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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3764
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1307
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.262 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00252 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: 0.000703 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00395 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: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000414 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 = 31544.9
: --------------------------------------------------------------
: 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 | 33075.7 31175.5 0.0103789 0.00103726 85637.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32584.5 30643.5 0.0103868 0.00103542 85548.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31952.1 30036.5 0.0105028 0.00106927 84803.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31293.9 29458.5 0.0112484 0.00168876 83685.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30621 28802.9 0.0162342 0.00178171 55353.7 0
: 6 Minimum Test error found - save the configuration
: 6 | 29837 27922.5 0.0161666 0.00176544 55551.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 29110.9 27260.5 0.0113869 0.00103501 77280.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28630 26877.9 0.0102445 0.00100563 86591.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28265.8 26548.9 0.010422 0.00101059 85003 0
: 10 Minimum Test error found - save the configuration
: 10 | 27934.5 26251.2 0.0102126 0.00100461 86880.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27634.4 25960.9 0.0102229 0.00100318 86770.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27343.3 25683.6 0.010231 0.0010038 86700.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 27058.5 25421.9 0.0101919 0.00100089 87042 0
: 14 Minimum Test error found - save the configuration
: 14 | 26788.8 25164.9 0.010195 0.00100095 87012.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26523.6 24915.9 0.0102072 0.00100227 86910.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26262.6 24676.4 0.0102195 0.00100284 86799.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 26014.4 24435.3 0.0102109 0.000997717 86831.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25766.8 24198.6 0.0101986 0.00101313 87093.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25523.1 23967.6 0.0102063 0.00100182 86913.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 25282.7 23742.9 0.0101974 0.00100516 87029.5 0
: 21 Minimum Test error found - save the configuration
: 21 | 25048.7 23520.5 0.0102353 0.00100525 86673.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24819.4 23298.7 0.0102081 0.00100044 86884.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24589.2 23083.5 0.0101925 0.00100276 87053.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24367.3 22867.9 0.0102559 0.00100116 86441.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24141.3 22661.4 0.0102105 0.00100118 86868.1 0
: 26 Minimum Test error found - save the configuration
: 26 | 23923.1 22456.7 0.0102439 0.00100259 86568 0
: 27 Minimum Test error found - save the configuration
: 27 | 23708.6 22252 0.0102091 0.00100043 86874.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23495 22050 0.0102102 0.00100378 86896 0
: 29 Minimum Test error found - save the configuration
: 29 | 23288.7 21844.5 0.010205 0.00100568 86962.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 23075.7 21648.2 0.0102323 0.00100251 86676 0
: 31 Minimum Test error found - save the configuration
: 31 | 22869.3 21455.2 0.0102298 0.0010074 86745 0
: 32 Minimum Test error found - save the configuration
: 32 | 22665 21265.4 0.0102204 0.00100225 86785 0
: 33 Minimum Test error found - save the configuration
: 33 | 22467.5 21072.3 0.0102373 0.00100339 86637.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22266.2 20884.9 0.0102825 0.00100963 86273.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22070.5 20697.9 0.0102269 0.00100364 86737.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21873.9 20515.9 0.0102361 0.0010089 86700.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21683 20333.4 0.0102336 0.00100999 86734.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21491.9 20153.7 0.0102725 0.00100871 86357.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21305 19973.7 0.0102364 0.00100686 86678.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21117.4 19797.4 0.010229 0.00100888 86766.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20930.6 19626.2 0.0102287 0.00100625 86744.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20751.2 19452 0.0102471 0.00101292 86634.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20568.3 19282.8 0.0102448 0.00100594 86591.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20388.8 19116.2 0.0102491 0.00100975 86586.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20214.2 18947.5 0.0102266 0.00100613 86763.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 20037.1 18783.2 0.0102425 0.00101057 86656 0
: 47 Minimum Test error found - save the configuration
: 47 | 19865.8 18617.4 0.0102492 0.00100802 86569.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19691.4 18457.2 0.0102315 0.00100676 86723.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19522.1 18297.4 0.010234 0.00100778 86709.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19354.7 18137.8 0.0102888 0.0010095 86213.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 19186.4 17982.3 0.0102628 0.00100886 86449.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 19022.5 17826.7 0.0102614 0.00100858 86460.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18858.4 17674 0.010243 0.00100959 86642 0
: 54 Minimum Test error found - save the configuration
: 54 | 18696.9 17522.4 0.0102599 0.00101161 86502 0
: 55 Minimum Test error found - save the configuration
: 55 | 18536 17373.3 0.0102583 0.00100917 86494.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18378.7 17223.9 0.0102943 0.00101049 86171.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18223.1 17074.3 0.0102527 0.00100843 86540.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 18067.1 16927.1 0.0102781 0.0010187 86398.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17909.3 16786.6 0.0102729 0.0010148 86410.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17760.8 16639.8 0.0103062 0.00101089 86064.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17602 16488.5 0.0103307 0.00103107 86025.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17459.5 16345.6 0.0103639 0.00103175 85725.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17299.7 16211.2 0.0103876 0.00101998 85400.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17147.2 16062.4 0.0103594 0.00102583 85712 0
: 65 Minimum Test error found - save the configuration
: 65 | 16988 15902.8 0.010395 0.00102827 85408.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16840.5 15766.8 0.0103854 0.00102721 85486.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16692.4 15619 0.0104137 0.00104768 85415.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16540.3 15480.4 0.0104193 0.0010353 85251.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16393.2 15334.4 0.0104479 0.00104268 85059.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16246.5 15199 0.0104555 0.00103997 84965.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 16101.4 15051.3 0.0104917 0.00104511 84686.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15954.1 14912.8 0.0105092 0.00105163 84588.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15808.8 14772.9 0.0105052 0.00104023 84522.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15664 14638.4 0.0104993 0.00104688 84634.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15522.2 14503.9 0.0105207 0.00104515 84427.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15383.6 14370.4 0.0104782 0.00104717 84826.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15244 14236.1 0.0105124 0.00104949 84540.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15104.5 14104.7 0.0105181 0.00104771 84473.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14968.4 13975.2 0.0105117 0.001042 84479.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14831.1 13846.9 0.0104979 0.00104513 84631.6 0
: 81 Minimum Test error found - save the configuration
: 81 | 14697.6 13718.2 0.0105077 0.00104413 84535.1 0
: 82 Minimum Test error found - save the configuration
: 82 | 14562.9 13593.8 0.0105147 0.0010453 84482.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14430.1 13471.7 0.0105367 0.00105059 84334 0
: 84 Minimum Test error found - save the configuration
: 84 | 14302 13347.2 0.0104879 0.00104206 84693.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14172.3 13225.3 0.0105148 0.00104682 84495.2 0
: 86 Minimum Test error found - save the configuration
: 86 | 14044.5 13103.9 0.0105393 0.00105436 84343.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13916.1 12986.8 0.0105264 0.00105707 84483.1 0
: 88 Minimum Test error found - save the configuration
: 88 | 13791.4 12869.2 0.0104955 0.00104609 84661.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13668.5 12751 0.0104992 0.00104322 84602.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13545.1 12634.1 0.0105144 0.00104131 84449.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13422.8 12519.2 0.0105237 0.00104406 84391.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13302.1 12404.6 0.0105333 0.00104513 84315.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13183.6 12289.8 0.0104935 0.00104862 84701.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 13060.9 12181.7 0.010513 0.00104298 84477.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12945.9 12070.7 0.0104826 0.00104139 84734.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12829.3 11961 0.0105124 0.00104585 84508 0
: 97 Minimum Test error found - save the configuration
: 97 | 12713.3 11852.7 0.0105204 0.00104545 84433.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12598.9 11745.2 0.0105081 0.00104168 84509.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12484.6 11639.9 0.0105282 0.00104672 84374.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12373.2 11533.8 0.0105354 0.00104123 84262.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12262.9 11427.1 0.0105053 0.00104615 84574 0
: 102 Minimum Test error found - save the configuration
: 102 | 12149 11326.3 0.0105186 0.00104683 84461.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 12042.4 11222 0.0104928 0.00104011 84631.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11933.3 11119.2 0.0105215 0.00104614 84429.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11825.5 11017.8 0.0105169 0.0010428 84440.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11718.5 10917.9 0.0105692 0.0010477 84020 0
: 107 Minimum Test error found - save the configuration
: 107 | 11612.7 10818.9 0.0105166 0.00104403 84454 0
: 108 Minimum Test error found - save the configuration
: 108 | 11508.3 10720.2 0.0105187 0.00104494 84444.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11404 10623 0.0105118 0.00105195 84568.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11301.2 10526.5 0.0105764 0.00104872 83965.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11200.1 10429.6 0.0105264 0.00104207 84349.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11097.5 10335.6 0.010513 0.00104469 84492 0
: 113 Minimum Test error found - save the configuration
: 113 | 10997 10242.9 0.0105335 0.00104493 84311.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10900.1 10147.4 0.0105435 0.0010478 84248.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10799.5 10055.7 0.010538 0.00104606 84282.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10702.5 9964.05 0.0105066 0.00104486 84551.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10606.4 9872.37 0.0105206 0.0010457 84433.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10509.4 9783.25 0.0105034 0.0010451 84581.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10413.5 9695.79 0.0105146 0.00104408 84472.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10321.4 9606.02 0.0105341 0.00104557 84311.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10225.9 9520.58 0.0105201 0.00104394 84422.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10134.6 9433.54 0.0105395 0.00104749 84281.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 10044.2 9344.98 0.0105385 0.00104576 84274.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9951.16 9260.38 0.0105105 0.00105075 84568.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9860.7 9176.73 0.0105342 0.00104715 84325.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9772.57 9092.34 0.010525 0.00104983 84430.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9683.5 9009.04 0.0105103 0.00104285 84500.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9595.86 8926.09 0.0105521 0.00105046 84196.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9507.94 8845.2 0.0105475 0.0010551 84277.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9422.82 8763.23 0.0105476 0.00104575 84194.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9336.01 8683.98 0.0105294 0.00104772 84372.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9251.52 8605.11 0.0105362 0.00104541 84292 0
: 133 Minimum Test error found - save the configuration
: 133 | 9166.76 8527.84 0.010518 0.00104812 84478.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9085.78 8447.86 0.0105482 0.00104837 84212.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 9001.45 8371.06 0.0105264 0.00104514 84376.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8920.2 8294.31 0.0105479 0.00104671 84199.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8838.34 8219.12 0.0105173 0.00104361 84444.2 0
: 138 Minimum Test error found - save the configuration
: 138 | 8758.58 8143.98 0.0105267 0.00104542 84376.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8678.51 8069.2 0.0105288 0.00104876 84387.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8600.33 7994.51 0.0105048 0.00104901 84604.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8521.16 7921.6 0.010536 0.00104934 84328.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8443.98 7848.86 0.0105215 0.00104534 84422.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8367.03 7776.64 0.0105583 0.00104793 84118.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8292.13 7703.47 0.0105185 0.00104479 84443.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8214.27 7634.03 0.0105315 0.00104448 84325.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8139.6 7564.31 0.0105211 0.0010447 84420.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 8065.54 7495.35 0.0105715 0.00104872 84009 0
: 148 Minimum Test error found - save the configuration
: 148 | 7992.61 7425.94 0.0105502 0.00107831 84460.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7919.46 7357.55 0.010543 0.00104749 84250.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7845.86 7291.94 0.0105294 0.00104573 84355.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7775.5 7224.46 0.0105281 0.00104823 84389.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7704.5 7158.2 0.0105611 0.0010435 84055.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7633.76 7092.22 0.0105181 0.0010503 84497.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7563.79 7027.25 0.0108451 0.00105386 81706 0
: 155 Minimum Test error found - save the configuration
: 155 | 7495.24 6962.48 0.0105589 0.00105103 84140.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7427.3 6897.75 0.0105303 0.00104684 84357.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7357.93 6835.02 0.0105437 0.00104596 84230.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7290.97 6772.59 0.0105642 0.00105038 84088.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7224.49 6710.9 0.0105484 0.00104593 84188.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7158.51 6648.47 0.0105358 0.00104474 84289.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7092.88 6586.64 0.0105198 0.00104391 84424.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 7027.4 6526.58 0.0105256 0.00104735 84403.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6963.43 6467.45 0.0105508 0.00104622 84169.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6900.12 6406.49 0.0105414 0.00105546 84335.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6836.71 6346.87 0.0105295 0.00104807 84375.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6774.21 6287.71 0.0105313 0.00104678 84347.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6711.11 6230.04 0.01057 0.00104874 84022.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6649.59 6173.51 0.0105683 0.00104738 84025.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6589.9 6114.48 0.0105675 0.00104699 84028.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6528.01 6059.34 0.0105643 0.00104755 84062.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6468.37 6003.14 0.0105328 0.00104555 84323.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6407.99 5949.32 0.0105638 0.00104981 84086.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6350.48 5893.97 0.0105557 0.00104668 84130.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6292.23 5839.02 0.0105228 0.00104621 84418.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6233.89 5784.36 0.0105813 0.00104999 83934 0
: 176 Minimum Test error found - save the configuration
: 176 | 6176.19 5732.02 0.0105467 0.00104769 84219.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6120.03 5678.35 0.0105963 0.00105012 83803.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6063.8 5625.66 0.0105507 0.00105039 84207.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 6007.98 5571.98 0.0105554 0.00104701 84136.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5952.23 5520.14 0.0105651 0.00106149 84178.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5897.31 5469.39 0.010546 0.00104849 84232.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5843.21 5418.81 0.0105559 0.00105618 84213 0
: 183 Minimum Test error found - save the configuration
: 183 | 5789.38 5368.27 0.0105627 0.0010502 84099.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5735.86 5318.35 0.0105662 0.00104895 84057.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5683.74 5267.13 0.010552 0.00104993 84192 0
: 186 Minimum Test error found - save the configuration
: 186 | 5630.63 5218.96 0.0105785 0.00105057 83963.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5578.29 5170.78 0.0105493 0.0010485 84203.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5528.37 5121.83 0.0105847 0.00105204 83922.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5475.54 5074.06 0.0105572 0.00105422 84184.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5425.47 5029.95 0.0105415 0.00104891 84276 0
: 191 Minimum Test error found - save the configuration
: 191 | 5375.87 4981.79 0.0105613 0.00105181 84126.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5326.99 4932.82 0.0105427 0.00104889 84265.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5276.81 4888.91 0.010557 0.0010481 84131.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5227.81 4843.34 0.0105642 0.00105599 84137.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5180.63 4796.01 0.0105814 0.00104944 83928.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5131.69 4753.91 0.0105889 0.0010615 83968.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5084.73 4709.23 0.0106002 0.00105556 83816.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5038.39 4665.49 0.0105806 0.00104907 83931.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4991.59 4620.6 0.0105614 0.00105292 84135.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4945.27 4577.42 0.0105777 0.00105024 83967.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4898.78 4536.77 0.010765 0.00105652 82402.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4854.61 4493.78 0.0105686 0.00105056 84050.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4809.89 4451.59 0.0105917 0.00104902 83833.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4765.42 4409.59 0.0105651 0.00105161 84090.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4721.79 4369.24 0.010584 0.00105457 83950.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4678.37 4326.09 0.0105568 0.00105163 84164.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4634.81 4287.75 0.0105622 0.00105498 84146.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4591.68 4248.43 0.0105846 0.00104838 83891 0
: 209 Minimum Test error found - save the configuration
: 209 | 4550.04 4206.93 0.0106439 0.00109317 83763.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4507.71 4169.55 0.0106185 0.00105216 83626.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4466.87 4130.67 0.0105788 0.00106171 84059.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4425.66 4089.95 0.0105663 0.00105517 84112.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4384.29 4053.87 0.0106057 0.00106078 83814.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4344.98 4014.13 0.0105795 0.00105707 84012.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4303.9 3977.53 0.0105869 0.0010559 83936.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4264.2 3941.64 0.0105824 0.00105298 83950.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4226.31 3904.42 0.0105718 0.00104971 84015.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4187.27 3867.38 0.0106012 0.0010528 83783.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4148.73 3830.16 0.0105943 0.00105756 83886.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4110.07 3795.14 0.010598 0.00105401 83822 0
: 221 Minimum Test error found - save the configuration
: 221 | 4072.6 3759.91 0.0105795 0.00106619 84093 0
: 222 Minimum Test error found - save the configuration
: 222 | 4035.79 3725.07 0.0105746 0.00105035 83995.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3998.69 3689.91 0.0105749 0.00105339 84020.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3961.17 3655.94 0.0105689 0.00104982 84041.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3925.92 3621.55 0.0105847 0.00105239 83924.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3889.3 3588.38 0.010578 0.00105511 84008.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3854.01 3555.71 0.0105898 0.00105392 83893.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3819.05 3522.43 0.0105767 0.00106007 84063.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3784.2 3489.21 0.010614 0.00106841 83808.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3749.71 3455.99 0.0105729 0.00105305 84035.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3714.99 3425.35 0.0105866 0.00105668 83945.8 0
: 232 Minimum Test error found - save the configuration
: 232 | 3681.76 3393.76 0.0105805 0.00105231 83961.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3648.52 3360.93 0.0106036 0.00105591 83790.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3614.82 3329.13 0.0105927 0.00105888 83912.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3581.95 3297.16 0.0106044 0.00105574 83781 0
: 236 Minimum Test error found - save the configuration
: 236 | 3549.29 3266.97 0.0105921 0.00105992 83926 0
: 237 Minimum Test error found - save the configuration
: 237 | 3517.49 3235.62 0.0106313 0.00105747 83560.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3485.27 3206.74 0.0105809 0.00105052 83942.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3453.29 3177.01 0.0105896 0.00105805 83931.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3421.6 3148.14 0.0105944 0.00105462 83859.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3390.98 3119.02 0.0106172 0.00108452 83921.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3360.69 3088.63 0.0106144 0.00105338 83673 0
: 243 Minimum Test error found - save the configuration
: 243 | 3329.08 3060.76 0.0106016 0.00105271 83779.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3299.33 3032.36 0.010614 0.00105792 83716.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3269.65 3003.54 0.0106253 0.00106126 83646.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3238.85 2975.69 0.0106023 0.00105496 83793.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3210.02 2948.09 0.0106118 0.0010556 83714.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3181.32 2920.26 0.0105974 0.00105551 83840.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3151.78 2893.26 0.0106036 0.00105591 83789.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3122.9 2867.35 0.0106193 0.001058 83671 0
: 251 Minimum Test error found - save the configuration
: 251 | 3095.37 2840.55 0.0106117 0.00106169 83769.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3066.73 2814.37 0.0106018 0.00105718 83817 0
: 253 Minimum Test error found - save the configuration
: 253 | 3039.42 2787.44 0.0106228 0.00105834 83643.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3012.08 2760.84 0.0106017 0.00105579 83805.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2984.24 2735.37 0.0106075 0.00105556 83752.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.41 2709.95 0.0106169 0.00105382 83654.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2930.38 2685.02 0.0105982 0.00105723 83848.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2903.43 2660.4 0.010617 0.00105569 83670.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2877.3 2636.06 0.0106079 0.00105451 83739.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2852.03 2611.75 0.0106137 0.00105643 83706.1 0
: 261 Minimum Test error found - save the configuration
: 261 | 2825.5 2587.53 0.0106066 0.00105467 83752.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2800.57 2563.73 0.0106222 0.00106271 83686.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2774.66 2539.06 0.0106296 0.00105579 83561.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2749.51 2516 0.0106128 0.0010544 83695.9 0
: 265 Minimum Test error found - save the configuration
: 265 | 2724.5 2493.25 0.0106349 0.00105948 83547.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2700.24 2469.4 0.010634 0.00105247 83494.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2675.24 2447.72 0.0106128 0.00105654 83715 0
: 268 Minimum Test error found - save the configuration
: 268 | 2651.67 2424.25 0.01061 0.00105583 83733 0
: 269 Minimum Test error found - save the configuration
: 269 | 2627.53 2402.04 0.0106062 0.00106018 83804.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2603.43 2380.05 0.0106271 0.00105963 83616.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2580.16 2357.99 0.0106253 0.00105392 83582.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2556.75 2336.59 0.0106348 0.00105482 83507.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2533.12 2315.12 0.010606 0.00106775 83872.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2510.77 2293.45 0.010596 0.00105305 83831.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2487.62 2272.06 0.010614 0.00106291 83760 0
: 276 Minimum Test error found - save the configuration
: 276 | 2464.59 2251.88 0.0105997 0.00105591 83824.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2442.9 2230.91 0.0106439 0.00105339 83415.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2420.42 2210.61 0.0106064 0.00105681 83773.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2398.46 2190.26 0.0106049 0.00105419 83763.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2376.72 2170 0.0106029 0.00105873 83820.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.06 2149.83 0.0105932 0.00105576 83880.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2333.17 2130.76 0.0106141 0.00105616 83700.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2312.37 2110.9 0.0106132 0.00105746 83719.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2290.8 2091.77 0.0106075 0.00105929 83785.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2269.62 2073.42 0.0105916 0.00105173 83858.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2249.47 2054.11 0.0106398 0.00106198 83526.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2229.1 2034.67 0.010627 0.00105545 83580.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2207.9 2016.5 0.0105921 0.00105967 83923.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2188.2 1997.61 0.0106499 0.00106077 83428.1 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.36 1978.75 0.0106173 0.00106387 83739.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.27 1960.05 0.010629 0.0010594 83598.3 0
: 292 Minimum Test error found - save the configuration
: 292 | 2128.08 1942.7 0.0106112 0.0010575 83737.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2108.51 1925.04 0.0106362 0.00106146 83553.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.03 1907.94 0.0106093 0.00106186 83791.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.41 1889.74 0.0106198 0.00105376 83629.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2050.63 1872.31 0.0106051 0.00105523 83770.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2031.61 1855.95 0.0106135 0.00105528 83697.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.04 1838.9 0.0106151 0.00105647 83693.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.39 1821.91 0.0105927 0.00105498 83877.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1975.65 1805.41 0.0107061 0.00106603 82986.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.33 1789.03 0.0106089 0.00105523 83737.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1939.46 1773.17 0.0106209 0.00105747 83652.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1921.01 1756.26 0.0105931 0.00105311 83857.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.53 1740.03 0.0106313 0.00106086 83590.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1885.38 1724.37 0.0106119 0.00105888 83743.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1867.6 1708.47 0.0106249 0.00105503 83595.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1850.55 1692.75 0.0106144 0.00105811 83714.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1832.9 1677.54 0.0106446 0.00107078 83561.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.06 1661.94 0.0106099 0.00106354 83801.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1798.2 1647.38 0.0105955 0.00105668 83867.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1781.84 1632.25 0.0106102 0.00105569 83729.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1764.96 1617.62 0.010633 0.00105789 83549.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1748.75 1602.52 0.0106196 0.00105648 83654.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.01 1589.37 0.0106076 0.00105468 83744 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.32 1572.79 0.0105908 0.00105798 83920.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1699.2 1559.05 0.0106381 0.00105967 83521.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1683.49 1545.06 0.010645 0.00106023 83465.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1667.66 1529.86 0.010718 0.00109935 83171.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1651.71 1515.51 0.0106148 0.0010512 83650.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1635.65 1502.36 0.010641 0.00105931 83492.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1620.05 1488.57 0.0106058 0.00105607 83771.6 0
: 322 Minimum Test error found - save the configuration
: 322 | 1604.54 1475 0.010619 0.00105432 83641.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1589.42 1461.74 0.0106431 0.00106451 83519.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1574.43 1448.69 0.0106066 0.00105863 83787.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1559.54 1434.66 0.0106862 0.00105682 83079.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1544.39 1421.67 0.0106106 0.00105954 83760.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1529.93 1408.47 0.0106063 0.00105498 83757.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.22 1395.15 0.0106299 0.00105513 83553.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1500.37 1382.64 0.0106019 0.00105211 83771.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1485.75 1370.68 0.0106086 0.00105338 83723.5 0
: 331 Minimum Test error found - save the configuration
: 331 | 1471.97 1357.91 0.010606 0.00106218 83823.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1457.89 1345.21 0.0105943 0.00105496 83863.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.11 1332.5 0.0106112 0.00105644 83728 0
: 334 Minimum Test error found - save the configuration
: 334 | 1429.85 1320.36 0.0105911 0.00105255 83870.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1416.44 1307.36 0.0106243 0.0010559 83608.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1402.62 1295.54 0.010614 0.00105557 83695.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.8 1283.98 0.0106186 0.0010582 83678.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.05 1271.46 0.0106358 0.00105714 83519.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1362.77 1259.66 0.0105895 0.0010613 83961.3 0
: 340 Minimum Test error found - save the configuration
: 340 | 1349.63 1247.82 0.0105994 0.00105474 83816.6 0
: 341 Minimum Test error found - save the configuration
: 341 | 1335.89 1236.71 0.0106366 0.0010615 83549.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1323.88 1225.46 0.0106262 0.00105735 83604.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.02 1214.2 0.0106601 0.00105946 83327.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.28 1202.47 0.0106319 0.00105552 83538.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1285.88 1191.18 0.0105939 0.00105428 83860.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1273.32 1180.64 0.0106049 0.00105658 83784 0
: 347 Minimum Test error found - save the configuration
: 347 | 1260.82 1169.36 0.0106863 0.00107942 83273.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1248.55 1158.62 0.0105971 0.00105616 83848.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1236.93 1147.63 0.0106291 0.00105814 83586.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1224.79 1136.67 0.0105995 0.00105516 83819.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.01 1125.9 0.010616 0.00106377 83749.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.21 1115.35 0.0106205 0.00105538 83637.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.32 1105.09 0.0106154 0.00105676 83693.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.84 1095.09 0.0106374 0.00105796 83511.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1166.74 1084.44 0.0105989 0.0010534 83809.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.58 1073.68 0.0106241 0.00105784 83626.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1143.87 1063.89 0.0106016 0.0010571 83817.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.1 1054.31 0.0106146 0.00105654 83698.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.24 1043.61 0.0106815 0.001062 83164.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.16 1034.55 0.0106754 0.00105812 83183.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.36 1024.44 0.0107014 0.00106794 83044.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1089.76 1014.83 0.010634 0.0010571 83534.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1078.86 1005.5 0.0106039 0.00105626 83790.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.52 996.028 0.0106 0.00105417 83806 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.09 986.348 0.0106342 0.00106552 83606.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.92 976.815 0.0106263 0.00105852 83614.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.6 967.398 0.0106476 0.00107117 83538.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.46 957.92 0.0106292 0.001056 83566.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.23 949.02 0.0106238 0.00105708 83623.4 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.59 939.625 0.0106143 0.00105674 83703.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.367 931.394 0.0106232 0.00106647 83710.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.012 922.279 0.0106486 0.00105613 83398.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.122 913.377 0.010613 0.00105773 83723.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.6 904.531 0.0106502 0.00105578 83381.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.178 895.455 0.0106421 0.00105413 83438.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.474 887.136 0.0106174 0.00106217 83723.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.491 878.349 0.0106548 0.00106048 83383 0
: 378 Minimum Test error found - save the configuration
: 378 | 930.908 870.152 0.0106472 0.00106078 83451.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.314 861.042 0.0106232 0.00106027 83656.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.59 852.864 0.0106167 0.00105327 83651.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.714 845.373 0.0105933 0.00105614 83882.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.102 836.589 0.0106176 0.00105174 83631.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 885.996 828.65 0.0106042 0.00105623 83787.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.477 820.214 0.0106297 0.00105747 83575.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.357 812.297 0.0106866 0.00106136 83114.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.881 804.637 0.0106099 0.00105866 83758.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.354 796.726 0.0106095 0.0010557 83736.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.098 788.705 0.0106481 0.00106456 83476.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.517 780.853 0.0106071 0.00106546 83842.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.446 773.769 0.0106111 0.00105497 83715.7 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.502 765.213 0.0106481 0.00106661 83494.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.692 757.665 0.0106304 0.00106755 83656.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.492 750.464 0.0106133 0.00105563 83702.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.929 743.119 0.010598 0.00105798 83856.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 786.041 735.47 0.0106556 0.00106039 83375.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.182 728.107 0.010607 0.00105698 83769.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 769.999 721.588 0.0105863 0.00105541 83937.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.639 713.628 0.0106328 0.00105717 83545 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.974 706.073 0.0106237 0.00106359 83681.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.197 699.273 0.010625 0.00105837 83624.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.597 692.654 0.0106305 0.00105449 83542.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.636 685.336 0.0106157 0.00105841 83705.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.261 678.054 0.0106061 0.00105499 83759.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.446 671.522 0.0106287 0.00105553 83566.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.319 664.593 0.0106119 0.00105471 83706.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.284 657.889 0.0106168 0.00105563 83671.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.289 651.16 0.0106373 0.00106334 83560.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.008 644.644 0.0106108 0.00105615 83728.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.436 638.03 0.0106176 0.00105504 83659.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.105 631.554 0.0106202 0.00105622 83647 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.179 625.015 0.0106233 0.00105777 83633.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.456 619.075 0.0106074 0.00105843 83778.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.987 612.348 0.0106082 0.00106161 83799.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.155 606.561 0.0106171 0.00105337 83649.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.706 599.631 0.0106088 0.00106296 83806.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.891 594.149 0.0106046 0.00105673 83788.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.572 587.878 0.0106078 0.00105478 83743.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.338 582.297 0.0105938 0.00105614 83878.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.953 575.285 0.0106205 0.00105758 83656.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.537 569.213 0.0106132 0.00105468 83695.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.232 563.902 0.0106093 0.00105646 83745 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.038 557.833 0.0106134 0.00105674 83710.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.857 551.985 0.0105996 0.00105643 83829.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.099 545.777 0.0106202 0.00105529 83638.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.555 540.604 0.0106265 0.00105809 83608.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.729 534.764 0.0106037 0.00105543 83784.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.886 529.019 0.0106217 0.00106109 83676.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.067 523.313 0.0106261 0.00106727 83691.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.312 517.928 0.0106009 0.00105528 83808.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.73 512.167 0.0106214 0.0010542 83618.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.062 506.846 0.0106467 0.00105844 83435.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.395 501.167 0.0106298 0.00106551 83644.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.604 496.124 0.0106042 0.00105776 83801.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.96 490.842 0.0105968 0.00105661 83855.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.581 485.689 0.0105953 0.0010544 83849.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.172 480.658 0.0106161 0.00106028 83718.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.138 475.466 0.0106171 0.00106 83707.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.548 470.536 0.0106107 0.00105408 83711.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.197 465.299 0.0106235 0.00105731 83628.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.196 460.477 0.0106284 0.00105533 83567.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.793 455.521 0.0106224 0.00106209 83679.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.109 450.354 0.0106289 0.00105956 83600.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.835 445.524 0.0105976 0.00105239 83811.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.899 440.893 0.0106053 0.00105905 83802.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.985 435.654 0.0106105 0.00105241 83698.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.868 431.289 0.0106118 0.00105441 83705 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.322 426.954 0.0106162 0.00105494 83670.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.295 421.975 0.0106189 0.00105637 83659.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.512 417.421 0.0106113 0.00105678 83729.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.744 412.713 0.0106254 0.0010582 83619.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.508 408.213 0.0106281 0.00105617 83577.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.726 404.243 0.0106326 0.00107699 83720.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.702 399.421 0.0106384 0.00106252 83542.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.392 395.298 0.0106341 0.00105761 83537.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.932 390.912 0.0106362 0.00106257 83563.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.603 386.051 0.0106456 0.00105506 83415.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.979 381.89 0.0106207 0.00105959 83672.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.931 377.857 0.0106272 0.0010583 83603.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.313 374.085 0.0106233 0.00105231 83585.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.235 369.403 0.0106783 0.00106916 83254.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.926 365.549 0.0106019 0.00106125 83852.1 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.432 361.25 0.0106185 0.00105408 83643.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.444 357.414 0.0106222 0.00105662 83633.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.143 353.476 0.0106181 0.00105564 83660.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.357 350.103 0.0106551 0.00106115 83386.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.382 345.88 0.0106415 0.00106259 83516.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.311 341.569 0.0106364 0.00105552 83499.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.292 338.014 0.0106492 0.00106004 83427.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.401 334.351 0.0106049 0.00105488 83769.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.337 330.414 0.0106179 0.00105633 83668.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.727 327.427 0.0106218 0.00105469 83619.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.986 323.934 0.0106277 0.00105544 83574.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.487 319.273 0.0107792 0.00107643 82450.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.372 315.546 0.0106333 0.00106388 83599.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.707 312.32 0.0106106 0.00105587 83728 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.224 308.578 0.0106368 0.00105611 83500.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.646 304.887 0.0106155 0.00106291 83746.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.796 302.269 0.0106205 0.0010549 83633.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.184 298.402 0.0106542 0.00108878 83634.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.825 294.618 0.0106195 0.00105545 83646.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.243 292.735 0.0106113 0.00105573 83720.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.744 288.403 0.0106347 0.00105851 83540.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.259 284.648 0.0106041 0.00105663 83791.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.895 281.293 0.0106593 0.00105979 83337.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.6 279.077 0.0106391 0.00105911 83507.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.352 275.433 0.0106606 0.00109467 83630.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.908 272.168 0.0106513 0.00105637 83377.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.778 268.998 0.0106327 0.0010581 83554.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.192 265.887 0.0106499 0.00105826 83405.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.29 262.735 0.0106414 0.00105734 83471.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.054 259.774 0.0106233 0.00106433 83690.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.781 256.632 0.0106116 0.00105649 83724.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.92 254.268 0.0106406 0.00105727 83478 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.835 251.363 0.0106145 0.00105692 83703 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.13 247.987 0.0106154 0.00105386 83668.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.868 245.109 0.010652 0.00108383 83610.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.791 242.202 0.0106151 0.00105839 83710.7 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.067 239.558 0.0106283 0.00105599 83574.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.023 237.1 0.0106321 0.00105722 83551.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.134 234.148 0.01069 0.00108946 83328.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.271 231.386 0.0106443 0.00105478 83424.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.499 228.964 0.0106597 0.00106466 83376 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.601 226.385 0.0106552 0.00105642 83344 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.776 223.465 0.0106744 0.00105862 83196.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.151 221.279 0.0106513 0.00108868 83658.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.557 219.122 0.0106404 0.00106755 83569.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.168 215.988 0.0106417 0.00107106 83588.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.126 213.786 0.0106114 0.00105309 83696.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.523 211.171 0.0106316 0.00105514 83538.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.895 208.862 0.0106279 0.00105484 83567.8 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.263 206.785 0.0106391 0.00105521 83473.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.694 204.422 0.0106526 0.00105739 83374.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.344 202.728 0.0107071 0.00108137 83110.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.938 200.095 0.0106465 0.00105596 83415.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.431 197.837 0.0106516 0.00105814 83390.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.948 195.297 0.0106393 0.00105468 83467.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.433 193.118 0.0106226 0.00105377 83604.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.103 190.818 0.0106559 0.00106428 83406 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.843 188.773 0.0106433 0.0010562 83445.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.491 186.23 0.0106543 0.00107938 83551.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.887 184.135 0.0106645 0.00106334 83323.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.715 182.35 0.0106408 0.0010635 83530.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.629 180.314 0.010628 0.00105787 83593.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.308 178.187 0.0106637 0.00105563 83263.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.078 175.702 0.010606 0.00105157 83730.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.917 173.79 0.0106367 0.00107068 83628.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.789 171.577 0.0106529 0.00105621 83362 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.472 169.161 0.0106085 0.00105742 83759.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.495 167.523 0.010634 0.00105754 83538.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.085 165.019 0.0106277 0.00105529 83573.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.171 164.016 0.0106151 0.00105491 83680.4 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.198 161.683 0.0106263 0.00105525 83585.2 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.083 159.38 0.0106302 0.00106052 83597.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.697 157.757 0.0106301 0.00105852 83580.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.033 156.916 0.0106361 0.00105678 83513.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.829 154.057 0.0106714 0.00105977 83232.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.041 152.041 0.0106416 0.00108314 83695.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.954 150.168 0.010634 0.00105526 83518 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.944 148.817 0.0106202 0.00106778 83748.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.802 147.549 0.010611 0.00105408 83709.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.989 144.783 0.0106566 0.00105751 83341 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.281 144.772 0.0106174 0.00105492 83660.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.295 141.79 0.0106416 0.00105447 83444.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.348 140.772 0.010628 0.00105776 83592.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.526 138.807 0.0106154 0.00105453 83674.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.667 138.774 0.0106327 0.00105637 83539.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.996 136.179 0.0106634 0.00107394 83424.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.072 134.545 0.0106437 0.00105674 83446.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.417 133.343 0.0106498 0.00106143 83434.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.719 131.52 0.0106742 0.00106068 83216.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.965 130.416 0.0106323 0.00105741 83551.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.291 127.906 0.0106234 0.0010558 83615.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.834 126.827 0.0106368 0.00106296 83561.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.191 125.901 0.0106337 0.00105682 83534.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.655 124.242 0.0106787 0.0010594 83166 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.95 122.5 0.0106186 0.00105226 83626.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.275 120.951 0.0106608 0.00105641 83295 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.866 118.734 0.010632 0.00105517 83535 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.13 117.624 0.010624 0.00105763 83626.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.231 116.253 0.0106642 0.00108972 83555.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.683 115.123 0.0106396 0.00105624 83477.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.136 113.486 0.0106259 0.00105932 83624.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.684 112.461 0.0106677 0.00108089 83448.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.304 110.442 0.010643 0.00105527 83440.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.48 109.917 0.0106315 0.00105967 83578.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.074 108.436 0.0106381 0.00105501 83480.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.932 106.516 0.0106388 0.00106195 83535 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.271 105.019 0.0106256 0.001062 83650.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.853 103.544 0.0106528 0.0010543 83346 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.352 102.715 0.0106349 0.00106669 83610.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.835 102.158 0.0106532 0.00105587 83356.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.665 101.394 0.0106511 0.00107019 83499.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.174 99.1705 0.0106723 0.00109373 83520 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.782 97.9063 0.0106492 0.00106296 83453.3 0
: 575 | 109.619 98.1989 0.010606 0.00102276 83479.2 1
: 576 Minimum Test error found - save the configuration
: 576 | 108.34 95.7831 0.0106398 0.00106094 83517.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.988 94.149 0.0106331 0.00105361 83511.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.67 93.5036 0.0106275 0.00105851 83603.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.448 91.3263 0.0106193 0.00105387 83634.4 0
: 580 | 103.282 91.3838 0.0105936 0.00102383 83596.9 1
: 581 Minimum Test error found - save the configuration
: 581 | 102.001 89.9955 0.010676 0.0010682 83265.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.651 89.3161 0.0106218 0.00105869 83654.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3752 87.8712 0.0106629 0.00106295 83333.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.4725 86.102 0.010638 0.00105793 83506.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.3584 85.9027 0.0106267 0.00105492 83578.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.1347 84.2013 0.010635 0.00105657 83521.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.7831 83.2477 0.0106261 0.00105438 83579.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.609 81.3035 0.0106396 0.00105675 83482.4 0
: 589 | 92.5804 81.3524 0.0106248 0.00102161 83305.3 1
: 590 Minimum Test error found - save the configuration
: 590 | 91.4528 79.9603 0.0106451 0.00105618 83429.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.522 79.8007 0.0106914 0.00106194 83078.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.5515 79.5589 0.0106389 0.00105701 83490.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.4732 76.7348 0.0106118 0.00105343 83696.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.1712 75.4262 0.0106209 0.00105743 83651.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.2088 74.6622 0.0106269 0.00106078 83628.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.2027 74.3284 0.0106333 0.00105688 83538.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2499 73.3219 0.0106347 0.00105613 83519.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.1973 71.943 0.0106373 0.00105687 83503.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.018 71.2811 0.0106489 0.00105906 83421.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.0426 69.9939 0.0106802 0.00109562 83467.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.1292 68.8947 0.0106493 0.00105581 83389.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1932 68.7277 0.010663 0.00106158 83320.7 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.2024 67.0599 0.0106295 0.00106209 83617.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.1706 66.7696 0.0107084 0.00105868 82904.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.3829 65.7355 0.010649 0.00105782 83409.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.5121 64.9384 0.0106745 0.00105786 83189.2 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.4288 64.3915 0.0106584 0.00108588 83572.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.6842 63.2777 0.0106435 0.00106263 83499.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8368 62.1473 0.0106486 0.0010604 83435.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9252 60.7408 0.0106087 0.00105567 83743.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1313 60.7243 0.0106593 0.0010595 83334.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.1273 59.4909 0.0106535 0.00105724 83365.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.4282 58.8329 0.0106197 0.00105796 83666.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.5657 57.8233 0.0106489 0.00105862 83418 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.6977 57.2914 0.0106129 0.00105818 83728.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0715 56.2447 0.0106263 0.00106536 83673.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.9996 55.1896 0.0106606 0.00106175 83343.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.3088 54.6909 0.0106373 0.0010557 83493.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.5919 53.2522 0.0106544 0.00105537 83341.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8801 52.9972 0.0106503 0.0010576 83396.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.0434 52.4319 0.0106331 0.00106151 83580.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.2626 52.0171 0.0106397 0.00106104 83518.7 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4389 50.8265 0.0106814 0.00106113 83157.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.7281 49.9898 0.0106475 0.00106324 83469.8 0
: 625 | 60.0711 50.2149 0.0105961 0.00102067 83547.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.6433 49.3252 0.0106329 0.00105939 83564.1 0
: 627 | 59.1215 49.8243 0.010586 0.00102243 83651 1
: 628 Minimum Test error found - save the configuration
: 628 | 58.1198 47.3617 0.0106685 0.00106017 83261.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.1845 46.9657 0.0106487 0.00105586 83395.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.4298 45.8117 0.0106769 0.00106316 83214.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7577 45.3116 0.010653 0.00105954 83389.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.2333 44.6556 0.0106472 0.00105479 83398.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4183 44.2598 0.0106284 0.00105585 83572.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.773 44.0745 0.0106351 0.00105435 83500.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.3112 43.2901 0.0106212 0.00105141 83596 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.6968 42.2808 0.0106273 0.00105771 83598.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.9006 41.6593 0.0106681 0.00106447 83302 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.2256 40.8606 0.0106652 0.00106214 83306.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.6404 40.5328 0.0106464 0.00106002 83451.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0218 40.184 0.0106342 0.00105476 83511.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.2754 39.3883 0.0106299 0.0010577 83575.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7885 38.6055 0.010623 0.00105387 83601.7 0
: 643 | 48.1554 38.6901 0.0105988 0.00102373 83550.3 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.7628 37.6769 0.0106465 0.00105871 83439.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.088 37.2417 0.010648 0.00105726 83413.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.7855 37.2325 0.0106377 0.0010589 83517.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.8956 35.7169 0.0106721 0.00109622 83543.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.3701 35.665 0.0106756 0.00105986 83197 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.9702 35.5187 0.0106319 0.00105619 83544.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.4698 35.0488 0.0106336 0.00105467 83516.9 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.797 33.8346 0.0106419 0.00105808 83473.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.2421 33.5404 0.010658 0.00106262 83373.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7502 33.3032 0.010692 0.00106418 83092.3 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3313 32.3099 0.0106919 0.0010798 83228.7 0
: 655 | 41.834 32.6001 0.0106483 0.00103197 83191.9 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.1765 31.6086 0.010651 0.00105973 83409.4 0
: 657 | 40.8393 32.3378 0.0106178 0.00102345 83382 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.3543 30.8394 0.010633 0.00105643 83537 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7441 30.3189 0.0106287 0.00105672 83577 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4926 29.6881 0.0106502 0.00105685 83391.1 0
: 661 | 38.9733 29.822 0.010603 0.0010214 83493.3 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.3988 28.8076 0.0106282 0.00106785 83678.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9145 28.7422 0.0106483 0.00106246 83456.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5215 28.2392 0.0106276 0.00106325 83644.3 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.2237 27.8846 0.0106292 0.00105623 83568.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.6884 27.8305 0.01065 0.00105625 83387.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.2378 26.6773 0.010662 0.00107067 83409 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7301 26.2491 0.0106407 0.00105803 83484.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.1346 25.9943 0.010661 0.00105916 83317.3 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.7719 25.9591 0.0106293 0.00105983 83599.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.3787 25.8076 0.0106364 0.00105776 83519.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9315 24.8333 0.0106397 0.00106101 83518.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.6978 24.6151 0.0106277 0.0010559 83578.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3616 24.4492 0.0106302 0.00105568 83554.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.0622 23.5291 0.0106361 0.00105838 83526.8 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.3775 23.3305 0.0106308 0.00105887 83577.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.0062 22.7779 0.0106388 0.00105796 83500 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.8401 22.6163 0.0106292 0.00105618 83568 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2683 22.0519 0.0106396 0.00106099 83519.7 0
: 680 | 30.7993 22.2498 0.0106006 0.00102189 83518.9 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.4002 21.4188 0.0106378 0.00105738 83503.3 0
: 682 | 30.1118 21.653 0.0105942 0.00102276 83582.2 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.6832 21.0068 0.0106527 0.00106359 83428.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.4083 20.7562 0.0106352 0.0010555 83509.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.8196 20.096 0.0106469 0.00105916 83440.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.4818 19.9415 0.0106548 0.00105942 83373.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.1359 19.4924 0.0106086 0.00105472 83735.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6249 19.023 0.0106296 0.00105712 83572.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.2801 18.861 0.0106435 0.00106154 83490.3 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.9267 18.671 0.0106176 0.00105972 83700.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7332 18.5797 0.0106521 0.00105823 83386.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.4007 17.9919 0.0106264 0.00106488 83669 0
: 693 | 26.074 18.1836 0.0105771 0.00102612 83761.1 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.7212 17.5494 0.0106346 0.00105961 83550.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.5339 17.219 0.010619 0.00105677 83662.3 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0305 17.0055 0.0106449 0.00105855 83452.3 0
: 697 | 24.6957 17.11 0.0106339 0.00102359 83243.7 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.3456 16.6437 0.0106242 0.00105517 83602.6 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9442 16.3552 0.0106548 0.00106085 83386.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5876 16.2492 0.0106405 0.00106121 83513.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.349 16.2221 0.0106245 0.00105968 83639.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2123 15.7469 0.0106529 0.00106219 83414.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8101 15.3293 0.0106484 0.00106651 83490.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.5626 15.1711 0.0106365 0.00106172 83552.5 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.3508 14.9421 0.0106458 0.0010545 83408.5 0
: 706 | 21.7719 15.1243 0.0105962 0.00102542 83587.7 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.6246 14.5226 0.0106373 0.00106191 83547.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3029 14.4291 0.0106489 0.00105809 83413.3 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0821 14.069 0.0106278 0.00105982 83612.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.694 13.925 0.0106311 0.00105914 83577.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.3977 13.8398 0.0106509 0.00106498 83455.8 0
: 712 | 20.2398 14.3585 0.0105788 0.00102247 83714.1 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.0941 13.4655 0.0106497 0.00106083 83430 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7983 13.2297 0.0106555 0.00105484 83327.9 0
: 715 | 19.6736 13.3588 0.0106159 0.00102741 83433.6 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2516 13.1869 0.0106386 0.00105768 83499 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.9249 12.8888 0.0106553 0.00106981 83459.3 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.606 12.3768 0.0106362 0.0010613 83551.4 0
: 719 | 18.4404 12.8601 0.0105906 0.00102172 83604.6 1
: 720 Minimum Test error found - save the configuration
: 720 | 18.1877 12.1947 0.0106144 0.0010582 83715.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.9648 12.1807 0.0106398 0.00105496 83465.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5904 11.834 0.0106396 0.00105728 83487.2 0
: 723 | 17.3642 11.9906 0.0106253 0.00102563 83336.4 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1728 11.8222 0.0106892 0.00106442 83118.7 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.8848 11.3085 0.0106545 0.0010588 83370.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.6847 11.132 0.0106295 0.00105959 83595.1 0
: 727 | 16.4248 11.4514 0.010616 0.00102822 83439.7 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.3116 11.0415 0.0106602 0.00108498 83549 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9926 10.9924 0.0106501 0.00106104 83428.2 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.7854 10.8837 0.0106485 0.00105841 83419.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6094 10.6534 0.0106644 0.00106478 83336.7 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.4577 10.3416 0.010618 0.00105518 83657.3 0
: 733 | 15.1357 10.4511 0.0106111 0.00102502 83454.7 1
: 734 | 14.9837 10.4497 0.010595 0.00102284 83575.3 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.8917 10.2374 0.0106309 0.00105902 83578.3 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.51 9.81262 0.010644 0.00105683 83445 0
: 737 | 14.2862 10.2758 0.0106069 0.00102807 83517.7 1
: 738 | 14.1501 10.1209 0.010626 0.00102367 83313.5 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.0814 9.68377 0.0106498 0.00106073 83428.1 0
: 740 | 13.8799 10.1258 0.0106474 0.0010249 83138.7 1
: 741 | 13.987 9.79453 0.0106623 0.00102421 83004.2 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.5864 9.43256 0.0106556 0.00106167 83386.1 0
: 743 | 13.2764 9.88229 0.0105961 0.00102426 83578.2 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.1742 8.95903 0.0106437 0.00105928 83469.1 0
: 745 | 12.9295 8.99348 0.0106106 0.00102764 83481.3 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6764 8.85131 0.0106959 0.00106413 83058.6 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.5727 8.79463 0.0106517 0.00105597 83370.3 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.4058 8.6064 0.0106733 0.00106809 83288.2 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.1582 8.43815 0.0106654 0.00106128 83297.8 0
: 750 | 12.0679 8.49035 0.0106153 0.00102615 83428 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.9139 8.19376 0.0106391 0.00106585 83566 0
: 752 | 11.6146 8.34114 0.0106199 0.00103957 83504.7 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.5168 8.01908 0.0106478 0.00105698 83413.5 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3801 8.01146 0.0106331 0.00105808 83551.1 0
: 755 | 11.2962 8.21308 0.0106035 0.00102354 83507.4 1
: 756 | 11.2856 8.21757 0.0108974 0.00102713 81051.5 2
: 757 Minimum Test error found - save the configuration
: 757 | 11.1115 7.82195 0.0106539 0.0010714 83485.4 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.741 7.4877 0.0106343 0.0010565 83526.8 0
: 759 | 10.651 7.52778 0.0105928 0.00102513 83615.1 1
: 760 | 10.6728 7.88742 0.0105928 0.00103064 83663.5 2
: 761 | 10.6071 7.69059 0.0106203 0.00102673 83389.6 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.1166 7.37618 0.0107004 0.00106577 83034.2 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0077 7.1718 0.0106253 0.00105645 83604.9 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.89316 7.01231 0.0106697 0.0010606 83254.1 0
: 765 | 9.83647 7.0645 0.0106175 0.00102308 83381.7 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.76642 6.8403 0.01061 0.00105623 83736.2 0
: 767 | 9.53181 7.17246 0.0106021 0.00102416 83525.1 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.51738 6.67653 0.0106568 0.0010554 83321 0
: 769 | 9.31434 7.01088 0.0106196 0.00102301 83362.9 1
: 770 | 9.23765 7.16377 0.0106018 0.0010241 83527.5 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.16692 6.67029 0.0106281 0.00105969 83608.8 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.98245 6.5463 0.0106326 0.00105805 83555.2 0
: 773 Minimum Test error found - save the configuration
: 773 | 9.05773 6.29953 0.0106526 0.00106859 83472.4 0
: 774 Minimum Test error found - save the configuration
: 774 | 9.03814 6.17814 0.0106223 0.00105537 83621.5 0
: 775 | 8.73691 6.20988 0.0105978 0.00102629 83581.5 1
: 776 | 8.50723 6.25917 0.0105933 0.00102175 83581 2
: 777 | 8.53575 6.36664 0.0105858 0.00102446 83669.9 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.37159 6.15138 0.010651 0.00106786 83479.7 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.14985 6.14755 0.0106451 0.0010653 83509 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.12443 5.77985 0.0106588 0.00105857 83331.5 0
: 781 | 8.17238 5.97759 0.0106172 0.00102449 83396.6 1
: 782 Minimum Test error found - save the configuration
: 782 | 8.16033 5.65968 0.0106384 0.0010802 83697.3 0
: 783 Minimum Test error found - save the configuration
: 783 | 7.83234 5.50448 0.0106362 0.00107096 83636.1 0
: 784 | 7.71195 5.88717 0.0106409 0.00102544 83199.3 1
: 785 | 7.62266 5.86011 0.0105997 0.00102524 83556 2
: 786 | 7.51612 5.64659 0.0106245 0.001025 83337.6 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.47026 5.3932 0.0106471 0.00106201 83462.9 0
: 788 | 7.39827 5.41686 0.0106158 0.00102649 83426.1 1
: 789 | 7.14993 5.71963 0.0106091 0.00102308 83454.8 2
: 790 Minimum Test error found - save the configuration
: 790 | 7.2623 5.09208 0.0106502 0.00105764 83398.1 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.20133 4.96927 0.0106337 0.00106042 83566.3 0
: 792 Minimum Test error found - save the configuration
: 792 | 7.0311 4.96074 0.0106537 0.00105548 83348.4 0
: 793 | 6.87059 5.186 0.0106125 0.00102554 83446.4 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.72761 4.51105 0.0106446 0.00106021 83469.1 0
: 795 | 6.67186 4.97518 0.0106103 0.00102251 83439.8 1
: 796 | 6.59685 4.51864 0.0105873 0.00102805 83688.9 2
: 797 | 6.52792 4.83687 0.0106044 0.00102354 83499.4 3
: 798 Minimum Test error found - save the configuration
: 798 | 6.30907 4.38808 0.0106501 0.00105998 83419.2 0
: 799 | 6.30035 4.40925 0.0106057 0.00102318 83484.9 1
: 800 | 6.26212 5.03596 0.0106053 0.00102386 83495 2
: 801 Minimum Test error found - save the configuration
: 801 | 6.26233 4.18534 0.0106465 0.00106469 83491.8 0
: 802 | 6.37668 5.44435 0.0106171 0.00103633 83500.4 1
: 803 | 6.19905 4.79638 0.010652 0.00102468 83097 2
: 804 Minimum Test error found - save the configuration
: 804 | 6.05415 3.91006 0.0106754 0.0010893 83453.9 0
: 805 | 5.92991 4.42451 0.0106412 0.00102505 83193.1 1
: 806 | 5.84756 4.34367 0.0106302 0.00102349 83275.4 2
: 807 | 5.74354 4.62127 0.0106017 0.00102416 83528.5 3
: 808 | 5.76961 4.73663 0.0105943 0.00102525 83602.4 4
: 809 | 5.70038 4.46039 0.0106355 0.00102854 83273.2 5
: 810 | 5.74487 4.38947 0.0106261 0.00102182 83295.8 6
: 811 | 5.69598 4.33644 0.0106245 0.00102385 83327.9 7
: 812 | 5.6107 4.91795 0.0106154 0.00102191 83389.6 8
: 813 | 5.51551 4.93903 0.0106613 0.00102352 83006.7 9
: 814 | 5.46623 4.29005 0.0106152 0.0010242 83411.5 10
: 815 | 5.27963 4.11742 0.0106087 0.00102324 83459.7 11
: 816 Minimum Test error found - save the configuration
: 816 | 5.13443 3.90943 0.0106335 0.00106475 83605.1 0
: 817 | 5.10083 4.2844 0.0106045 0.00102454 83507.2 1
: 818 | 5.07067 4.10023 0.0106064 0.00102981 83537.2 2
: 819 | 5.05037 4.22287 0.0106068 0.0010239 83481.7 3
: 820 | 4.87979 4.27747 0.0106349 0.00102478 83245.8 4
: 821 | 4.78421 4.82418 0.0106165 0.00102341 83393 5
: 822 | 5.0252 4.39741 0.0106194 0.00102506 83382.7 6
: 823 | 4.8462 5.13086 0.0106118 0.00102255 83426.4 7
: 824 | 4.93195 4.37774 0.0106156 0.00102788 83440.3 8
: 825 | 5.15367 5.96812 0.0106408 0.00102369 83185.3 9
: 826 | 4.91712 4.41214 0.0106218 0.00102532 83363.7 10
: 827 Minimum Test error found - save the configuration
: 827 | 4.59652 3.90624 0.0106362 0.00107005 83628.6 0
: 828 | 4.63061 4.12965 0.0106218 0.00102662 83375.5 1
: 829 | 4.39524 4.42116 0.0105884 0.00102319 83636.4 2
: 830 Minimum Test error found - save the configuration
: 830 | 4.49264 3.70419 0.0106377 0.00106108 83536.7 0
: 831 | 4.45646 3.89884 0.0106109 0.00102365 83443.8 1
: 832 | 4.57493 4.26462 0.0106006 0.00102465 83542.8 2
: 833 | 4.30682 4.43994 0.0106079 0.00102384 83472 3
: 834 | 4.1922 3.8282 0.0106181 0.00103017 83438.5 4
: 835 | 4.26495 4.79748 0.0105875 0.00102459 83656.9 5
: 836 | 4.04925 4.45737 0.0106157 0.001025 83414.4 6
: 837 | 4.29144 4.42575 0.0105882 0.00102805 83680.8 7
: 838 Minimum Test error found - save the configuration
: 838 | 4.13644 3.52465 0.0106458 0.00106578 83507.5 0
: 839 | 4.05204 4.4399 0.0106078 0.00102255 83461.4 1
: 840 | 3.95815 3.67514 0.0105956 0.00102331 83574.8 2
: 841 | 4.01951 4.09602 0.0106292 0.00102317 83281 3
: 842 | 3.90129 4.27283 0.0105954 0.00102509 83591.7 4
: 843 | 4.06048 4.52261 0.0106949 0.00102318 82715.6 5
: 844 | 3.89281 4.42395 0.010629 0.00102273 83279.2 6
: 845 Minimum Test error found - save the configuration
: 845 | 3.65564 3.48448 0.0106675 0.00106759 83333.9 0
: 846 | 3.76541 5.43339 0.0106217 0.00102618 83372.5 1
: 847 | 3.92197 4.44036 0.0106182 0.00102198 83365.9 2
: 848 | 3.6475 4.73171 0.0106316 0.00103343 83348.9 3
: 849 | 3.5435 3.95009 0.0106118 0.00102804 83474.3 4
: 850 | 3.51133 4.34411 0.0106402 0.00102446 83197.3 5
: 851 | 3.54106 3.92587 0.0105994 0.00102266 83535.7 6
: 852 | 3.67703 4.81429 0.0106187 0.00102521 83389.6 7
: 853 | 3.68911 4.64862 0.0106216 0.00102222 83339 8
: 854 | 3.4434 4.80855 0.0105887 0.00102508 83650 9
: 855 | 3.44607 4.56891 0.0106488 0.0010267 83142.1 10
: 856 | 3.43939 4.64555 0.0106376 0.00104887 83431.5 11
: 857 | 3.59403 4.83143 0.0106355 0.00102738 83262.5 12
: 858 | 3.57695 6.24162 0.0106101 0.0010239 83453 13
: 859 | 3.55857 5.02666 0.0105847 0.00102358 83672.6 14
: 860 | 3.23204 4.87531 0.0106009 0.00102322 83527.5 15
: 861 | 3.26148 4.63854 0.0106093 0.00102559 83474.6 16
: 862 | 3.23259 5.1491 0.0105849 0.00102368 83671.4 17
: 863 | 3.32808 5.10925 0.0105914 0.00102523 83628.1 18
: 864 | 3.13958 5.73086 0.0106184 0.00102678 83406.4 19
: 865 | 3.03374 5.10994 0.0106243 0.00104545 83517.3 20
: 866 | 3.22551 5.81368 0.0106514 0.00102526 83106.7 21
:
: Elapsed time for training with 1000 events: 9.19 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0112 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.162 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= 3.3319e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10693e+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: 0.0319 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: 0.0355 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: 0.00158 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: 0.0959 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.889 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: 0.0197 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00268 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: 0.0361 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00436 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: 0.00232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000645 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.882 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0988 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 : -0.850 -0.186 5.20 1.54 | 3.232 3.225
: 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 : -0.259 -0.159 1.88 1.09 | 3.359 3.351
: 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.