Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:406
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:79
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: 0.345 sec
: Elapsed time for training with 1000 events: 0.349 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00319 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: 0.000951 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00487 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: 0.000274 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000329 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 = 31507.3
: --------------------------------------------------------------
: 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 | 33070.2 31142.5 0.0134883 0.00123489 65287.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32618.5 30633.9 0.0134729 0.00122518 65318.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 32004 30082.3 0.0136748 0.00123603 64315.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31365.7 29542.2 0.0137458 0.00123554 63947.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30737.8 28964 0.0137713 0.00123442 63811.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 30028.4 28191.2 0.0136683 0.00123699 64353.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29279.6 27385 0.0133813 0.00121123 65735.1 0
: 8 Minimum Test error found - save the configuration
: 8 | 28717.8 26949.2 0.0133211 0.00119458 65970.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28334.1 26608.5 0.0134455 0.00119801 65319.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27997 26301.3 0.0133412 0.0011907 65841.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27687 26010.1 0.0133695 0.00119666 65720.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27389.9 25734.3 0.0132953 0.0011571 65907.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 27107.5 25466.1 0.0132662 0.00118452 66216 0
: 14 Minimum Test error found - save the configuration
: 14 | 26833.3 25206.3 0.0133036 0.00117971 65985.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26565.2 24955.3 0.0133368 0.00118986 65860.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26306.3 24708.6 0.0132424 0.00118752 66363.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 26049.6 24470.6 0.0133663 0.00116843 65585.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25803.9 24232.2 0.0132953 0.0011632 65940.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25556.9 24002 0.0133537 0.00118118 65722 0
: 20 Minimum Test error found - save the configuration
: 20 | 25318.2 23773.5 0.0133149 0.00118946 65977 0
: 21 Minimum Test error found - save the configuration
: 21 | 25082.9 23547.6 0.0133006 0.00119328 66075.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24847.7 23329.2 0.0133908 0.00118831 65560.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24617.8 23115.2 0.0134317 0.00119129 65357.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24397 22897.2 0.0134114 0.0011953 65487.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24170.7 22687.6 0.0132795 0.00118977 66171.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23953.5 22477.6 0.0133859 0.00119851 65641.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23734.1 22274.1 0.0133833 0.00119339 65627.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23521.2 22071.4 0.0134031 0.00118966 65501.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23308.3 21873.1 0.0134438 0.00120118 65345.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23102.2 21673 0.0133512 0.00119147 65790.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22894.6 21477 0.013381 0.00116532 65489.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22689.3 21284.9 0.0134549 0.00119901 65274.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22488.2 21093.8 0.0134071 0.00116639 65355.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22287.7 20906 0.013301 0.00119808 66100 0
: 35 Minimum Test error found - save the configuration
: 35 | 22090.9 20719.2 0.0132812 0.00119377 66184.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21895.2 20534.7 0.0133729 0.00119689 65702.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21701.4 20352.4 0.0133736 0.00120173 65725.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21511.6 20168.8 0.0134651 0.00119793 65214.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21320.4 19987.8 0.013449 0.00118016 65205.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21130.4 19810.1 0.0134288 0.00120765 65460.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20941.4 19637.6 0.0133934 0.00118359 65521.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20760.8 19461.8 0.0133842 0.00120727 65697.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20577.4 19287.7 0.0134649 0.00120441 65250.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20397.1 19116 0.0135251 0.00120887 64954.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20216.8 18951.9 0.0133948 0.00120765 65643 0
: 46 Minimum Test error found - save the configuration
: 46 | 20038.5 18784.6 0.0134708 0.00121075 65252.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19864.5 18618.5 0.0135724 0.00121019 64713.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19695.3 18450.3 0.013547 0.00120852 64837.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19519.3 18297.2 0.0134926 0.00120433 65102.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19349.8 18135.1 0.0134699 0.00121944 65303.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19179.2 17971 0.0135824 0.00121196 64670.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 19011.3 17811.8 0.0135458 0.001213 64867.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18844.2 17656.1 0.0134864 0.00122959 65270 0
: 54 Minimum Test error found - save the configuration
: 54 | 18680.1 17496.4 0.0136742 0.00121651 64217.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18514.9 17343.1 0.0136052 0.00122048 64595.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18352.6 17183.6 0.0135855 0.00121635 64676.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18191.7 17034.3 0.0135524 0.00121556 64846.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 18029.4 16880.4 0.0134683 0.00121434 65284.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17871.7 16726.4 0.0136305 0.00121621 64441.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17713.5 16579 0.0135883 0.00122969 64731.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17554.4 16427.5 0.0135843 0.0012172 64687.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17401.2 16278.5 0.0136095 0.00122317 64587.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17244.5 16130.9 0.0136238 0.00122089 64501.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17090.6 15983.5 0.0134901 0.00122242 65212.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16936.9 15842.2 0.0135434 0.00126843 65173.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16788.3 15696 0.013668 0.00122308 64283.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16636.5 15554 0.0136945 0.00124054 64236.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16488.1 15413.3 0.0134287 0.00118997 65366.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16338.2 15275.4 0.0136019 0.0012239 64630.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16194.1 15135.8 0.0136098 0.00120095 64470.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 16049.6 14997.3 0.0136921 0.00122598 64174.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15906.2 14861.5 0.0135259 0.00122963 65060.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15763.2 14726 0.0137216 0.00123276 64057.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15621.5 14593.8 0.0135528 0.00122329 64885.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15482 14462.6 0.0135516 0.00123549 64955.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15344.7 14330.7 0.0135663 0.00119054 64642.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15205.6 14203.3 0.0136996 0.001231 64161.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15070.8 14075.4 0.0136493 0.00122748 64402.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14938.4 13946.1 0.0137756 0.0012261 63747.6 0
: 80 Minimum Test error found - save the configuration
: 80 | 14803.1 13819.6 0.0136907 0.0012265 64183.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14670.2 13695.7 0.0135396 0.00123983 65042.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14539.1 13573.4 0.0137903 0.00123028 63694.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14411.5 13448.4 0.013593 0.00122118 64662.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14280 13329 0.0137054 0.00123057 64129.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14154 13208 0.0136927 0.00122687 64175.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14025.8 13090.9 0.0137231 0.00122105 63989.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13902.5 12971.2 0.013714 0.00123702 64118 0
: 88 Minimum Test error found - save the configuration
: 88 | 13776.4 12855.6 0.0136263 0.00122781 64524 0
: 89 Minimum Test error found - save the configuration
: 89 | 13656.2 12737 0.0137329 0.00122562 63963 0
: 90 Minimum Test error found - save the configuration
: 90 | 13532.8 12620.9 0.01367 0.00123014 64309.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13410.3 12508.2 0.0136877 0.00124414 64290.1 0
: 92 Minimum Test error found - save the configuration
: 92 | 13291.4 12394.8 0.0137574 0.00122992 63859.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13172.6 12282.4 0.0136179 0.00118903 64366.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13053.7 12172.6 0.0136742 0.00122996 64286.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12936.5 12063.7 0.0137901 0.00122412 63663.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12823.5 11952 0.0137376 0.00122392 63930.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12706.6 11844.3 0.0136336 0.00123328 64514.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12593.1 11737 0.013681 0.00123317 64268 0
: 99 Minimum Test error found - save the configuration
: 99 | 12480.7 11630.2 0.0137029 0.0012315 64146.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12366.8 11527.3 0.0137108 0.00123355 64116.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12255.9 11425.4 0.0136272 0.00123442 64553.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12148.5 11320.4 0.013734 0.00122969 63977.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 12038.2 11218.3 0.0137662 0.00123709 63851.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11930.2 11116.9 0.0136269 0.00123619 64564.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11824.6 11014.3 0.013818 0.00123395 63572.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11716.1 10916.3 0.0136936 0.00123405 64207.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11612.1 10816.9 0.0137841 0.00123573 63753.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11508.4 10717.8 0.0134947 0.00121292 65137 0
: 109 Minimum Test error found - save the configuration
: 109 | 11402.7 10622.8 0.0137719 0.00123541 63813.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11302.7 10524.7 0.0136891 0.00123383 64230 0
: 111 Minimum Test error found - save the configuration
: 111 | 11199.7 10429.7 0.0136837 0.00123869 64282.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11100.1 10333.6 0.0138266 0.00123769 63548.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10997.5 10242.4 0.0137531 0.0012358 63911.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10900.4 10149.3 0.0137331 0.00123361 64002.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10802.3 10056.5 0.0136775 0.00123559 64298.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10705.6 9963.86 0.0137426 0.00123 63935.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10606.8 9875.34 0.0137079 0.00119696 63943.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10513.2 9784.7 0.0137589 0.00123777 63892 0
: 119 Minimum Test error found - save the configuration
: 119 | 10416.8 9697.13 0.0137634 0.00123919 63876.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10323.8 9608.76 0.01382 0.00122935 63539.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10230.7 9520.97 0.0137011 0.00123165 64156.6 0
: 122 Minimum Test error found - save the configuration
: 122 | 10138.4 9433.9 0.0137722 0.00123661 63818.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 10046 9348.68 0.0136656 0.00124685 64418.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9954.93 9264.84 0.0136937 0.00123683 64221.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9866.38 9179.6 0.0136619 0.00123318 64367.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9775.82 9097.04 0.013629 0.00124583 64603.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9688.46 9013.65 0.0137429 0.00123969 63983.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9601.07 8930.69 0.0137213 0.0012383 64087.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9512.75 8850.42 0.0137621 0.00124682 63922 0
: 130 Minimum Test error found - save the configuration
: 130 | 9428.32 8768.35 0.0137274 0.00123884 64058.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9342 8688.4 0.0136409 0.00123591 64490.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9256.65 8610.18 0.0137975 0.00123044 63658.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9174.75 8529.87 0.0137603 0.00124026 63897.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 9091.17 8451.2 0.0137914 0.00123829 63729.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 9007.44 8374.73 0.013744 0.00122776 63917 0
: 136 Minimum Test error found - save the configuration
: 136 | 8925.06 8300.23 0.0136929 0.00123552 64218.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8845.52 8223.92 0.0137075 0.00123911 64162.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8765.21 8148.22 0.0136853 0.00123125 64236.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8685.41 8073.98 0.0136426 0.00123629 64483.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8606.86 7999.61 0.0135768 0.00124714 64884 0
: 141 Minimum Test error found - save the configuration
: 141 | 8528.74 7926.39 0.0137014 0.00123322 64163.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8451.41 7853.05 0.0136498 0.00123555 64442.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8373.18 7783 0.013775 0.00123984 63820.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8299.28 7709.81 0.0137214 0.00124058 64098.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8221.03 7641.67 0.0137697 0.00123924 63844.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8148.08 7571.08 0.0137424 0.00123342 63954.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8074.93 7499.73 0.0137092 0.00123722 64143.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7999.84 7431.41 0.0136836 0.00124954 64339.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7927.03 7363.81 0.0137774 0.00124185 63818.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7854.71 7296.7 0.0136999 0.00123436 64176.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7783.89 7229.18 0.0137794 0.00123555 63776.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7713.33 7161.83 0.0137392 0.00123652 63986.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7642 7096.3 0.0136853 0.00123133 64236.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7572.42 7031.23 0.0137246 0.00124334 64096.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7503.47 6967.49 0.0137497 0.00124981 64000.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7434.78 6903.37 0.0137734 0.00123832 63820.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7367.74 6839.14 0.0137383 0.00123761 63996.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7300.47 6775.61 0.0137578 0.00123625 63889.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7232.78 6714.33 0.0137594 0.00120247 63709.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7167.8 6651.93 0.013691 0.00124099 64257 0
: 161 Minimum Test error found - save the configuration
: 161 | 7101.55 6590.84 0.0136851 0.00123768 64270.2 0
: 162 Minimum Test error found - save the configuration
: 162 | 7036.74 6530.8 0.0138186 0.00124682 63634.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6972.54 6470.22 0.0136776 0.00124173 64329.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6908.87 6410.69 0.0137178 0.00123281 64076.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6847.26 6349.77 0.0136901 0.00123673 64239.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6782.09 6292.41 0.0136147 0.00120936 64488.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6720.64 6235.34 0.0136796 0.00123999 64310.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6659.74 6176.97 0.0138412 0.00123512 63461.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6599.43 6119 0.0136503 0.00124303 64478.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6538.19 6062.28 0.0137234 0.00124505 64111.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6476.96 6007.32 0.0137576 0.00123699 63894.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6418.86 5951.66 0.0137447 0.00123804 63965.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6360.53 5895.31 0.0138054 0.00124676 63701.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6301.04 5841.87 0.0137452 0.00124322 63989.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6243.55 5787.37 0.0136798 0.00123855 64302.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6186.01 5734.61 0.0138055 0.00123768 63654.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6130.65 5678.72 0.0138185 0.00123813 63591 0
: 178 Minimum Test error found - save the configuration
: 178 | 6073.76 5626.12 0.0136957 0.00124219 64238.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6016.99 5574.21 0.0137367 0.00123877 64010.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5961.51 5523.4 0.0136988 0.00124268 64225.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5907.46 5471.82 0.0136904 0.0012448 64279.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5853.2 5420.28 0.0137453 0.00124837 64015.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5798.69 5371.01 0.013706 0.00120515 63995.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5746.51 5319.82 0.0137559 0.00124088 63923.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5692.85 5271.15 0.0137509 0.00124496 63969.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5640.03 5222.94 0.0137413 0.00124318 64009.8 0
: 187 Minimum Test error found - save the configuration
: 187 | 5589.3 5173.39 0.0136183 0.00123776 64617.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5536.97 5126.12 0.0137202 0.00124272 64115.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5487.03 5077.49 0.0135689 0.00124125 64894.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5435.55 5030.2 0.0136602 0.00121859 64300.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5386.56 4982.99 0.0137763 0.00123132 63770.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5335.5 4937.34 0.01377 0.00124812 63888 0
: 193 Minimum Test error found - save the configuration
: 193 | 5288.1 4890.42 0.0137196 0.00120899 63945.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5237.72 4845.94 0.013709 0.00120125 63960.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5190.59 4800.96 0.01358 0.00124804 64872 0
: 196 Minimum Test error found - save the configuration
: 196 | 5142.04 4756.44 0.013636 0.00123683 64520.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5095.76 4711.54 0.0137252 0.00123687 64059.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5047.97 4667.88 0.0136815 0.00124938 64349.6 0
: 199 Minimum Test error found - save the configuration
: 199 | 5001.3 4625.08 0.0137836 0.00124447 63800.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4955.86 4581.86 0.013846 0.00122033 63363.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4911.02 4538.53 0.0137322 0.00123936 64036.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4864.03 4498.1 0.0138515 0.00124204 63444.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4820.77 4455.07 0.0137082 0.00125395 64234.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4776.33 4412.44 0.0135742 0.00123693 64844.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4731 4373.33 0.013754 0.00124468 63952.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4688.52 4332.63 0.0137411 0.00124182 64003.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4645.56 4291.97 0.0137653 0.00124218 63882.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4603.32 4250.94 0.0137677 0.00123784 63847.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4559.73 4212.56 0.0137699 0.00121725 63731.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4519.1 4172.72 0.01361 0.00124841 64716.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4476.69 4134.98 0.0136891 0.00123661 64244.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4435.46 4096.96 0.0137831 0.00123486 63754.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4394.99 4059.02 0.0137624 0.00123771 63873.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4354.89 4021.42 0.0138171 0.00124059 63610.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4315.64 3982.97 0.013767 0.00124512 63888.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4276.11 3944.79 0.0137611 0.00123773 63880.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4235.67 3908.9 0.0138179 0.00120079 63406 0
: 218 Minimum Test error found - save the configuration
: 218 | 4197.63 3872.42 0.0137045 0.00124134 64189.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4159.42 3836.07 0.0137861 0.00124331 63781.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4120.58 3800.74 0.0137428 0.00123588 63964.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4083.45 3765.79 0.0137944 0.00124151 63730.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4045.57 3731.46 0.0137217 0.00124394 64114.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 4008.71 3697.44 0.0137627 0.00124513 63910.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3973.23 3662.02 0.0138221 0.00123605 63562.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3936.35 3627.26 0.0138089 0.00123746 63636.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3900.36 3593.55 0.0136997 0.00121087 64057.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3864.25 3560.97 0.0137992 0.00123862 63691.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3829.36 3528.32 0.0137918 0.00124258 63748.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3795.13 3495.04 0.0136656 0.0012451 64409.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3760.66 3461.56 0.0138298 0.00123839 63535.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3725.11 3430.49 0.0137698 0.00123823 63838.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3692.21 3398.32 0.01379 0.00124008 63745.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3658.58 3366.25 0.0137842 0.00123427 63745.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3625.16 3335.42 0.013705 0.00123423 64150 0
: 235 Minimum Test error found - save the configuration
: 235 | 3592.45 3304.23 0.0137651 0.00123927 63867.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3559.84 3273 0.0137538 0.00124584 63959.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3526.96 3243.15 0.0137311 0.00123432 64016.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3495.29 3213.38 0.0137787 0.00123576 63781 0
: 239 Minimum Test error found - save the configuration
: 239 | 3463.44 3184.07 0.0137692 0.00123993 63850.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3432.85 3153.36 0.0137958 0.00122515 63640.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3401.17 3123.99 0.013816 0.00124165 63621.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3370.45 3095.22 0.0138157 0.00123972 63613.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3339.5 3066.37 0.0137988 0.00123619 63680.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3309.55 3037.93 0.0138053 0.00123469 63640.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3279.72 3009.69 0.0139378 0.00125751 63090 0
: 246 Minimum Test error found - save the configuration
: 246 | 3249.15 2982.02 0.0138114 0.00124575 63665.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3219.82 2954.78 0.013743 0.00124631 64017.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3191.04 2927.51 0.0137954 0.00123914 63713.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3161.7 2900.72 0.0136352 0.00120093 64338.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3133.69 2873.56 0.0136602 0.00121792 64296.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3104.9 2846.75 0.0137492 0.00120147 63756.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3077.38 2819.71 0.0136713 0.00123798 64343 0
: 253 Minimum Test error found - save the configuration
: 253 | 3048.67 2793.7 0.0136736 0.00123994 64341.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 3020.99 2768.2 0.013767 0.00124735 63899.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2993.67 2742.75 0.0136232 0.00123896 64598.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2966.49 2718.15 0.0137539 0.0012354 63905.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2940.52 2691.67 0.0138156 0.00124481 63639.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2913.49 2666.51 0.0136359 0.00121708 64418.4 0
: 259 Minimum Test error found - save the configuration
: 259 | 2886.75 2642.32 0.0137483 0.00120069 63757.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2860.37 2618.19 0.0138519 0.00124003 63432.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2835.36 2593.39 0.0137891 0.00123976 63748.5 0
: 262 Minimum Test error found - save the configuration
: 262 | 2809.26 2569.75 0.0138304 0.00124201 63550.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2784.01 2545.67 0.0136692 0.00123861 64357.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2758.27 2522.92 0.0138168 0.00123565 63587.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2734.17 2499.36 0.0137149 0.00123911 64123.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2708.86 2476.36 0.013753 0.00120587 63759.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2684.56 2453.5 0.0136299 0.00121014 64413.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2660.05 2431.54 0.013795 0.00120958 63565.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2637.5 2407.43 0.0136085 0.00123991 64680 0
: 270 Minimum Test error found - save the configuration
: 270 | 2612.15 2385.58 0.013696 0.00123747 64212.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2588.67 2364.02 0.0135695 0.00123652 64866.7 0
: 272 Minimum Test error found - save the configuration
: 272 | 2564.93 2342.95 0.0136455 0.0012391 64483.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2542.18 2321.74 0.0136951 0.00124625 64262.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2519.44 2299.44 0.0137032 0.00120314 63999.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2496.27 2278.54 0.0137716 0.0012471 63874.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2473.92 2257.4 0.0137585 0.00124321 63921.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2451.24 2236.98 0.0136224 0.00123703 64592.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2429.28 2216.37 0.0137466 0.00124422 63987.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2407.1 2195.85 0.0136636 0.00124869 64438.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2384.89 2176.59 0.0138204 0.00124132 63597.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2364.48 2155.54 0.0137126 0.0012378 64129.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2341.82 2136.05 0.0137572 0.00122623 63841.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2320.13 2116.99 0.0135388 0.00120473 64861 0
: 284 Minimum Test error found - save the configuration
: 284 | 2299.97 2096.94 0.0137196 0.00123996 64104.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2278.13 2078.41 0.0137788 0.00120585 63628.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2257.61 2059.5 0.0136815 0.00124649 64334.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2236.89 2040.6 0.0136648 0.00123785 64376.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2216.56 2021.87 0.0137946 0.00123312 63686.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2195.91 2003.55 0.0137932 0.00124298 63744.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2176.31 1984.41 0.013711 0.00122182 64055.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2155.8 1966.77 0.0137268 0.00122463 63989.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2136.13 1948.63 0.0137395 0.00123984 64001.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2116.45 1930.84 0.0137483 0.0012455 63985.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2097.6 1912.68 0.0135927 0.0012356 64740.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2077.54 1895.03 0.0135861 0.00123533 64773.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2058.11 1878.27 0.0137139 0.00124882 64179.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2039.93 1860.7 0.0138441 0.00124675 63505.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2020.67 1843.83 0.0138973 0.00123791 63194 0
: 299 Minimum Test error found - save the configuration
: 299 | 2002.17 1826.59 0.0137496 0.0012393 63947.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1983.66 1809.76 0.0138022 0.00123452 63655.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1964.93 1793.35 0.0137916 0.00122422 63656.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1946.61 1777.04 0.0137796 0.00124493 63823.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1928.96 1760.6 0.013818 0.00123776 63591.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1910.53 1744.76 0.0137949 0.00123306 63685.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1892.66 1729.23 0.0137482 0.00123629 63939.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1875.36 1713.28 0.0138306 0.0012413 63545.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1857.58 1697.43 0.0138208 0.00123776 63577.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1840.28 1682.47 0.0138175 0.00124779 63644.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1823.1 1666.75 0.0138188 0.00123545 63576.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1805.94 1651.55 0.0136898 0.00123958 64256.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1789.18 1636.11 0.0137721 0.00123895 63830.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1772.21 1621.64 0.0137523 0.001242 63947.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1755.42 1606.72 0.0138265 0.00123583 63539.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1739.22 1592.88 0.01385 0.00124551 63469.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1722.62 1577.33 0.0138294 0.00124366 63564.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1706.28 1562.91 0.0137705 0.00124953 63892.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1690.51 1548.79 0.0139586 0.00126194 63008.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1673.83 1534.46 0.0137171 0.00123916 64113.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1658.29 1520.3 0.0136705 0.00123736 64344.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1642.58 1506.05 0.0138907 0.00123796 63227.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1626.81 1492.5 0.0137686 0.00123964 63852.3 0
: 322 Minimum Test error found - save the configuration
: 322 | 1611.39 1478.9 0.0135551 0.00123434 64931.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1596.15 1465.15 0.0135808 0.00124661 64860.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1580.48 1451.91 0.0137061 0.0012061 64000.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1565.68 1438.73 0.0136355 0.00119536 64308.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1550.86 1425.5 0.0136552 0.00120542 64258.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1536.16 1412.06 0.0136549 0.00125241 64503.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1521.45 1399.2 0.0135792 0.00123379 64801.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1506.62 1386.34 0.0135884 0.00123758 64773 0
: 330 Minimum Test error found - save the configuration
: 330 | 1492.22 1374 0.0136356 0.00124371 64558.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1478.45 1361.02 0.0137071 0.00123463 64141.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1463.85 1348.19 0.0135589 0.00121187 64792.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1449.99 1335.68 0.0137242 0.00124587 64111.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1435.55 1323.56 0.0138391 0.0012387 63489.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1422.2 1310.78 0.0136571 0.00124044 64429.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1408.29 1298.71 0.0136753 0.00124827 64375.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1394.54 1286.96 0.013677 0.00120152 64125.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1381.66 1274.6 0.0134936 0.00123891 65281.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1367.72 1263.57 0.0137182 0.00124184 64121 0
: 340 Minimum Test error found - save the configuration
: 340 | 1354.89 1251.5 0.0136768 0.0012033 64135.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1341.76 1240.16 0.0136585 0.00120289 64228.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1329.04 1228.45 0.0137568 0.00121301 63776.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1315.85 1217.3 0.0136472 0.00123355 64445.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1303.69 1205.63 0.0136053 0.00123318 64661.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1291.02 1193.95 0.0136863 0.00124335 64293.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1278.11 1183.06 0.0135497 0.00123821 64979.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1265.77 1172.32 0.0136832 0.00122939 64237.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1253.97 1161.26 0.0135709 0.00120088 64672.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1241.53 1150.49 0.0137063 0.00120171 63976.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1229.76 1139.53 0.0137321 0.00123555 64017.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1217.74 1128.8 0.0136868 0.00125101 64330.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1205.87 1118.36 0.013744 0.00123897 63974.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1194.28 1108.03 0.0136106 0.00123651 64651.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1182.58 1097.66 0.0138369 0.00124079 63511.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1171.62 1086.98 0.0135225 0.00123095 65085.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1160.03 1076.75 0.0134892 0.0012028 65112.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1148.47 1066.79 0.0136296 0.00120659 64396.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1137.63 1056.72 0.0136376 0.00122792 64466 0
: 359 Minimum Test error found - save the configuration
: 359 | 1126.54 1046.47 0.0135867 0.00124596 64825.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1115.78 1036.24 0.0135258 0.0012258 65040.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1104.48 1026.81 0.0137724 0.00123626 63815.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.12 1016.74 0.013656 0.0012443 64455.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1083.08 1007.51 0.0137538 0.00123819 63920.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1072.88 997.676 0.0137195 0.0012198 64001.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1062.26 988.136 0.0137718 0.00123952 63835.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1051.64 979.256 0.0137585 0.00121289 63767.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1041.95 969.892 0.0136027 0.0012338 64678.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1031.26 960.332 0.0136026 0.00123681 64694.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1020.94 951.529 0.013641 0.00124573 64540.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1011.47 941.971 0.0136006 0.0012334 64687 0
: 371 Minimum Test error found - save the configuration
: 371 | 1001.45 932.802 0.0138411 0.00124607 63517 0
: 372 Minimum Test error found - save the configuration
: 372 | 991.339 924.051 0.013644 0.00120883 64333.8 0
: 373 Minimum Test error found - save the configuration
: 373 | 982.264 914.664 0.0137286 0.00123611 64038.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 972.171 905.967 0.0137785 0.00123769 63791.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 962.536 897.469 0.0137307 0.00123958 64045.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 953.634 889.01 0.0137571 0.00123916 63908.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 943.463 880.763 0.01385 0.00124276 63455.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 934.565 872.071 0.0136228 0.00123369 64572.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 925.457 863.526 0.0137907 0.00123719 63727.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 916.23 854.964 0.0138853 0.00124139 63271.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 907.39 846.707 0.0137276 0.00121895 63955.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 898.245 838.68 0.01381 0.00123593 63622.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 889.123 830.627 0.013846 0.00123774 63450.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 880.983 822.034 0.0138702 0.00123363 63308.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 871.967 813.925 0.0138263 0.0012377 63549.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 863.293 805.619 0.0137867 0.00123777 63750.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 854.361 798.185 0.013794 0.00124169 63733.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 846.049 790.68 0.0137764 0.0012328 63777.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 837.616 782.833 0.0137356 0.00123755 64009.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 829.374 775.099 0.0139001 0.00123686 63175.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 821.048 767.757 0.0137985 0.00122277 63614.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 813.095 759.917 0.0137657 0.00123977 63867.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 804.791 752.584 0.0137573 0.00123433 63882.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 796.892 744.588 0.0138465 0.00123452 63431.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 788.661 737.446 0.0136681 0.00124094 64375.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 780.77 730.25 0.0137411 0.00124274 64008.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 773.039 722.786 0.0136406 0.00119753 64292.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 765.284 715.449 0.0137979 0.00120113 63508.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 757.818 708.083 0.0137732 0.00120156 63635.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 750.539 700.804 0.013627 0.00123343 64549.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 742.403 694.179 0.0138012 0.00123465 63660.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 734.949 687.318 0.0136526 0.00124559 64479.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 727.75 680.294 0.0138373 0.00126052 63609.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 720.316 673.353 0.0136228 0.00123368 64573 0
: 405 Minimum Test error found - save the configuration
: 405 | 713.102 666.627 0.0137155 0.00123402 64094.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.22 659.726 0.0138018 0.00124095 63690 0
: 407 Minimum Test error found - save the configuration
: 407 | 698.601 652.851 0.0137176 0.00125639 64199.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 691.763 646.333 0.0138191 0.00123777 63586.5 0
: 409 Minimum Test error found - save the configuration
: 409 | 684.632 639.85 0.0138815 0.00123486 63257.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 677.771 633.473 0.0137258 0.00120195 63878.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.085 626.927 0.0138984 0.00123638 63181.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 664.409 620.318 0.0137824 0.00124075 63787.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 657.167 614.331 0.0136492 0.00123751 64455.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 650.91 607.688 0.0136546 0.00120535 64260.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.16 601.364 0.0137375 0.00124153 64020.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 637.64 595.166 0.0136525 0.00122372 64366.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 630.924 589.654 0.0137949 0.00123519 63695.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 624.654 583.108 0.0137687 0.00123438 63825 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.402 577.021 0.0137018 0.00124251 64209.3 0
: 420 Minimum Test error found - save the configuration
: 420 | 611.754 571.321 0.0137132 0.00123177 64095 0
: 421 Minimum Test error found - save the configuration
: 421 | 605.534 565.303 0.0136736 0.00123585 64320.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 599.597 559.503 0.0137235 0.00124594 64115 0
: 423 Minimum Test error found - save the configuration
: 423 | 593.617 553.119 0.0138646 0.00124975 63417.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.153 547.487 0.01382 0.00124614 63624.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 581.016 542 0.0137012 0.00123263 64161.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 574.897 536.139 0.0137725 0.00123781 63822.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 569.205 530.351 0.0137501 0.00123882 63942.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 563.022 524.868 0.0136732 0.00123668 64326.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 557.701 519.481 0.0136787 0.00123145 64271 0
: 430 Minimum Test error found - save the configuration
: 430 | 551.891 514.01 0.013791 0.00123858 63732.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.193 508.472 0.0136869 0.00120413 64088.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 540.186 502.905 0.0137973 0.00124828 63750 0
: 433 Minimum Test error found - save the configuration
: 433 | 534.606 497.482 0.0137067 0.00123698 64155.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 529.321 492.033 0.013766 0.00123502 63841.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 523.23 487.197 0.0138194 0.00126064 63700.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.267 481.93 0.0136814 0.00123318 64266.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 513.093 477.169 0.0137508 0.00123974 63943.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 507.85 472.001 0.0137464 0.00123249 63928.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 502.4 466.567 0.0136499 0.00120505 64283.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 496.96 461.726 0.0135983 0.00120146 64532.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 491.767 456.746 0.0138375 0.00123736 63491.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 486.917 451.413 0.0138202 0.00123351 63559 0
: 443 Minimum Test error found - save the configuration
: 443 | 481.342 447.106 0.013839 0.00127556 63676.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 476.808 441.812 0.0137133 0.00123448 64108.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 471.294 437.882 0.0136649 0.00123499 64360.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 466.793 432.79 0.0136839 0.00123956 64286.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 461.765 427.789 0.0136381 0.00119634 64299.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 456.89 423.197 0.0137319 0.00123801 64031.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 452.344 418.367 0.0137745 0.00123717 63809.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 447.348 414.094 0.0136931 0.00124129 64247.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 442.775 409.45 0.0135619 0.00122968 64870.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.133 404.964 0.0138003 0.00124386 63712.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 433.628 400.169 0.0137391 0.00124057 64007.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.682 396.134 0.0136418 0.00123296 64469.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 424.227 392.145 0.0136749 0.00120074 64132.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 419.979 388.477 0.0137458 0.00124135 63977 0
: 457 Minimum Test error found - save the configuration
: 457 | 415.823 383.462 0.0137055 0.00124559 64205.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 410.995 379.388 0.0136736 0.00123686 64325.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.232 374.832 0.0138204 0.00123761 63578.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 402.604 370.548 0.0136926 0.00124633 64276.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 398.338 366.79 0.0136731 0.00123208 64303.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 394.44 362.925 0.0136741 0.00123022 64288.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 389.901 358.524 0.0137271 0.00124341 64083.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.035 354.828 0.0136565 0.00120316 64240 0
: 465 Minimum Test error found - save the configuration
: 465 | 381.657 350.489 0.0137695 0.00123865 63842.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.596 346.968 0.0137061 0.00123456 64146.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 373.583 342.743 0.0137279 0.001245 64087.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 369.912 339.333 0.0135045 0.00120248 65029.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 365.846 335.755 0.0136622 0.00123719 64386.1 0
: 470 Minimum Test error found - save the configuration
: 470 | 361.792 331.599 0.0135611 0.00123576 64907 0
: 471 Minimum Test error found - save the configuration
: 471 | 358.023 327.622 0.0136165 0.00120114 64436.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 354.146 323.817 0.0133925 0.0011968 65597 0
: 473 Minimum Test error found - save the configuration
: 473 | 350.368 320.279 0.013474 0.0011994 65175.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 346.511 316.581 0.0134911 0.00119884 65081.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 342.922 313.368 0.0135197 0.00123375 65115 0
: 476 Minimum Test error found - save the configuration
: 476 | 339.362 309.964 0.0136269 0.00123889 64578.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 335.507 306.005 0.0135007 0.00123865 65242 0
: 478 Minimum Test error found - save the configuration
: 478 | 332.041 302.204 0.0137848 0.00124023 63772.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 328.15 299.301 0.0137347 0.00124199 64037.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.786 295.882 0.0138042 0.00123309 63638.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 321.183 292.617 0.0137876 0.00123372 63725.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 317.932 289.697 0.0138433 0.00124049 63477.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 314.472 285.732 0.0136462 0.00125121 64541.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 311.182 282.335 0.0137215 0.00119739 63876.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.566 279.465 0.013521 0.00123798 65130.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 304.469 275.967 0.01373 0.00125093 64107.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.216 273.005 0.013665 0.00123283 64349.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 297.663 270.153 0.0138362 0.00123109 63466.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 294.398 266.566 0.0137084 0.00120025 63958.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 291.222 263.894 0.0135723 0.00123854 64862.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 288.384 260.176 0.0137176 0.0012317 64072.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.769 257.454 0.0137368 0.00124118 64022.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.127 254.45 0.0136984 0.00124472 64238.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.106 252.099 0.0137886 0.00123657 63734.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.192 248.65 0.013746 0.00123545 63946 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.825 245.994 0.0137625 0.00123778 63873.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.084 242.829 0.0138235 0.00124643 63607.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.086 239.926 0.0137234 0.00124626 64117.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.021 237.782 0.0138181 0.00123966 63600.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.328 234.34 0.0137329 0.00123224 63996.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.99 231.668 0.0137296 0.00124222 64064.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 255.371 229.183 0.0136636 0.00124902 64440.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.592 226.489 0.0137035 0.00123462 64159.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.975 224.088 0.0136861 0.00122606 64205.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.115 221.125 0.0137141 0.00122335 64047.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 244.249 219.083 0.0137771 0.00123936 63807.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.719 216.375 0.0137646 0.00124013 63874.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.218 213.854 0.013764 0.00124237 63889.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.402 210.982 0.0136432 0.00124702 64536 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.053 209.015 0.013709 0.00123309 64123.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 231.419 206.198 0.0137265 0.00123565 64046.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.772 204.208 0.0137206 0.00124199 64109.6 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.107 201.487 0.0137612 0.00126552 64021.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.698 199.11 0.0137527 0.00126607 64068.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.524 197.291 0.0137747 0.00123376 63790.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.147 194.892 0.0137951 0.00123544 63696 0
: 517 Minimum Test error found - save the configuration
: 517 | 216.594 192.563 0.0137475 0.00123656 63944.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.075 190.179 0.0137661 0.00123572 63844.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.477 187.781 0.0137223 0.00123978 64089.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.206 185.784 0.0136924 0.00124021 64245.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.282 183.828 0.013707 0.00123759 64156.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.768 181.26 0.0137995 0.00123878 63690.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 202.368 179.186 0.0137238 0.00123188 64041.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.97 176.464 0.0137857 0.00124108 63772.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.597 175.332 0.0136536 0.00124299 64461.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.534 173.369 0.0135905 0.00119677 64548.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.332 170.594 0.0137201 0.00120269 63910.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.988 169.422 0.0135645 0.0012354 64887.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.873 167.13 0.0138244 0.00123843 63562.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.956 165.566 0.0137078 0.00123278 64128 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.913 163.487 0.0137702 0.00124395 63865.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.794 161.554 0.0136925 0.0012335 64210.6 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.866 159.608 0.0136219 0.0012357 64587.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.692 157.593 0.0137388 0.00123943 64003.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.64 155.556 0.0136835 0.00123354 64257.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.671 153.599 0.0137371 0.00123409 63984.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.878 151.887 0.0137373 0.00123213 63973.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.939 150.254 0.0136854 0.00120685 64110.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.655 147.928 0.0136841 0.0012349 64261.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.764 146.492 0.01367 0.00123204 64319.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.666 144.994 0.01361 0.00123974 64671.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.621 143.335 0.0135863 0.00123703 64781.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.939 141.369 0.0136509 0.00123445 64430.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.116 139.338 0.0137653 0.00123982 63869.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.444 138.731 0.01366 0.00119521 64181 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.683 136.737 0.0137718 0.00123231 63798.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.806 134.475 0.0136979 0.00121602 64093 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.962 133.726 0.0135525 0.00123542 64950.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.285 131.657 0.013558 0.00123906 64940.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.326 130.451 0.0136189 0.00124068 64629.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.521 128.735 0.0136957 0.00123506 64202.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.965 127.028 0.0137874 0.00123101 63712.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.319 126.431 0.0137375 0.00123751 64000 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.672 123.93 0.0137417 0.00123636 63972.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.897 122.43 0.0136807 0.00123522 64280.2 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.135 121.108 0.0139245 0.00121588 62949.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.506 120.501 0.0137703 0.00124117 63851.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.038 119.087 0.0136982 0.00124623 64247 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.377 117.079 0.0136501 0.00123567 64440.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.929 115.887 0.0135509 0.00123518 64957.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.204 114.446 0.0135325 0.00118933 64813.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.701 113.112 0.0136411 0.00123789 64499.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.134 112.848 0.0136687 0.00124422 64389 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.667 110.498 0.0137559 0.00123347 63885.4 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.212 108.992 0.0135714 0.00124 64875.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.711 108.171 0.0137339 0.00123936 64028.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.278 106.599 0.0135914 0.00123564 64747.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.735 104.784 0.0137086 0.00123305 64125.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.381 103.66 0.0136709 0.00125133 64414.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.976 102.443 0.0137734 0.00122641 63760.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.42 101.403 0.0136918 0.00121411 64114.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.086 100.347 0.0137676 0.00123426 63829.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.002 99.7807 0.0137273 0.00124603 64096.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.697 98.82 0.0137042 0.00124355 64202.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.192 96.9235 0.0135804 0.00122922 64771.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.815 95.1092 0.0137478 0.00120654 63789.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.569 94.8506 0.0132955 0.00119926 66136.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.41 92.9914 0.0137087 0.00120187 63965 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.94 91.9834 0.0137815 0.00124282 63802.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.624 90.5899 0.0137308 0.00123552 64024.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.725 89.8898 0.0138021 0.00123107 63638.2 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.256 88.345 0.013843 0.00123504 63451.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.9637 87.1181 0.0137737 0.00124844 63871 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.9201 86.3541 0.0136554 0.00123245 64396.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.7857 84.5963 0.0134875 0.0011945 65077.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.7817 84.0607 0.0137616 0.00123736 63876.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3712 82.9909 0.0137427 0.00123044 63937.1 0
: 588 | 94.2443 83.0273 0.0137091 0.00118285 63865.7 1
: 589 Minimum Test error found - save the configuration
: 589 | 93.2418 81.2082 0.0136634 0.00123836 64386.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.4065 79.6485 0.0137448 0.0012428 63989.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.938 78.8105 0.0138403 0.00123665 63473.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.9081 78.2105 0.0137353 0.00123541 64000.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7601 76.8951 0.0138158 0.00123567 63592.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.7088 76.0459 0.0138081 0.00123637 63634.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.55 75.0031 0.0137836 0.00123798 63767.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.6387 73.9719 0.0137774 0.00123657 63791.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.6325 72.9325 0.0137018 0.00123069 64148.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.5676 71.6029 0.0138039 0.00124131 63680.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.5785 71.3622 0.0137284 0.00123602 64039.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.5537 69.7737 0.0136679 0.0012321 64330.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.6565 69.4054 0.0137803 0.00123463 63767.1 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.8039 68.221 0.0137673 0.00124184 63869.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.5913 67.3942 0.013683 0.0011999 64086.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.7003 66.4586 0.013714 0.00123246 64094.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.7406 65.3205 0.0137577 0.00123587 63888.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.9412 64.9292 0.0137735 0.00123837 63820.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.1261 63.9787 0.0137881 0.00123883 63748.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.4224 63.795 0.013785 0.00123195 63729.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.5111 62.5342 0.0138228 0.00123475 63552.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.4774 61.4706 0.0137639 0.00123201 63837.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.4792 60.7282 0.0137297 0.00122114 63956.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.7266 59.7935 0.0137637 0.00120321 63691.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.9643 58.8842 0.0137776 0.00123625 63788.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.0247 58.6774 0.0138045 0.00123151 63628.2 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.284 58.3028 0.013617 0.00125927 64736.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.5717 56.8904 0.0135874 0.00123381 64758.7 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.6361 56.0307 0.0135715 0.00123827 64865.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.8497 55.3801 0.0136883 0.00123759 64253.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.0614 54.8317 0.0136522 0.00120084 64249.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.2928 53.9307 0.0137331 0.00121829 63924.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.4627 52.9731 0.0138009 0.00125065 63743.8 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.6442 51.7938 0.0136557 0.00123315 64398.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.804 51.6119 0.0136929 0.0012348 64215.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0454 50.6651 0.0137673 0.00123696 63844.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.4487 50.5365 0.0137472 0.00123536 63939.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7531 49.1458 0.0137242 0.00123343 64047.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.8424 48.5068 0.0136656 0.00123433 64353.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.1824 48.1748 0.0138336 0.00124182 63533.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.7569 47.6184 0.0137981 0.00125444 63777.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.93 47.0179 0.0136112 0.00123352 64632.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.132 46.2596 0.0135472 0.00123711 64987.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.3507 45.2024 0.0138043 0.00123921 63668.6 0
: 633 | 55.0875 45.2555 0.0137589 0.00120299 63715.2 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.2382 44.3802 0.0137526 0.00123391 63904.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.5952 43.8231 0.0136701 0.00119958 64151.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.8613 42.8944 0.0136121 0.00119871 64446.7 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.2441 42.3755 0.0137333 0.00121983 63931.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.407 41.9867 0.0136645 0.00123905 64384.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.9009 41.5763 0.0138314 0.00123677 63519.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.3866 40.3921 0.0136324 0.00123205 64514.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.608 39.8084 0.0137915 0.00122822 63677.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.185 39.5426 0.0137279 0.00124173 64071 0
: 643 | 48.5097 40.02 0.0138288 0.00120629 63379 1
: 644 Minimum Test error found - save the configuration
: 644 | 48.128 38.5341 0.0137818 0.0012319 63745.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.4107 37.7081 0.0137955 0.00123925 63713.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.742 37.1984 0.0137465 0.00123405 63936.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.1586 36.5846 0.0136649 0.0012403 64388.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.093 36.5826 0.0135802 0.00123416 64798 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.2903 35.7895 0.0138298 0.00123269 63506.8 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5985 35.0114 0.0135975 0.00124366 64757.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.9716 34.4883 0.0137281 0.00123458 64033.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4975 33.9915 0.0136392 0.00119746 64299.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.026 33.6026 0.0136922 0.00121058 64094.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.5785 33.4346 0.0136884 0.00122977 64212.6 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.8566 32.7654 0.0137354 0.00123262 63985.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.4184 31.9796 0.0138366 0.00123475 63482.7 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.9013 31.4342 0.0137876 0.00124164 63765.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.5357 31.3788 0.0136571 0.00125072 64483.1 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1482 30.8837 0.0138328 0.00122881 63471.8 0
: 660 | 39.7602 30.8972 0.0136407 0.00119442 64276.3 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.1537 29.6086 0.0136907 0.00124277 64267.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6432 29.3852 0.013783 0.00121854 63671.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.0682 28.9088 0.0136379 0.00123202 64485.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5101 28.4001 0.0137693 0.00123966 63848.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1144 28.3946 0.0135965 0.00122987 64690.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.7549 27.3111 0.0138209 0.00123457 63560.8 0
: 667 | 36.2702 27.3245 0.0137116 0.00120326 63957.2 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.8184 26.8477 0.0137762 0.00124912 63861.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.418 26.3605 0.0138105 0.00124074 63644.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.1914 26.2357 0.0137773 0.00123866 63802.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.7175 25.8378 0.0137206 0.00123773 64088 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.2542 25.3067 0.0137972 0.00123964 63706.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.9008 24.6694 0.0137226 0.00124493 64114.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.4787 24.471 0.0137971 0.00123333 63675.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.8644 23.855 0.0137924 0.00124242 63745.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3914 23.282 0.0137725 0.00123074 63787.1 0
: 677 | 32.2492 23.6259 0.0137664 0.00121381 63731.8 1
: 678 | 31.748 23.3317 0.0136675 0.00116578 63991.1 2
: 679 Minimum Test error found - save the configuration
: 679 | 31.1415 22.1925 0.0136208 0.00123457 64587.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.8277 21.9102 0.0138156 0.00123916 63611.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.4959 21.8757 0.0137073 0.00124305 64183.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.1885 21.4538 0.0137823 0.00123221 63744.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.6179 21.3301 0.0136031 0.00123848 64700.8 0
: 684 | 29.2521 21.7089 0.0136512 0.00117412 64117.5 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.0667 20.7642 0.0135799 0.00119717 64606.2 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.5195 20.092 0.0137243 0.00119585 63854.6 0
: 687 | 28.2643 20.162 0.0134455 0.00119784 65318.8 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.8437 19.5258 0.013667 0.00123259 64337.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.5018 19.1939 0.013634 0.00123866 64540.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.044 18.8906 0.0136672 0.00123366 64342.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7086 18.4965 0.013607 0.00123048 64638.4 0
: 692 | 26.3724 19.0695 0.0136433 0.00121105 64349 1
: 693 | 26.1241 19.0666 0.01364 0.00116483 64127.6 2
: 694 Minimum Test error found - save the configuration
: 694 | 25.8615 17.9288 0.0137103 0.00123151 64108.9 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4096 17.5051 0.0138125 0.00123753 63618.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0497 17.4174 0.0138318 0.00127349 63703.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.6874 16.8676 0.0136562 0.00123176 64389.1 0
: 698 | 24.4518 17.1536 0.0136938 0.00120054 64034.8 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.179 16.4494 0.0137327 0.00123869 64030.7 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.7369 16.2897 0.0137325 0.00124048 64040.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.5347 16.128 0.0136701 0.00122626 64288.9 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.0978 16.0254 0.0136603 0.00119751 64191 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8421 15.7898 0.0135276 0.00123617 65085.9 0
: 704 | 22.6526 16.0107 0.013771 0.00120521 63665.1 1
: 705 | 22.7262 16.4577 0.0135434 0.00116815 64644.9 2
: 706 Minimum Test error found - save the configuration
: 706 | 22.2213 15.1326 0.0133797 0.00123179 65855 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.6178 14.4348 0.0136123 0.001235 64634.5 0
: 708 | 21.2257 14.5736 0.0135198 0.00116788 64767.1 1
: 709 | 20.9953 14.5701 0.0136148 0.00116607 64263.7 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.7869 13.9627 0.0135708 0.00119874 64661.8 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.5593 13.6256 0.0136114 0.00123474 64637.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2237 13.4195 0.0135841 0.00124127 64815 0
: 713 | 20.1383 13.8177 0.0135806 0.00120262 64631 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.7479 13.1096 0.0137289 0.00123763 64045 0
: 715 | 19.4244 13.1821 0.0136511 0.00119502 64225.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.0593 12.7072 0.0136852 0.00121759 64166 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.906 12.49 0.0136388 0.00123182 64480 0
: 718 | 18.6249 13.3048 0.01353 0.00121555 64964.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.4497 12.0562 0.0136881 0.00123355 64233.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1191 11.84 0.0135639 0.00123609 64893.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.7631 11.7168 0.0135608 0.00123289 64893.4 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.4838 11.3217 0.0137037 0.00123286 64149.9 0
: 723 | 17.3359 11.9684 0.0135127 0.00118237 64880.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1608 11.3126 0.0136592 0.00119434 64180.4 0
: 725 | 17.1898 11.8653 0.0136133 0.0012085 64491.2 1
: 726 | 16.8715 11.7646 0.0136626 0.00121084 64248 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.5641 10.7743 0.0137153 0.0012424 64139 0
: 728 | 16.3644 10.8864 0.0137032 0.00120626 64015.5 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.3059 10.6834 0.0136444 0.00124393 64513.8 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.7881 10.1516 0.0135481 0.00123394 64965.8 0
: 731 | 15.5508 10.259 0.0134775 0.00117451 65024.8 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.4641 10.0833 0.0135198 0.00119739 64922.6 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.5506 9.80039 0.0136675 0.00119758 64154.2 0
: 734 | 15.1156 10.1446 0.0135459 0.00120134 64805.9 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.8557 9.59996 0.0136351 0.00122963 64487.5 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.53 9.29804 0.0136833 0.00123292 64255 0
: 737 | 14.3167 9.36972 0.01351 0.00120127 64994.6 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.2618 8.68316 0.0136664 0.00123204 64337.8 0
: 739 | 14.0276 9.08375 0.0133916 0.00116647 65439.2 1
: 740 | 13.9701 9.00807 0.0136587 0.00119893 64206.7 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.704 8.57017 0.0136476 0.00123668 64459.4 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.4219 8.15097 0.013713 0.00123375 64106.4 0
: 743 | 13.2507 8.52436 0.0136136 0.00119871 64438.8 1
: 744 | 13.013 8.17448 0.0137134 0.00120927 63979.1 2
: 745 Minimum Test error found - save the configuration
: 745 | 12.8191 7.85685 0.0136293 0.0012318 64529 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.6847 7.59761 0.0135705 0.00123656 64861.7 0
: 747 | 12.4745 7.72564 0.0136203 0.00120831 64453.9 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.3672 7.2067 0.01373 0.00121783 63937.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.1222 7.1706 0.0137092 0.00120054 63955.8 0
: 750 | 12.099 7.31542 0.0135851 0.00120338 64611.4 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.8629 6.97506 0.0136982 0.00123149 64170.9 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5926 6.65462 0.013533 0.00123745 65064.3 0
: 753 | 11.4733 6.72188 0.0136076 0.00120297 64491.8 1
: 754 | 11.3848 6.7491 0.0136153 0.00120099 64441.8 2
: 755 | 11.3357 7.0155 0.0136114 0.00116373 64269 3
: 756 Minimum Test error found - save the configuration
: 756 | 11.0938 6.26053 0.013705 0.00123555 64156.7 0
: 757 | 10.9819 6.34375 0.0136081 0.0012012 64480.4 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.7438 6.22174 0.0135809 0.00124478 64850.1 0
: 759 | 10.5473 6.2225 0.0136105 0.00120446 64484.5 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.4437 5.82439 0.0134887 0.00124711 65351.1 0
: 761 | 10.3447 5.94791 0.0135909 0.00119891 64557.7 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.3166 5.53908 0.01349 0.00121702 65184 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.084 5.36072 0.0135798 0.00120523 64648.5 0
: 764 | 10.0113 5.39134 0.0136678 0.00120311 64181.4 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.79292 5.2856 0.0137683 0.0012504 63908.5 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.73062 5.11418 0.0135771 0.00123143 64799.9 0
: 767 | 9.57779 5.23273 0.0135936 0.00120337 64567 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.58717 4.49899 0.013738 0.00124235 64022.3 0
: 769 | 9.31676 5.09024 0.0134653 0.0012029 65240.2 1
: 770 | 9.27847 4.56483 0.0136257 0.00118977 64329.9 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.22979 4.33264 0.013737 0.00124046 64017.9 0
: 772 | 9.10769 4.5287 0.0136638 0.00120067 64189.3 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.94778 3.92308 0.0137191 0.00123169 64064.7 0
: 774 | 8.68971 4.77505 0.0136219 0.00117421 64269.2 1
: 775 | 8.52155 4.34137 0.0137191 0.00120381 63921.9 2
: 776 | 8.64279 4.18864 0.0134766 0.00121255 65231.3 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.45981 3.84891 0.0137256 0.00124221 64084.9 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.24638 3.66265 0.0135651 0.00120417 64719.9 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.02543 3.51481 0.0136987 0.00120544 64034.6 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.97627 3.39872 0.013652 0.00123453 64425.6 0
: 781 | 7.94679 4.05681 0.0137441 0.00120646 63808.1 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.92938 3.25116 0.0137287 0.00123761 64045.8 0
: 783 | 8.18069 3.72314 0.01364 0.00120705 64345 1
: 784 | 7.99307 3.4877 0.0136205 0.00120394 64429.9 2
: 785 | 7.74991 3.34651 0.0135714 0.00120797 64706.8 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.52781 3.10899 0.0137637 0.00123544 63855.7 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.34606 2.79039 0.0136145 0.00119784 64429.5 0
: 788 | 7.21337 3.0338 0.0135754 0.00117296 64503.6 1
: 789 Minimum Test error found - save the configuration
: 789 | 7.12406 2.54283 0.0136955 0.00123371 64196.3 0
: 790 | 7.04359 2.88635 0.0136059 0.00120186 64495.2 1
: 791 | 7.04989 2.70014 0.013669 0.00120856 64203.2 2
: 792 | 6.95251 2.84565 0.0136656 0.00120389 64196.8 3
: 793 | 6.89837 2.98951 0.013479 0.00120237 65164.3 4
: 794 | 6.74949 2.83999 0.0136315 0.00117364 64216.5 5
: 795 | 6.71617 3.10886 0.0136501 0.00120202 64266.9 6
: 796 | 6.77795 2.5496 0.013743 0.00120157 63788.5 7
: 797 Minimum Test error found - save the configuration
: 797 | 6.54704 1.98199 0.013676 0.00125776 64421.4 0
: 798 | 6.5512 2.7923 0.0136189 0.00119894 64412.3 1
: 799 | 6.48307 2.41131 0.0137204 0.00119701 63880.7 2
: 800 | 6.37319 2.48821 0.0137209 0.00121006 63944.8 3
: 801 | 6.31726 2.28356 0.0136373 0.00120283 64337.4 4
: 802 | 6.0822 2.32212 0.0136811 0.00116534 63919.6 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.24045 1.92834 0.0136717 0.00122514 64274.5 0
: 804 Minimum Test error found - save the configuration
: 804 | 6.03407 1.74437 0.0136853 0.0011972 64060.8 0
: 805 | 5.97746 2.11579 0.0136718 0.00120554 64173.4 1
: 806 | 5.86306 2.25285 0.0136527 0.00120744 64281.4 2
: 807 | 5.93706 1.97643 0.0134793 0.0012019 65160.2 3
: 808 | 5.79833 2.43091 0.0137029 0.00120277 63999.6 4
: 809 | 5.66897 1.82655 0.0136632 0.00120457 64212.6 5
: 810 | 5.59018 1.8055 0.0135472 0.00116725 64620.8 6
: 811 | 5.56833 1.94585 0.0136238 0.00116951 64235 7
: 812 Minimum Test error found - save the configuration
: 812 | 5.33048 1.54942 0.0136674 0.00121103 64224.3 0
: 813 | 5.33221 1.91388 0.013648 0.00120206 64278 1
: 814 | 5.31636 1.72225 0.0137014 0.00120916 64039.5 2
: 815 | 5.20701 1.74222 0.0136567 0.00120839 64265.6 3
: 816 | 5.15588 1.96523 0.0136423 0.00120294 64311.9 4
: 817 | 5.11779 1.63116 0.0137511 0.00120293 63754.4 5
: 818 Minimum Test error found - save the configuration
: 818 | 5.06275 1.43396 0.013733 0.00124963 64085.1 0
: 819 | 5.15681 1.94584 0.0137319 0.00119985 63836.3 1
: 820 | 4.88109 1.80909 0.0135918 0.00116721 64388.7 2
: 821 | 4.82994 1.50673 0.0135695 0.00120546 64703.9 3
: 822 | 4.98771 1.8803 0.0136772 0.00120329 64133.6 4
: 823 | 4.87602 1.52545 0.0136624 0.0012023 64205.1 5
: 824 | 4.68014 1.53588 0.0137174 0.00120799 63952 6
: 825 Minimum Test error found - save the configuration
: 825 | 4.69124 1.35682 0.0137397 0.00123737 63988.2 0
: 826 | 4.58268 1.37871 0.0136808 0.00118262 64009.5 1
: 827 | 4.55183 1.84533 0.0136783 0.00121101 64167.8 2
: 828 | 4.49946 1.53174 0.0135233 0.00120454 64941.5 3
: 829 | 4.48997 2.04968 0.0136878 0.00120303 64078.3 4
: 830 | 4.55333 1.69661 0.013675 0.00121487 64204.8 5
: 831 | 4.67348 1.46494 0.0137491 0.00120866 63793.7 6
: 832 | 4.45454 1.50693 0.013691 0.00120586 64076.3 7
: 833 | 4.27594 1.57615 0.013577 0.00121897 64735.1 8
: 834 Minimum Test error found - save the configuration
: 834 | 4.22425 1.32449 0.0137261 0.0012391 64066.8 0
: 835 | 4.11992 1.48842 0.013595 0.0012119 64604.3 1
: 836 | 4.14959 1.55867 0.0137532 0.00119775 63717.5 2
: 837 | 4.42666 1.55899 0.0137264 0.00121225 63927.7 3
: 838 Minimum Test error found - save the configuration
: 838 | 4.23397 1.28051 0.0137369 0.00123552 63993.2 0
: 839 | 3.99499 1.58523 0.0136917 0.00120391 64062.7 1
: 840 | 4.02872 1.35978 0.0136901 0.00122932 64201.2 2
: 841 | 3.90665 2.03741 0.013743 0.00120344 63798.1 3
: 842 | 3.90138 1.67083 0.0137164 0.00120239 63928.5 4
: 843 | 3.83909 1.31058 0.0137309 0.00120899 63887.9 5
: 844 | 3.79212 1.54651 0.013662 0.00120849 64239.1 6
: 845 | 3.8078 1.856 0.0136792 0.00120085 64111 7
: 846 | 3.70508 1.6646 0.0137181 0.00120122 63913.5 8
: 847 | 3.67287 1.60298 0.0135171 0.0012073 64989 9
: 848 | 3.60783 1.42526 0.0135627 0.00120673 64746 10
: 849 | 3.70625 1.67123 0.0136286 0.00121437 64442.4 11
: 850 | 3.56027 1.3139 0.0136714 0.00120259 64160 12
: 851 | 3.35715 1.47787 0.0137221 0.00120651 63920.4 13
: 852 | 3.42379 1.67179 0.0137124 0.00117197 63793.6 14
: 853 | 3.38858 1.56296 0.0135803 0.00121062 64674.3 15
: 854 | 3.28523 1.43264 0.0135377 0.00120141 64849.1 16
: 855 | 3.2081 1.41916 0.0135635 0.00121401 64780.1 17
: 856 | 3.29073 1.71767 0.0137027 0.00120257 63999.1 18
: 857 | 3.2387 1.44717 0.0136313 0.0012066 64388 19
: 858 | 3.26742 1.63134 0.0137711 0.00120977 63687.3 20
: 859 | 3.12161 1.63509 0.0135895 0.00116822 64405.7 21
:
: Elapsed time for training with 1000 events: 11.8 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: 0.0156 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: 1.02 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.25 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= 3.3346e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10788e+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: 0.0513 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: 0.0493 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: 0.00195 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: 0.133 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: 1.6 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: 0.027 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00338 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: 0.0484 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00566 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: 0.00276 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000453 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: 0.134 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0151 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: 1.58 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.171 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.915 -0.171 5.32 1.49 | 3.244 3.244
: 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 : -0.271 -0.127 1.81 1.08 | 3.399 3.388
: 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.