0.00102149 84911.8 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6007 45.4734 0.010434 0.00103375 85104.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7915 44.2258 0.0104224 0.00103546 85224.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1473 43.6562 0.0104102 0.00102405 85232.4 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.3461 43.2797 0.0105127 0.00103185 84380.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7097 42.4604 0.0104588 0.00103889 84926.6 0
: 635 | 52.998 42.6146 0.0104611 0.000990335 84470.1 1
: 636 Minimum Test error found - save the configuration
: 636 | 52.6803 41.771 0.0104358 0.001019 84954.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.1447 40.7873 0.0104089 0.00101846 85192.6 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4155 40.076 0.0104179 0.00102758 85194.2 0
: 639 | 50.6737 40.4139 0.0103905 0.000990576 85107.5 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.0725 39.1673 0.0104318 0.00103589 85143.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.4938 38.9072 0.0104256 0.00102155 85069.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.0466 37.8484 0.0104046 0.00102076 85252.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.3156 37.4572 0.0104479 0.00102356 84887 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.8212 37.0177 0.0105568 0.00103645 84030.8 0
: 645 | 47.3312 37.2231 0.0103936 0.000988357 85058.5 1
: 646 Minimum Test error found - save the configuration
: 646 | 46.6708 35.8103 0.0104434 0.00102842 84970.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.9115 35.313 0.0104071 0.0010221 85242.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.5297 34.6969 0.0104499 0.00102442 84876.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.925 34.2191 0.0104202 0.00102394 85140.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5283 33.9561 0.0103917 0.00102106 85373.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.8876 33.263 0.0104237 0.00102045 85077.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4202 32.9357 0.0103892 0.0010187 85374.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7865 32.6463 0.0105404 0.0010304 84121.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.1865 31.9669 0.0105889 0.00104488 83822 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6508 31.2505 0.0104342 0.00102221 84998.3 0
: 656 | 41.367 31.2638 0.0103982 0.000988455 85018.4 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.8384 30.6495 0.0104325 0.00102396 85029 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.4094 29.9038 0.0104522 0.00102391 84851.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.8665 29.5716 0.0104183 0.00103317 85241.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4632 29.2475 0.0103993 0.00101937 85288.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.8168 28.6644 0.0104222 0.00102016 85088.3 0
: 662 | 38.3604 28.8553 0.0103852 0.000986866 85121.7 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.207 28.1592 0.0105135 0.00102623 84323.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.4988 27.5646 0.0104587 0.00104102 84946.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.952 27.1339 0.0107226 0.00133778 85243.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6837 26.668 0.0104584 0.00102159 84774.2 0
: 667 | 36.0769 26.8092 0.0104008 0.000986596 84978.4 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.8409 25.9508 0.0104062 0.00101896 85222.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.2272 25.5213 0.010433 0.00102004 84989.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.7067 25.3805 0.010433 0.00103011 85079.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4459 24.9392 0.0104185 0.00102106 85129.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0277 24.2934 0.0104143 0.00102478 85201.4 0
: 673 | 33.6083 24.3412 0.0105564 0.000989606 83622.5 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.2543 24.0215 0.010449 0.00105145 85129 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.7875 23.6678 0.0116734 0.00108992 75589.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.4372 23.1397 0.012336 0.00132438 72650.8 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8271 22.5758 0.0134371 0.00134718 66171 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.411 22.4585 0.0120305 0.00104136 72799.4 0
: 679 | 31.0843 22.5148 0.0104006 0.000991276 85021.8 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.7274 21.8665 0.0105508 0.00104513 84159.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4423 21.7694 0.0104485 0.00102475 84891.6 0
: 682 | 30.1256 21.8384 0.0104208 0.000989086 84820.5 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.7371 21.1201 0.0104531 0.00104123 84999.3 0
: 684 | 29.4448 21.457 0.0104015 0.000991326 85014.2 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.0543 20.8666 0.0104328 0.00102515 85037.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.6261 20.1021 0.0104389 0.00102706 84999.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.181 20.0286 0.0104367 0.00102851 85031.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.726 19.4456 0.0104549 0.00102924 84874.9 0
: 689 | 27.6115 19.8869 0.0103986 0.000989295 85022.3 1
: 690 | 27.5264 19.6317 0.0103744 0.000988626 85235 2
: 691 Minimum Test error found - save the configuration
: 691 | 27.0201 18.813 0.0104108 0.00102148 85203.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.5223 18.7593 0.0105719 0.00103364 83873 0
: 693 | 26.1362 19.1362 0.0104144 0.000989936 84885.5 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.5973 18.1604 0.0105024 0.00106145 84737.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.3495 17.8481 0.0104333 0.00102756 85054.7 0
: 696 | 25.0595 18.381 0.0104013 0.000989895 85003.6 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.553 17.4275 0.0104228 0.00102317 85109.9 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2521 16.7743 0.0104469 0.00102603 84917.9 0
: 699 | 24.0312 17.2064 0.0104193 0.00100546 84980.8 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.7247 16.6388 0.0104835 0.00102626 84591 0
: 701 | 23.4296 16.8495 0.0104339 0.000990487 84714.8 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.1508 16.6007 0.0104592 0.00102972 84840.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.0454 16.0967 0.0104567 0.00104527 85002.7 0
: 704 | 22.8526 16.8214 0.0103996 0.000990006 85019.5 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.1488 15.44 0.0104166 0.0010229 85163.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.766 15.2372 0.0104262 0.00102061 85055.8 0
: 707 | 21.5703 15.2597 0.0103889 0.000990966 85125.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.1596 14.8745 0.0104402 0.00102417 84961.3 0
: 709 | 20.9373 15.0247 0.0104069 0.000991977 84971.5 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.8143 14.7044 0.0104314 0.00102732 85069.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4069 14.3467 0.0104324 0.00102735 85061 0
: 712 | 20.1682 15.2181 0.010508 0.000992806 84075.9 1
: 713 | 20.0249 14.413 0.0104035 0.000990676 84990.3 2
: 714 Minimum Test error found - save the configuration
: 714 | 19.5415 13.976 0.0104486 0.00102899 84929.1 0
: 715 | 19.3016 14.0973 0.0103911 0.000989365 85090.7 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2162 13.5514 0.0104428 0.00102455 84941.1 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.9109 13.3153 0.0104212 0.00102593 85149 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.527 13.201 0.0104502 0.00102736 84900.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.432 13.0031 0.0104295 0.00102899 85102 0
: 720 | 18.3156 13.5738 0.0104032 0.000988366 84972.6 1
: 721 | 17.9581 13.4177 0.0103891 0.000990946 85123.3 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.6207 12.9095 0.0104514 0.0010292 84906.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4143 12.6977 0.011504 0.00208709 84953.1 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.0835 12.2655 0.0104637 0.0010261 84767.7 0
: 725 | 16.9163 13.3751 0.0104 0.000990616 85021.8 1
: 726 | 16.8227 12.425 0.0103924 0.000990216 85086.3 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.5085 11.8076 0.0104424 0.0010309 85002.3 0
: 728 | 16.2236 11.9493 0.0104188 0.000990006 84846.6 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.957 11.4856 0.0105001 0.00110282 85131 0
: 730 | 15.7843 11.8627 0.0103988 0.000987196 85001.9 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.6445 11.4486 0.0104165 0.00102133 85150 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.4038 11.2269 0.0105408 0.0010352 84160.9 0
: 733 | 15.5729 12.7224 0.0104561 0.000990986 84520.7 1
: 734 | 15.1129 11.7813 0.0104013 0.000991517 85018.2 2
: 735 | 14.965 11.5468 0.0103981 0.000989056 85025 3
: 736 Minimum Test error found - save the configuration
: 736 | 14.746 11.179 0.0104357 0.00102543 85013.3 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.299 10.8162 0.0104082 0.00102249 85236 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.0777 10.6259 0.0104331 0.00102415 85025.4 0
: 739 | 13.9347 10.7639 0.0105221 0.000988057 83910.1 1
: 740 | 13.6907 10.6563 0.0103932 0.000991166 85087.8 2
: 741 | 13.7201 11.4897 0.0103946 0.000991056 85074.1 3
: 742 | 13.5129 10.7961 0.0104102 0.00100185 85030.4 4
: 743 | 13.3831 11.4928 0.0104296 0.000988977 84740 5
: 744 | 13.2144 11.1387 0.0103808 0.000988276 85174.5 6
: 745 Minimum Test error found - save the configuration
: 745 | 12.9192 9.90704 0.0104338 0.00102785 85052.8 0
: 746 | 12.6872 10.1056 0.0104235 0.000990466 84808.3 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.8046 9.52505 0.0104271 0.00102131 85053.7 0
: 748 | 12.705 9.53013 0.0103955 0.000988966 85047.1 1
: 749 | 12.2941 10.5743 0.0104847 0.000992986 84284.2 2
: 750 | 12.1561 10.7518 0.0104198 0.000989135 84829.9 3
: 751 Minimum Test error found - save the configuration
: 751 | 12.0856 9.35077 0.0104363 0.00102876 85038.4 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.8174 9.26078 0.0106115 0.00109988 84107.8 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.7058 9.18521 0.0104563 0.00103175 84884.9 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.4537 8.93657 0.0104442 0.0010328 85002.9 0
: 755 | 11.4873 9.05983 0.0104211 0.000988397 84811.6 1
: 756 | 11.3573 9.30083 0.0103802 0.000988976 85186.1 2
: 757 | 11.0836 9.5158 0.0104295 0.000995536 84799.8 3
: 758 | 11.08 10.0909 0.0105331 0.00100808 83989.4 4
: 759 Minimum Test error found - save the configuration
: 759 | 10.8567 7.98152 0.010477 0.00104042 84776.6 0
: 760 | 10.7981 8.43203 0.0104081 0.000990705 84948.8 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.6894 7.78161 0.0104382 0.0010285 85018.8 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.4493 6.94294 0.0104952 0.00105213 84718.5 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.3316 6.83824 0.0104695 0.00102715 84724.7 0
: 764 | 10.1197 7.54397 0.010402 0.000992306 85018.3 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.89448 6.82084 0.010463 0.00102962 84805.4 0
: 766 | 9.76917 7.61062 0.0104331 0.000989306 84711.7 1
: 767 | 9.93581 8.63065 0.0104203 0.000994556 84874 2
: 768 | 9.57659 6.89955 0.0104664 0.000990226 84422.5 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.60208 6.4379 0.0104354 0.0010271 85031.1 0
: 770 | 9.38177 6.44848 0.0103929 0.000990425 85083.8 1
: 771 | 9.1411 6.5611 0.0103935 0.000989776 85072.3 2
: 772 Minimum Test error found - save the configuration
: 772 | 8.92356 6.33991 0.0106042 0.00105309 83760.3 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.83485 6.29466 0.010465 0.00103706 84854.1 0
: 774 | 8.86764 6.67648 0.010434 0.000992856 84735.9 1
: 775 | 8.70865 6.32376 0.010414 0.000992776 84915.1 2
: 776 Minimum Test error found - save the configuration
: 776 | 8.55404 6.12778 0.0104573 0.00103113 84869.7 0
: 777 | 8.39296 7.0103 0.0106875 0.000992986 82521.2 1
: 778 | 8.34584 6.4576 0.0103966 0.000990876 85054.9 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.40568 5.97227 0.0104384 0.00102551 84989.7 0
: 780 | 8.34668 6.39948 0.0103994 0.000990246 85024 1
: 781 | 7.97639 6.69613 0.0104337 0.000994775 84755.8 2
: 782 | 8.10568 6.78669 0.0104382 0.000990396 84675.6 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.85926 5.28394 0.010448 0.0010438 85068.1 0
: 784 | 7.63419 6.18451 0.0104177 0.000991956 84873.9 1
: 785 | 7.47116 5.86204 0.0104061 0.000991406 84973.6 2
: 786 | 7.48495 5.88141 0.0104715 0.000990027 84375.1 3
: 787 | 7.4437 6.69833 0.010507 0.000991216 84071 4
: 788 | 7.51122 6.22443 0.0104054 0.000991586 84981.8 5
: 789 | 7.22521 6.36487 0.0104126 0.000992766 84927.2 6
: 790 Minimum Test error found - save the configuration
: 790 | 7.22185 5.26392 0.0104673 0.001037 84833.1 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.20585 4.72847 0.0105837 0.00113533 84670.8 0
: 792 | 6.96035 5.88067 0.0104837 0.000992586 84289.8 1
: 793 | 6.92664 5.43097 0.0104048 0.000991736 84988.3 2
: 794 | 6.9007 5.33759 0.0104071 0.000991977 84969.5 3
: 795 | 6.76317 6.26075 0.0104107 0.000989196 84911.8 4
: 796 | 6.48502 6.58081 0.0104843 0.000993316 84290.5 5
: 797 | 6.55278 6.10812 0.0104244 0.000993646 84829.2 6
: 798 | 6.53017 6.61906 0.0104168 0.000997326 84930.9 7
: 799 | 6.50626 4.89816 0.010402 0.000993006 85025.5 8
: 800 | 6.59018 5.97237 0.0104671 0.000992276 84434.7 9
: 801 | 6.27208 5.91906 0.0104148 0.00100664 85032.9 10
: 802 | 6.19685 5.38714 0.010414 0.000990696 84895.9 11
: 803 | 5.99141 6.00503 0.010524 0.000992175 83929.6 12
: 804 | 6.07255 5.91536 0.010405 0.000991685 84985.8 13
: 805 | 5.89336 5.27492 0.0104084 0.000992885 84966.1 14
: 806 | 6.04631 6.08874 0.0105082 0.000993846 84083.3 15
: 807 | 5.91596 6.14148 0.0104129 0.000983136 84838.1 16
: 808 | 5.83886 5.76637 0.0104015 0.000985117 84958.2 17
: 809 | 5.73618 5.56525 0.0104073 0.000992106 84968.8 18
: 810 | 5.51321 5.70316 0.0105101 0.000990147 84033.9 19
: 811 | 5.52608 5.4336 0.01052 0.000999566 84029.4 20
: 812 | 5.45467 5.906 0.0104493 0.000992426 84594.7 21
:
: Elapsed time for training with 1000 events: 8.46 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0118 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.29275e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07273e+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: 0.0312 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: 0.0367 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: 0.00226 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: 0.0957 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.883 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00432 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: 0.0386 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00571 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: 0.00405 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00148 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: 0.0975 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0125 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: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.10 -0.225 6.20 1.72 | 3.217 3.209
: 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 : -0.430 -0.208 2.52 1.18 | 3.340 3.331
: 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.