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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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx: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: 0.263 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: 0.00254 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: 0.000765 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00399 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: 0.000218 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000293 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 = 31563.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33118.8 31217.3 0.0101017 0.00102233 88111.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32641.4 30666.6 0.0102066 0.00101917 87075.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31918.9 29953.6 0.0103772 0.00103452 85628.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31141 29261.5 0.0105213 0.00104076 84383.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30374.9 28557.8 0.0104677 0.00106426 85075.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29562.7 27703.2 0.0105682 0.0010611 84147.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28825.5 26984.1 0.0105959 0.00106069 83899.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28329.1 26588.1 0.0104528 0.00103267 84924.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 27963.7 26262.9 0.0102709 0.00103478 86616.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27638.7 25962.6 0.0103327 0.00100018 85721.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27333.6 25678.9 0.0102674 0.00100307 86352.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27045.3 25404.5 0.0102131 0.00100245 86855.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26764.8 25141.5 0.0101939 0.000996416 86980.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26496.5 24884.3 0.0103521 0.00100207 85561.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26230.9 24637.4 0.0101759 0.000995936 87146.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25975.5 24394.7 0.0101844 0.000996115 87067.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25722.6 24160 0.0101804 0.00100295 87170.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25481.6 23923.4 0.0102447 0.00100756 86606.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25235.6 23697.8 0.0102237 0.00100154 86747.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25001 23472.4 0.0102689 0.00100247 86332.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24766 23252.7 0.0102691 0.00100479 86352.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24540.8 23030.5 0.0102684 0.00101219 86428.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24308.8 22819.7 0.010251 0.00101679 86634 0
: 24 Minimum Test error found - save the configuration
: 24 | 24088.6 22607.5 0.010233 0.00100571 86699.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 23869 22397.9 0.0102166 0.00100256 86824 0
: 26 Minimum Test error found - save the configuration
: 26 | 23649 22195.2 0.0102892 0.0010218 86323.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23437.1 21991.3 0.0103513 0.00100898 85632.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23227.6 21787.2 0.0102899 0.00103687 86458.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23014 21592.2 0.0102359 0.00102469 86851 0
: 30 Minimum Test error found - save the configuration
: 30 | 22810.7 21394.8 0.0103422 0.0011128 86679.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22603.1 21204.8 0.010256 0.0010083 86507.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22404.4 21012.3 0.0102608 0.0010004 86388.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22202.6 20825.2 0.0102716 0.00100295 86312.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22007.7 20636.6 0.0103259 0.00100832 85859.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21812.4 20450.6 0.0102573 0.000997085 86390.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21615 20273 0.0102553 0.00100751 86507.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21429.8 20088.8 0.0103291 0.00101081 85852.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21237.8 19911 0.0102703 0.00100512 86344.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21049.6 19737.1 0.0103441 0.00113797 86898.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20865.8 19562.9 0.0104082 0.00101087 85130.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20683.3 19389.3 0.010313 0.00103145 86192.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20501.1 19217.6 0.0103468 0.00102223 85794.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20320.5 19045.7 0.0102634 0.00100789 86435.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20138.2 18874.6 0.0103473 0.00101861 85756.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19961.1 18703 0.0103883 0.0010198 85392.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19789.2 18539.1 0.0103398 0.00103113 85941.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19610.2 18382.8 0.0104667 0.00107808 85209.9 0
: 48 Minimum Test error found - save the configuration
: 48 | 19442.8 18214.2 0.010401 0.00102037 85282 0
: 49 Minimum Test error found - save the configuration
: 49 | 19265.7 18052.4 0.0103977 0.00106438 85714.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19097.4 17897.3 0.0105621 0.00104351 84046.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18932.8 17733.4 0.0103867 0.00102745 85476.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 18765.8 17583.6 0.0104061 0.00103547 85373 0
: 53 Minimum Test error found - save the configuration
: 53 | 18600.2 17421 0.0104338 0.00108103 85536.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18440.3 17266.1 0.0104312 0.00103886 85176.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18274.3 17119 0.0104485 0.00103353 84970.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18113.6 16961.9 0.0104864 0.00103719 84662.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17950.5 16809.1 0.010415 0.00103024 85244.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 17797.3 16660 0.0104343 0.00104155 85171.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17636.2 16508.4 0.0105465 0.00104153 84166.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17482.3 16356.9 0.0104475 0.00103703 85011.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17326.5 16214.9 0.0104322 0.00103109 85096.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17170.1 16063.7 0.0104998 0.0010411 84578.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17018.9 15917.1 0.0105755 0.00107098 84170.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16864 15773.3 0.01056 0.00104178 84048.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16714.4 15631.3 0.0105364 0.00104722 84306.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16564.1 15488.6 0.0105756 0.00107542 84208.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16415.3 15347.3 0.0105546 0.00105663 84228.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16269.8 15205.8 0.0105902 0.00108078 84127.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16121.8 15066.2 0.0106012 0.00107926 84016.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 15976.3 14929.5 0.010666 0.00104988 83193.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15831.4 14794.8 0.0105291 0.00106102 84494.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15689.8 14660.2 0.0105084 0.00104453 84532.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15549.1 14526.1 0.0105954 0.00105705 83872.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15408.2 14394.6 0.0105573 0.00107415 84360.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15269.9 14264.4 0.0106475 0.00104981 83353.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15134.9 14131.9 0.0105648 0.00104795 84061.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 14996.1 14004.5 0.0106074 0.00108553 84016.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14862.3 13877.1 0.0106211 0.00107449 83799.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14730.3 13748.6 0.0107283 0.00106676 82802.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14595.8 13625.1 0.0106612 0.00106618 83376.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14464.6 13501.9 0.0105938 0.00104777 83804.4 0
: 82 Minimum Test error found - save the configuration
: 82 | 14335.6 13379.1 0.0106372 0.0010561 83497.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14205.8 13259.3 0.010674 0.00105164 83139.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14080.1 13137.7 0.0106321 0.00105381 83522.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 13952.1 13018.6 0.0105342 0.00104477 84304.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13825.4 12903.8 0.0107134 0.0010787 83033.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13705 12783.6 0.0106599 0.00108902 83586.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13579.2 12668.9 0.0105884 0.00104798 83853.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13458.6 12552.3 0.0107988 0.0010513 82072.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13338.2 12437 0.010595 0.00106019 83903.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13217.4 12323.6 0.0106163 0.0010806 83895.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13096.7 12214.4 0.0105921 0.00106039 83930.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12980.3 12103.7 0.0105804 0.00105771 84010.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12864.3 11993 0.010706 0.00106806 83005.5 0
: 95 Minimum Test error found - save the configuration
: 95 | 12747.6 11884.8 0.0105082 0.00104386 84527.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12633.3 11777 0.0105667 0.0010459 84027 0
: 97 Minimum Test error found - save the configuration
: 97 | 12520.3 11669.2 0.0105291 0.00104684 84368.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12406.7 11563.7 0.0107523 0.00106944 82620.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12295.4 11458.4 0.010584 0.0010436 83854 0
: 100 Minimum Test error found - save the configuration
: 100 | 12183.5 11355.8 0.0106455 0.00105221 83392 0
: 101 Minimum Test error found - save the configuration
: 101 | 12075.1 11252.1 0.0105709 0.00105938 84108.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11965.1 11151.3 0.0106374 0.00106007 83530.5 0
: 103 Minimum Test error found - save the configuration
: 103 | 11858.8 11048.9 0.0105441 0.00105648 84320.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11751.1 10948.7 0.010549 0.00104496 84175 0
: 105 Minimum Test error found - save the configuration
: 105 | 11643.5 10851.9 0.0105381 0.00106032 84407.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11540.6 10752.5 0.0106193 0.00108732 83928.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11436.3 10654.5 0.010627 0.00105639 83589.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11333.3 10556.9 0.0106251 0.00104926 83543.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11231.8 10459.1 0.0107497 0.00107584 82696.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11128.4 10364.9 0.0107333 0.00105448 82654.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11028 10271.3 0.0106 0.00105048 83774.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10929.6 10177 0.0105844 0.00104621 83873.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10830.6 10083.8 0.0106476 0.00109004 83703.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10731.3 9993.3 0.0106168 0.00107727 83861.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10635.4 9901.93 0.0106671 0.00106401 83306.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10539 9811.68 0.0106539 0.00107495 83516.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10443 9723.22 0.0106514 0.00105276 83345 0
: 118 Minimum Test error found - save the configuration
: 118 | 10350.3 9633 0.0106845 0.00105348 83064.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10256.2 9544.15 0.0106537 0.00106718 83450.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10161.7 9458.52 0.0106216 0.00104809 83563.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10070.2 9372.72 0.0107301 0.00106447 82767.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9979.81 9286.71 0.010672 0.00106646 83285 0
: 123 Minimum Test error found - save the configuration
: 123 | 9888.83 9202.03 0.0106366 0.00107205 83642.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9798.97 9118.75 0.010624 0.0010791 83814.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9710.5 9035.23 0.0106526 0.00108173 83586.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9622.63 8952.49 0.0107484 0.001079 82735.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9535.23 8870.32 0.0108791 0.00108082 81646.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9449.82 8787.51 0.0107873 0.00108242 82432.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9361.26 8709.53 0.0107728 0.00108567 82583.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9278.95 8628.06 0.0106784 0.00109915 83513.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9192.6 8550.41 0.0106382 0.00109536 83832.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9109.8 8472.13 0.0107718 0.00107144 82471.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9027.58 8393.93 0.0108922 0.00106416 81399.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8945.07 8316.65 0.0106515 0.00106453 83446.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8864.43 8239.08 0.0109108 0.00107048 81297.8 0
: 136 Minimum Test error found - save the configuration
: 136 | 8783.1 8163.42 0.0107082 0.00106281 82941.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8702.13 8089.79 0.0106913 0.0010746 83188.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8624.3 8014.83 0.010807 0.00108595 82295.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8544.57 7942.21 0.0106695 0.00107971 83422.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8468.28 7867.94 0.0106106 0.00105841 83750 0
: 141 Minimum Test error found - save the configuration
: 141 | 8390.58 7795.24 0.0107015 0.00108633 83201.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8312.34 7725.87 0.0106904 0.00106418 83106.5 0
: 143 Minimum Test error found - save the configuration
: 143 | 8238.17 7654.52 0.0107557 0.00106729 82572.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8163.67 7582.71 0.0106617 0.00105936 83313.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8089.05 7511.95 0.0106487 0.0010643 83468.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8013.63 7444.11 0.0108833 0.00109329 81716.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7941.42 7375.41 0.0107107 0.00106457 82935 0
: 148 Minimum Test error found - save the configuration
: 148 | 7869.04 7307.11 0.0108798 0.00109138 81728.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7797.39 7239 0.010722 0.00106187 82814.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7725.2 7173.04 0.0107135 0.00106186 82887.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7655.24 7106.54 0.0107017 0.00108006 83145.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7585.07 7041.03 0.0107035 0.00105763 82936.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7516.23 6975.49 0.010707 0.00105526 82886.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7447.12 6910.82 0.010805 0.00109133 82358.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7379.25 6846.38 0.0107466 0.001065 82631.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7311.65 6782.75 0.0108655 0.00107899 81744.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7244.06 6720.73 0.0108853 0.00107969 81585.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7177.83 6659.19 0.0108349 0.00108484 82050.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7113.11 6596.85 0.010877 0.00108649 81711.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7047.2 6536.19 0.0108747 0.00109447 81797.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 6982.86 6475.33 0.0107071 0.00107195 83029 0
: 162 Minimum Test error found - save the configuration
: 162 | 6918.59 6415.83 0.0107919 0.001093 82483.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6856.12 6355.46 0.0106777 0.00105676 83152.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6792.06 6297.12 0.0106389 0.00107424 83641.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6730.4 6238.55 0.0106762 0.00106361 83224.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6668.89 6179.99 0.010769 0.00107862 82556 0
: 167 Minimum Test error found - save the configuration
: 167 | 6607.31 6122.56 0.0108251 0.00106387 81956.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6545.86 6066.92 0.0106573 0.00108134 83542.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6487.42 6009.29 0.01064 0.00107707 83656.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6425.76 5955.26 0.0107139 0.00105763 82847.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6368.21 5899.13 0.0106693 0.00105747 83230.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6310.25 5843.28 0.0107656 0.00107376 82544 0
: 173 Minimum Test error found - save the configuration
: 173 | 6250.93 5789.73 0.0108671 0.00107075 81663.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6194.17 5734.85 0.0107547 0.00106962 82601 0
: 175 Minimum Test error found - save the configuration
: 175 | 6135.99 5682.63 0.0108021 0.00109133 82382.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6079.77 5630.29 0.0107829 0.00109602 82585.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6024.57 5577.34 0.0107804 0.00107949 82466.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5968.53 5525.81 0.0107567 0.00106429 82539.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5914.78 5472.53 0.0107193 0.00107173 82922.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5858.84 5422.22 0.0107778 0.00107543 82454 0
: 181 Minimum Test error found - save the configuration
: 181 | 5804.47 5372.63 0.0107385 0.00106522 82702.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5752.44 5321.53 0.0111729 0.00108952 79338.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5697.88 5273.08 0.011039 0.00134377 82514.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5646.66 5223.1 0.0127429 0.00110139 68719.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5594.02 5174.72 0.0107912 0.00106871 82283.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5541.9 5127.55 0.0108882 0.00108622 81616.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5491.48 5079.33 0.010785 0.0010801 82432.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5442.31 5029.97 0.0107337 0.00107076 82790.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5389.8 4984.32 0.01076 0.00107163 82572.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5340.98 4937.86 0.0107125 0.00106281 82904.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5291.31 4891.99 0.0107109 0.00107328 83008.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5243.18 4845.58 0.0109133 0.00110968 81602.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5194.3 4800.6 0.0108188 0.00107858 82134 0
: 194 Minimum Test error found - save the configuration
: 194 | 5145.94 4756.55 0.0107562 0.00107417 82627.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5098.97 4712.07 0.0107202 0.0010673 82876.9 0
: 196 Minimum Test error found - save the configuration
: 196 | 5051.2 4669.02 0.0107779 0.00111251 82769.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5006.37 4623.93 0.0113907 0.00111304 77838.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4958.81 4581.2 0.0108627 0.00109091 81868.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4912.54 4539.87 0.0108809 0.00107895 81616.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4868.66 4497.2 0.0108197 0.00107052 82058.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4823.61 4453.95 0.0108241 0.00113777 82590.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4778.79 4412.4 0.0108133 0.00107532 82152.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4733.68 4372.54 0.0107649 0.00107926 82596.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4691.79 4331.12 0.0109205 0.00108589 81345.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4648.26 4289.52 0.0108594 0.00107899 81795.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4604.48 4250.74 0.010784 0.00108204 82457.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4563 4211.19 0.0107924 0.00111269 82647.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4520.83 4171.41 0.0107927 0.00108464 82405.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4479 4132.18 0.010733 0.00109024 82963.9 0
: 210 Minimum Test error found - save the configuration
: 210 | 4437.94 4093.87 0.0107632 0.00106645 82501.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4396.62 4056.18 0.010772 0.00106772 82438.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4356.49 4018.51 0.0106769 0.00107218 83292.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4316.58 3981.17 0.0106221 0.00106157 83677.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4276.65 3944.51 0.0106001 0.00105147 83781.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4238.64 3906.44 0.0106256 0.00106532 83679.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4198.3 3870.97 0.0106664 0.00107204 83382.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4160.73 3834.62 0.0106449 0.00106295 83490.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4121.42 3800.15 0.0106402 0.00105383 83451.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4084.98 3764.05 0.0106406 0.00105306 83441.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4047.16 3728.68 0.0105957 0.00105984 83893.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4010.16 3693.94 0.0105883 0.00105145 83885.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3973.01 3660.21 0.0105807 0.00105042 83943.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3937.32 3625.67 0.0105675 0.00104877 84045 0
: 224 Minimum Test error found - save the configuration
: 224 | 3900.66 3593.87 0.010668 0.00105482 83219.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3865.7 3559.4 0.0106276 0.00105742 83593.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3831.16 3525.59 0.0106142 0.00105977 83730.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3795.07 3492.73 0.0106282 0.00106773 83677.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3761.54 3459.32 0.0106259 0.0010684 83704 0
: 229 Minimum Test error found - save the configuration
: 229 | 3726.47 3427.19 0.0106559 0.00106561 83417.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3691.7 3396.41 0.010618 0.00106474 83740.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3658.72 3364.82 0.0106264 0.00105467 83579.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3625.55 3333.77 0.0105884 0.00105019 83872.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3592.91 3302.58 0.0105646 0.00105028 84083.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3559.1 3273.08 0.0105785 0.00105064 83964.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3528.26 3242.13 0.0118456 0.00177237 79418.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3495.71 3211.36 0.0120564 0.00107996 72883.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3463.97 3182.85 0.0107045 0.00108299 83146.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3433.02 3151.89 0.0109208 0.0010834 81322.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3401.72 3122.15 0.0109007 0.00113586 81926.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3369.78 3094.38 0.010909 0.00113815 81876.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3339.68 3065.4 0.0111511 0.00106936 79351.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3309.42 3037.33 0.0111966 0.00142677 81884.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3279.93 3007.83 0.0106268 0.00107215 83729.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3249.99 2979.84 0.010593 0.00105444 83869.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3219.41 2952.64 0.0108816 0.00107331 81563.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3191.18 2925.05 0.0106637 0.0010567 83273 0
: 247 Minimum Test error found - save the configuration
: 247 | 3162.17 2897.73 0.01065 0.00105948 83415.5 0
: 248 Minimum Test error found - save the configuration
: 248 | 3132.59 2871.51 0.0106271 0.0010566 83590.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3104.95 2844.74 0.0106905 0.00106209 83087.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3076.84 2818.22 0.010715 0.00109796 83185.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3048.46 2792.28 0.0106094 0.00106059 83779.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3021.07 2766.87 0.0106748 0.00105675 83176.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2994.72 2739.63 0.0106237 0.00108759 83892 0
: 254 Minimum Test error found - save the configuration
: 254 | 2965.86 2715.42 0.0107581 0.00105946 82485.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2939.62 2690.23 0.0106154 0.00105466 83675.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2913.2 2665.03 0.0107032 0.0010669 83019.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2885.81 2641.86 0.0106907 0.00108151 83253.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2860.94 2616.95 0.0121188 0.00176329 77253.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2834.55 2592.88 0.0118329 0.00153441 77681.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2808.82 2569.03 0.0119615 0.00143388 75990.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2783.49 2545.37 0.010646 0.00106887 83531.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2759.15 2520.73 0.0112704 0.00121114 79528.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2733.55 2497.25 0.0113694 0.00107448 77708.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2708.33 2475 0.0110214 0.00110177 80647.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2684.19 2452.44 0.0113527 0.00110861 78093.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2660.25 2429.5 0.010907 0.00111839 81727.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2635.97 2406.99 0.0108417 0.00109863 82109.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2612.01 2385.05 0.0107879 0.00107359 82352.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2588.45 2362.98 0.0106382 0.00105205 83454 0
: 270 Minimum Test error found - save the configuration
: 270 | 2565.26 2341.35 0.0106111 0.00106892 83838.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2541.48 2319.73 0.0106314 0.00106894 83660.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2518.61 2298.85 0.0107016 0.00114161 83681.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2495.96 2277.34 0.0106444 0.00105764 83448.8 0
: 274 Minimum Test error found - save the configuration
: 274 | 2473.12 2256.34 0.010767 0.00107096 82508 0
: 275 Minimum Test error found - save the configuration
: 275 | 2450.9 2235.53 0.0108727 0.00108732 81754.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2428.18 2215.1 0.0109468 0.00111876 81399.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2406.39 2195.04 0.0108526 0.00105817 81678.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2384.28 2174.89 0.0110654 0.00107474 80074.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2363.22 2154.55 0.0107622 0.00108211 82643.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2341.17 2134.93 0.0109292 0.00109053 81311.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2319.87 2116.11 0.0108034 0.00108135 82287.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2299.15 2095.83 0.0109257 0.00111562 81549.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2277.47 2076.61 0.010855 0.00106054 81679.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2256.89 2057.92 0.010765 0.00105681 82405 0
: 285 Minimum Test error found - save the configuration
: 285 | 2236.01 2039.15 0.0109714 0.00108147 80890.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2215.96 2020.32 0.0107232 0.00105492 82744.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2195.45 2001.52 0.0106404 0.00105697 83477.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2175.16 1983.62 0.0107702 0.00107515 82516.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2155.42 1965.99 0.010738 0.00109193 82935.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2135.28 1947.97 0.0107967 0.00109322 82444.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2115.7 1929.3 0.0110572 0.00113213 80603.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2096.25 1911.66 0.0111916 0.0011837 79936.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2076.75 1894.18 0.0112482 0.00135356 80851.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2058.02 1876.47 0.0126309 0.00108948 69315.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2038.85 1859.11 0.0107502 0.00107905 82720.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2019.58 1842.4 0.0106286 0.00106143 83619.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2001.11 1825.77 0.0106554 0.00106113 83383 0
: 298 Minimum Test error found - save the configuration
: 298 | 1982.51 1808.88 0.0106663 0.00106837 83350.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.26 1792 0.0107142 0.00106293 82890.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1945.68 1775.64 0.010633 0.00105068 83486.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1927.51 1759.89 0.0106278 0.00105982 83612 0
: 302 Minimum Test error found - save the configuration
: 302 | 1909.95 1743.41 0.0106077 0.00105209 83720.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1891.94 1727.74 0.0106461 0.00105418 83403.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1874.7 1713.08 0.0106712 0.00106262 83258.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1857.21 1696.23 0.0107143 0.00106581 82914.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1839.41 1680.73 0.0106806 0.00109258 83437.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1822.2 1665.9 0.0106694 0.00105814 83235.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1805.02 1650.81 0.0106135 0.00105345 83681.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1788.74 1634.81 0.0106295 0.00105242 83532.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1771.28 1620.3 0.0106847 0.00108459 83332.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1754.91 1604.87 0.0106877 0.00106058 83098.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1737.96 1590.7 0.0108458 0.00108334 81946.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1721.63 1576.25 0.0106368 0.00105704 83509.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1705.7 1561.5 0.0107131 0.00106642 82929.7 0
: 315 Minimum Test error found - save the configuration
: 315 | 1689.62 1546.98 0.0107641 0.00107399 82558 0
: 316 Minimum Test error found - save the configuration
: 316 | 1673.28 1532.88 0.0106772 0.00106845 83257.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1657.08 1519.24 0.010732 0.00106621 82766.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1642.1 1505.64 0.0107099 0.00106578 82952.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1626.16 1491.22 0.0107553 0.00106525 82559 0
: 320 Minimum Test error found - save the configuration
: 320 | 1610.64 1477.64 0.0107462 0.00106661 82648.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1595.14 1464 0.0107457 0.00107303 82706.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1579.81 1451.23 0.0106766 0.00106086 83196.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1565.43 1437.12 0.0108078 0.00106338 82098.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1549.81 1424.39 0.0108124 0.00113856 82697.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1535.61 1410.97 0.0122863 0.00178099 76152.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1520.48 1397.73 0.0106891 0.00106178 83096.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1506.11 1384.61 0.0115996 0.00136932 78199.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1491.3 1371.91 0.010734 0.00106737 82758.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1477.23 1359.03 0.0106535 0.00106466 83430.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1462.59 1347.14 0.0107219 0.00108799 83039.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1449.36 1334.19 0.0109129 0.00115997 82026.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.96 1322.33 0.0116742 0.00108094 75519.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1421.22 1310.5 0.0106161 0.00105379 83661.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1407.67 1298.07 0.010627 0.00106931 83702.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1394.19 1285.83 0.0107276 0.00112272 83291.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.46 1274.1 0.0106808 0.00107266 83262.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.28 1262.1 0.0108064 0.00107436 82202.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1354.33 1250.1 0.0106736 0.00106472 83256.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1341.05 1238.87 0.0108062 0.00119265 83215.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1327.88 1227.35 0.0107936 0.0010791 82351.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1315.4 1215.75 0.0115408 0.00140248 78908.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1302.8 1204.04 0.0142635 0.00174516 63906.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1289.78 1193.08 0.0152681 0.00109745 56454.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.71 1182.06 0.0107217 0.00106821 82871.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1265.27 1170.78 0.0107785 0.0010798 82484.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1252.57 1160.41 0.010948 0.00109175 81167.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.95 1149.41 0.0107238 0.00106988 82868 0
: 348 Minimum Test error found - save the configuration
: 348 | 1228.76 1139.53 0.010753 0.00108717 82765.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1217.55 1128.43 0.0107371 0.00109773 82993.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1205.53 1117.22 0.0108761 0.00107418 81616.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.81 1106.45 0.010819 0.0010921 82246.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.72 1096.99 0.0107649 0.00111345 82889 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.75 1086 0.0108051 0.00110131 82442.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1159.15 1075.6 0.0108586 0.00110101 81987.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.74 1065.95 0.0110884 0.00115665 80549.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1136.96 1055.56 0.0107693 0.00107943 82560.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.85 1045.4 0.0107823 0.00116056 83144.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.54 1035.74 0.0108158 0.00107958 82167.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.92 1025.85 0.0107536 0.00106732 82591.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1093.01 1016.43 0.0122093 0.0010945 71975.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.44 1006.74 0.0112935 0.00122805 79479.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1072.32 996.799 0.0113895 0.00108183 77611.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.36 987.249 0.0108406 0.00107758 81941.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.68 978.665 0.0109289 0.00114062 81730.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.06 968.911 0.0107038 0.00106696 83014.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.81 959.513 0.0108328 0.00109547 82158.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.58 950.225 0.0108655 0.00107665 81725.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.48 941.215 0.0117928 0.00111424 74916.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1001.05 931.931 0.0108042 0.0010739 82217.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.592 923.473 0.0108747 0.00107983 81675.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.448 914.333 0.0112885 0.00133432 80368.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.731 905.742 0.0109866 0.00111659 81053.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 962.146 897.119 0.0111872 0.00109514 79270.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.703 888.223 0.0107356 0.00106951 82763.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.294 879.598 0.0107053 0.00106694 83001.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.201 871.115 0.010806 0.00108086 82261.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.692 862.764 0.0118922 0.00113768 74387.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.888 854.304 0.0108337 0.00109982 82187.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.138 846.697 0.0106932 0.00107315 83159.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.374 837.807 0.0107835 0.00107129 82370.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.914 829.935 0.0108234 0.00106415 81973.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.932 821.612 0.010734 0.00106555 82743.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 871.103 814.024 0.0107153 0.00106539 82901.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.024 805.741 0.0106595 0.00106809 83408.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.009 797.521 0.0109218 0.00107513 81245.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.55 789.965 0.0109905 0.0010726 80662.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 837.118 781.938 0.0123547 0.00127406 72197.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.12 774.147 0.0119042 0.00109014 73977.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.439 766.606 0.010661 0.0010601 83325.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.499 758.984 0.0108022 0.0011203 82628.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 804.144 751.552 0.0114789 0.00108673 76981.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.201 744.645 0.0106059 0.00105253 83740 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.562 736.659 0.0106223 0.0010637 83694.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.564 729.294 0.0106488 0.00106138 83442.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.536 722.095 0.0106825 0.0010612 83148.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.686 715.162 0.0108474 0.0010846 81943.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.425 707.594 0.010688 0.00106124 83101.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.742 700.171 0.0106257 0.00105638 83600.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.98 693.996 0.0108109 0.001067 82103 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.717 686.789 0.0107298 0.00107026 82819.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.335 679.381 0.0108639 0.00110561 81981.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.75 672.658 0.0112633 0.00113213 78964.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.687 665.719 0.0109752 0.00109222 80947.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.377 659.403 0.0107619 0.00107293 82568 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.278 652.467 0.0108775 0.00108358 81683.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.243 646.15 0.0108013 0.00108227 82312.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.486 639.868 0.0108178 0.00108407 82188.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.321 632.607 0.0108097 0.00107786 82204.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.532 626.516 0.010897 0.00108932 81568.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.695 619.728 0.0108296 0.00107485 82011.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.902 613.876 0.0107619 0.00107364 82574 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.517 607.18 0.0107959 0.00108072 82345.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.424 601.072 0.0107943 0.00108028 82355.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.017 594.847 0.0108173 0.00109326 82270.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.543 588.747 0.0108987 0.00114612 82029.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.087 582.367 0.0109815 0.00111022 81043.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.794 576.063 0.0113155 0.00142705 80902.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.137 570.046 0.0112476 0.0011477 79208.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 604.817 564.278 0.0109332 0.00108193 81207.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.81 558.532 0.0107784 0.00107221 82421.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.846 552.875 0.010784 0.00106656 82325.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.435 547.228 0.010761 0.00107208 82568.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.7 542.028 0.0107118 0.00107496 83014.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.57 536.159 0.0106906 0.0010879 83310.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.839 530.138 0.0107386 0.00107433 82778.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.073 524.15 0.0106798 0.00106289 83186.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.819 519.294 0.0107085 0.00106702 82975 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.501 512.994 0.0107096 0.00106036 82907.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.214 507.746 0.0107133 0.0010651 82917 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.715 502.852 0.0106661 0.00106676 83339 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.585 497.771 0.0106516 0.00105894 83397.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.194 491.593 0.0111854 0.00111862 79469.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.458 486.299 0.0106773 0.0010615 83196.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.663 481.57 0.0107761 0.00108044 82510.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.448 476.441 0.0107847 0.00108361 82465.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.25 470.834 0.0107025 0.00105963 82962.5 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.632 466.276 0.0107407 0.00106801 82707 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.615 461.516 0.0106652 0.00105402 83236.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.315 456.287 0.0106743 0.00106596 83260.6 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.389 451.622 0.0107245 0.00107019 82864.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.245 446.195 0.0108465 0.00109182 82012.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.958 441.335 0.0107457 0.00106561 82644.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.126 436.877 0.010757 0.00113678 83158.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.408 432.301 0.0108363 0.00106658 81885.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.537 427.093 0.0106597 0.00107001 83422.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.467 422.778 0.0106848 0.00106252 83140.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.743 418.101 0.0106116 0.0010544 83706.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.931 413.468 0.010623 0.00106086 83663.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.283 409.078 0.0108538 0.00106684 81741.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.4 404.683 0.0107454 0.00110883 83016.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 432.854 400.5 0.010733 0.00106548 82751.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.596 396.334 0.0109932 0.00113051 81113.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.414 391.656 0.0112778 0.00108133 78458.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.879 388.461 0.0114357 0.00107262 77196.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.549 383.12 0.0109327 0.00107102 81121.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.367 378.781 0.0109848 0.00106616 80656.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.806 375.121 0.0109757 0.00106867 80750.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.161 370.322 0.0106869 0.00106492 83143 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.788 366.066 0.0107106 0.00108274 83092.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.662 362.117 0.0107466 0.00107872 82748.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.552 358.126 0.0106714 0.00105482 83189.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.696 354.653 0.0106669 0.00108908 83526.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.448 349.723 0.0111687 0.00109272 79396.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.201 346.115 0.0107191 0.00106134 82834.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.352 342.28 0.0108331 0.00106383 81889.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.251 338.56 0.0108161 0.00118031 83023.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.319 334.647 0.0108296 0.00109088 82145.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.347 330.919 0.0110449 0.00108257 80302.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.667 327.557 0.0111866 0.00141922 81905.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.859 323.509 0.012276 0.00107851 71444.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.131 319.738 0.0107891 0.00105895 82218.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.468 316.437 0.0111565 0.00109716 79527.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.531 312.494 0.0111672 0.00106926 79223.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.882 308.776 0.0108967 0.00106732 81388.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.221 305.728 0.0113403 0.00107402 77924.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.748 302.902 0.0107515 0.00108202 82734.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.11 299.139 0.0116086 0.00106106 75847.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.933 295.083 0.0108117 0.00111668 82516.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.487 292.073 0.0106717 0.00105601 83197.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.972 289.849 0.0110279 0.00106871 80327.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.691 285.744 0.0109228 0.00119812 82265.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.451 282.487 0.0110888 0.00107067 79854.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.726 278.86 0.0106888 0.00106082 83090.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.238 275.813 0.0109745 0.00133902 83026.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.723 273.214 0.0109518 0.00107762 81019.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.217 269.256 0.0107104 0.00106334 82926.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.816 265.972 0.0107545 0.00107897 82683.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.243 263.525 0.010707 0.00106422 82963.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.111 260.034 0.0110685 0.00108847 80160.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.919 257.146 0.0108434 0.00111102 82199.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.741 254.49 0.0108548 0.00107502 81801.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.77 251.472 0.0114935 0.00156263 80557 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.727 248.781 0.0126654 0.00135105 70706.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.913 245.877 0.0114169 0.00120692 78355 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.912 242.399 0.0108196 0.00106122 81980.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.691 239.562 0.0109718 0.00108963 80953.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.694 237.447 0.0107295 0.00106357 82764.9 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.249 234.704 0.01069 0.00105294 83012.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.147 231.302 0.0107884 0.00106151 82246.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.182 228.76 0.0107817 0.00108841 82531.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.608 225.915 0.0111712 0.0011359 79718.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.701 223.757 0.0107116 0.00106053 82892.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.163 220.699 0.0108046 0.00116084 82955.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.346 218.506 0.0107882 0.00106004 82235.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.438 216.34 0.0108401 0.00106222 81817.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.153 213.912 0.0108077 0.00113599 82715.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.289 210.908 0.0108519 0.00105808 81684.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.901 208.396 0.0115327 0.00107822 76522.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.27 205.836 0.0108845 0.00106541 81473.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.585 203.863 0.0106931 0.00109105 83315.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.958 201.786 0.0106833 0.00106104 83140.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.531 199.114 0.0106857 0.00105415 83060.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.21 197.256 0.0110305 0.00107534 80360.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.094 193.972 0.0107982 0.00108193 82336.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.323 192.272 0.0106652 0.00105451 83240.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.599 189.574 0.0107359 0.00106336 82708.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.464 187.578 0.0107164 0.00105948 82841.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.638 185.486 0.0107754 0.00105931 82337.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.985 183.284 0.0107602 0.00106756 82537.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.736 180.597 0.0107202 0.00105839 82799.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.264 178.417 0.0106833 0.00105494 83088.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.808 176.622 0.0107078 0.00107318 83033.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.226 174.524 0.0108384 0.00119246 82936.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.732 172.767 0.0107202 0.00106947 82895.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.482 170.578 0.0107294 0.0010588 82724.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.145 168.549 0.0116702 0.00144262 78219.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.318 166.361 0.0107358 0.00110193 83040.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.99 164.786 0.0107632 0.00107994 82617 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.024 162.792 0.0107644 0.00107676 82579.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.992 161.101 0.010702 0.00106642 83025.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.998 159.406 0.0106699 0.00106197 83264.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.691 156.855 0.0109482 0.00108578 81115.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.676 155.418 0.0110439 0.00106784 80191.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.605 153.207 0.0107533 0.00106066 82536.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.676 151.83 0.0110793 0.0010854 80049.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.623 149.145 0.0109808 0.00108247 80821.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.708 148.26 0.010904 0.00107144 81362.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.759 145.584 0.0107966 0.00106229 82183.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.775 143.831 0.0107745 0.00105877 82340.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.029 142.076 0.0106542 0.00105046 83301.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.165 140.661 0.0111096 0.00122086 80899.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.678 138.863 0.0108213 0.00105974 81954.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.504 137.817 0.0107409 0.00108071 82814.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.6 136.58 0.0108232 0.00109226 82212.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.816 134.668 0.0108753 0.00107081 81595.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.565 133.249 0.0108746 0.00109374 81792.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.566 131.422 0.0107746 0.00107158 82448.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.719 129.256 0.0107205 0.00107613 82950.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.807 127.625 0.0107895 0.00109039 82481.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.866 126.019 0.0109089 0.00107431 81345.2 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.337 124.285 0.0108638 0.00110202 81952.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.787 123.779 0.0108432 0.0010651 81815.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.154 121.797 0.0106864 0.00105244 83039.5 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.338 121.188 0.0106516 0.00106226 83426.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.727 118.803 0.0106243 0.00105002 83557.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.015 117.39 0.0107439 0.00107322 82724.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.718 115.83 0.0107808 0.0010619 82313.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.115 114.93 0.0107099 0.00105885 82892.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.417 113.92 0.0106957 0.0010589 83015.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.803 111.924 0.0106526 0.0010551 83355.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.43 110.541 0.0106842 0.00105369 83069.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.083 109.299 0.0106926 0.00106759 83116.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.392 107.641 0.0107478 0.00106844 82650.5 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.074 106.046 0.0106926 0.00105866 83040.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.382 105.263 0.0106717 0.00105653 83202 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.028 104.289 0.010639 0.00105327 83457.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.507 102.32 0.0106607 0.00105758 83306.6 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.225 101.134 0.010661 0.00106184 83340.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.804 100.713 0.0106427 0.00105178 83412.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.965 99.7407 0.010805 0.00108364 82293.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.4 97.989 0.0106625 0.00108412 83521.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.912 96.3853 0.010743 0.00107103 82713.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.187 95.0831 0.0106914 0.00106052 83066.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.853 94.5137 0.0106499 0.00106226 83440.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.783 93.299 0.0106584 0.00106621 83400.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.505 91.6635 0.0108284 0.00106562 81944.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.31 90.5373 0.0109727 0.00109746 81010.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.028 89.5866 0.0112297 0.00143573 81683.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.88 88.7579 0.0109615 0.00106938 80872.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.743 87.4935 0.0108888 0.00106486 81433.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.255 86.1554 0.010843 0.00106343 81803.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.9371 84.7752 0.0108904 0.00109328 81656.5 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.7754 84.061 0.0109628 0.00121699 82086.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.5877 83.2508 0.0107374 0.00109949 83005.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.652 81.7065 0.01088 0.00109042 81719.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.3656 80.5858 0.0108267 0.00106661 81966.6 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.3195 79.7957 0.0106969 0.00105643 82983.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.2568 78.8552 0.0107773 0.00107437 82448.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.0999 77.5763 0.0108368 0.00110518 82206 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.0435 76.9286 0.0107654 0.00108118 82609 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.2573 75.9953 0.0108017 0.00109455 82413.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.1123 74.7049 0.0109226 0.00106565 81161 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.8178 74.0634 0.0107641 0.00105835 82425.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.7542 72.7534 0.0107801 0.00107554 82435.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9723 72.4702 0.0108181 0.00108072 82157.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9412 71.1696 0.0108855 0.00105897 81412.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.9062 70.1835 0.0107145 0.00106539 82908.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.8594 69.6346 0.0108194 0.00107083 82063.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.983 68.3064 0.0115256 0.00108823 76647.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.9439 67.4878 0.0108281 0.00110174 82250.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1752 66.6644 0.0109458 0.00109832 81239 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.2348 65.7888 0.0106866 0.00106048 83107.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.2649 64.6408 0.0106916 0.00105732 83036.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.5115 64.5194 0.0107203 0.00106922 82892.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7393 63.336 0.0108721 0.00106591 81581.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.5871 62.6802 0.0107546 0.00105806 82503.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7415 62.1714 0.0119674 0.00109738 73597 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.8222 60.4912 0.0114888 0.00110806 77065.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.0321 60.1293 0.0111577 0.00107724 79361.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.1171 59.5355 0.0108398 0.00108888 82043.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.377 58.8668 0.0109164 0.00109773 81477.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5781 58.3408 0.0109729 0.00106044 80706.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.7815 57.5784 0.0108969 0.00106061 81331.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8828 56.2534 0.0108915 0.00109408 81653.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.1516 55.845 0.0108235 0.00106657 81993.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.5422 55.0894 0.011222 0.00105546 78689.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.4271 54.2645 0.0108759 0.00113044 82089.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.609 53.7773 0.0108429 0.00106784 81840.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.9108 53.4567 0.0108922 0.00109056 81619.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.219 52.1099 0.0106816 0.00105513 83104.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.3693 51.8395 0.0106863 0.00104827 83004.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.7921 50.9259 0.0110015 0.00105377 80420.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9189 49.85 0.0106277 0.00104919 83520.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2725 49.2695 0.0108142 0.00107484 82141 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.3794 48.8376 0.010847 0.00107465 81864 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7669 47.8182 0.0107212 0.00105435 82757.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0141 47.1375 0.0108471 0.00108553 81954.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2748 46.4869 0.0116986 0.00113155 75707.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4936 46.4867 0.0106456 0.00105027 83374.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.8757 45.2481 0.0109409 0.00129419 82929.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2363 44.5765 0.0109787 0.00107028 80739.3 0
: 632 | 54.8916 44.7909 0.0106332 0.00101546 83179.6 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.205 44.0071 0.0109022 0.00105916 81275.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.4235 43.1871 0.0109571 0.00105416 80784.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.7746 42.4225 0.0106879 0.00105855 83079 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1674 42.1443 0.0110008 0.00106533 80519.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.4715 41.6466 0.0106318 0.00104875 83480.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8957 40.6082 0.0107207 0.00106126 82820.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.444 40.405 0.0106655 0.00105442 83237.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.016 40.1016 0.0109245 0.00110633 81482 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0682 38.8731 0.010913 0.00105791 81176.1 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5232 38.4426 0.0107664 0.00111393 82880 0
: 643 | 47.8163 38.7163 0.0106207 0.00101847 83313.6 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.4713 37.5134 0.0109979 0.00115349 81264.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8113 36.7287 0.0107476 0.00106776 82646 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0706 36.0473 0.0120631 0.00148792 75649 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6115 35.9479 0.0127175 0.00110668 68901.2 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.023 34.9233 0.0110453 0.00113713 80741.5 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4152 34.3643 0.0107523 0.00105952 82535.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9089 34.2959 0.0106502 0.00105498 83374.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.738 33.8952 0.010784 0.00106525 82315.5 0
: 652 | 42.9495 33.9128 0.0111127 0.00109188 79833.7 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.2826 33.0511 0.0109887 0.00113077 81153 0
: 654 | 41.9407 33.2638 0.0110703 0.00104278 79780.1 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.452 31.7293 0.0110221 0.00107641 80436.9 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7015 31.2842 0.01094 0.00111983 81464.9 0
: 657 | 40.431 31.4331 0.0109676 0.00103103 80510.8 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.1055 30.8138 0.0106376 0.00105714 83503.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.6116 29.9169 0.011217 0.00105945 78759.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.0794 29.6714 0.0106618 0.00106829 83389.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5299 29.1097 0.0106584 0.00105129 83271.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8878 28.5594 0.0106304 0.00105111 83513.1 0
: 663 | 37.4937 28.5915 0.0106824 0.00102368 82826.4 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.4104 28.2118 0.0106666 0.00105781 83257.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.6673 27.3404 0.0108203 0.0010693 82042.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.3954 27.0639 0.0112177 0.00105464 78716.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.894 26.4632 0.0111341 0.00105813 79396.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.5048 25.9262 0.010689 0.00106134 83094.3 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.8821 25.3308 0.0126828 0.0015483 71848.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.3519 25.0102 0.0112888 0.00110518 78557.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.8784 24.9348 0.0109535 0.00107076 80949.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4732 24.1321 0.0107217 0.00106047 82805 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.0983 23.851 0.0114243 0.00116351 77966.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.6463 23.5074 0.0107337 0.00106231 82718.5 0
: 675 | 32.4774 23.6913 0.0106725 0.00102345 82909.5 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.9198 22.6283 0.0109844 0.00106935 80685.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5872 22.3381 0.0109728 0.00106156 80716.5 0
: 678 | 31.1276 22.3682 0.0109125 0.00101852 80857.6 1
: 679 Minimum Test error found - save the configuration
: 679 | 30.7706 22.2142 0.0106759 0.0010604 83199.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.3552 21.5159 0.0120218 0.00109002 73181 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9109 21.0796 0.0109824 0.00106394 80657.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6001 20.8375 0.0109639 0.00107784 80921.7 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.8254 20.5687 0.0107041 0.00105608 82918.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.0533 20.3522 0.0106673 0.00105041 83186.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5397 19.9999 0.0106581 0.00105848 83336.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1748 19.3089 0.0106686 0.00105468 83213 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.8829 19.1575 0.0111672 0.00112335 79650.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8003 19.0978 0.0108549 0.00108117 81852.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.1457 18.1538 0.0109987 0.00108912 80730 0
: 690 | 26.9488 18.2856 0.0108707 0.0010394 81372.5 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.5259 17.7801 0.010931 0.00111858 81529.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.0048 17.5172 0.0109391 0.00114326 81667.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6884 17.1777 0.0121765 0.00123129 73091.4 0
: 694 | 25.4409 17.7799 0.0113155 0.00102418 77735.6 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.3946 16.9986 0.0106567 0.00105288 83300.1 0
: 696 | 24.8342 17.5662 0.0110576 0.00110064 80345.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.5812 16.1792 0.0110312 0.00140769 83130 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.0778 16.0466 0.0118443 0.00105922 74176.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.834 15.5496 0.0107067 0.00105461 82884 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.4652 15.2899 0.010807 0.00105612 82043.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2186 14.9865 0.011419 0.00107155 77313.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7243 14.6072 0.0130609 0.00139626 68583.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4615 14.4707 0.0113856 0.00106391 77506.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1409 14.068 0.0111944 0.00106463 78975.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.7624 13.851 0.0107126 0.0010507 82799.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6227 13.7258 0.0107185 0.00105943 82824.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.3722 13.6428 0.0106828 0.00105273 83072.9 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3308 13.4038 0.0106764 0.00105799 83173.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.9333 13.3587 0.0108779 0.00110102 81826.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.5649 13.0954 0.012861 0.00132986 69377.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.6713 12.6461 0.0107485 0.00106256 82593.9 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2159 12.2802 0.010639 0.00105095 83436.9 0
: 713 | 19.6905 12.4252 0.0107123 0.00101768 82519.7 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.3683 11.6402 0.0109583 0.00106071 80827.8 0
: 715 | 19.2792 12.1727 0.0107487 0.00102367 82262.3 1
: 716 | 19.0251 11.7435 0.0106186 0.00101751 83324 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.8702 11.0138 0.0110073 0.00105804 80407.8 0
: 718 | 18.5832 11.1712 0.0106033 0.00101707 83452.6 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.3122 10.682 0.0106962 0.00106574 83069.8 0
: 720 | 17.9914 10.84 0.0124663 0.00104875 70067.8 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.7054 10.2866 0.0108135 0.00107316 82133 0
: 722 | 17.3938 10.2943 0.0107583 0.00109204 82762.5 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.1537 10.0098 0.0109887 0.00107152 80668 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8999 9.78618 0.0107462 0.00106595 82642.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.8394 9.55887 0.0107763 0.00109171 82605.6 0
: 726 | 16.6085 9.76055 0.0107173 0.00102235 82517.4 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.5673 9.25957 0.0107285 0.00108173 82929.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.1086 8.7046 0.0108849 0.00106508 81467.9 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.8743 8.68716 0.0106993 0.00105269 82930.6 0
: 730 | 15.5617 8.97696 0.0106774 0.00104797 83079 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.5309 8.40071 0.0108064 0.00111017 82506.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.2089 8.05826 0.0111849 0.00131874 81085.6 0
: 733 | 14.958 8.17278 0.0113856 0.00132742 79537.6 1
: 734 | 15.1518 8.17051 0.0136301 0.00114173 64059.5 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.8404 7.94359 0.0108546 0.00108596 81894.6 0
: 736 | 14.527 8.45576 0.0108561 0.00103012 81416.4 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.3864 7.72231 0.0107878 0.00107054 82327.7 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.1157 7.44606 0.0107129 0.00106309 82903.5 0
: 739 | 13.8638 7.48005 0.0110413 0.0010266 79882.6 1
: 740 | 13.903 8.04792 0.0127818 0.00167717 72041.9 2
: 741 | 13.7437 7.45947 0.0109625 0.00102351 80490.9 3
: 742 Minimum Test error found - save the configuration
: 742 | 13.4297 6.83911 0.010707 0.00107017 83015 0
: 743 | 13.1556 6.87744 0.0106899 0.00102403 82765.7 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.9726 6.62442 0.0106597 0.00105554 83297.5 0
: 745 | 12.7816 7.17359 0.0107336 0.0010385 82515.5 1
: 746 Minimum Test error found - save the configuration
: 746 | 12.6807 6.51984 0.010879 0.00109588 81773.5 0
: 747 | 12.4129 7.13939 0.0107327 0.00101923 82360.2 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.3453 6.43349 0.0106727 0.00106054 83228 0
: 749 | 12.0994 6.43686 0.0106719 0.00106651 83286.6 1
: 750 | 12.0386 6.49652 0.0106171 0.00101756 83336.9 2
: 751 | 11.7553 6.50555 0.0109097 0.00103552 81019 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.7322 6.39478 0.0106675 0.00106108 83277.4 0
: 753 | 11.5235 6.59001 0.0106683 0.00102235 82936 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.4725 6.26257 0.0106492 0.00105701 83401 0
: 755 | 11.17 6.67662 0.0108019 0.00103033 81870.5 1
: 756 | 11.0185 6.66517 0.0106613 0.00101865 82964.6 2
: 757 | 10.9194 6.29537 0.0108553 0.00101715 81316.4 3
: 758 Minimum Test error found - save the configuration
: 758 | 10.6361 5.93244 0.0107219 0.00106468 82839.7 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.8779 5.6886 0.0108415 0.00112848 82363.6 0
: 760 | 10.5539 5.71253 0.0107964 0.00109446 82457.4 1
: 761 | 10.3238 5.86069 0.0121779 0.00154031 75204.7 2
: 762 | 10.0806 5.70393 0.0118264 0.00102001 74030.5 3
: 763 | 9.94163 5.71639 0.0107015 0.00102941 82711.9 4
: 764 | 10.0617 6.34517 0.0105831 0.00101732 83631.7 5
: 765 Minimum Test error found - save the configuration
: 765 | 9.89933 5.64766 0.0129 0.00107249 67638.7 0
: 766 | 10.1151 6.19776 0.0111543 0.00101965 78937.4 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.87732 5.59137 0.0109117 0.00107553 81332.8 0
: 768 | 9.51257 6.10741 0.010994 0.00102625 80258.9 1
: 769 | 9.28618 5.90409 0.0109339 0.00103425 80811.1 2
: 770 | 9.13377 5.59198 0.0107597 0.00103575 82271.1 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.06718 5.5018 0.010816 0.00107561 82132.1 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.03833 5.29364 0.0110492 0.00107584 80214.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.84497 4.96278 0.010781 0.00107897 82456.8 0
: 774 | 8.73621 5.1257 0.0108484 0.00104709 81621.9 1
: 775 | 8.53342 5.47297 0.0107552 0.00103033 82263.7 2
: 776 | 8.50187 5.66421 0.0107667 0.00103435 82200.4 3
: 777 | 8.4557 5.17389 0.0107803 0.00102484 82005.4 4
: 778 Minimum Test error found - save the configuration
: 778 | 8.39639 4.78149 0.0106592 0.00106429 83377.3 0
: 779 | 8.25984 5.83471 0.0106192 0.00102041 83343.6 1
: 780 | 8.1396 5.12047 0.0105988 0.00101919 83510.6 2
: 781 | 8.04252 5.74278 0.0106401 0.00102415 83195.4 3
: 782 | 7.97124 4.95439 0.0106491 0.00102359 83112.5 4
: 783 Minimum Test error found - save the configuration
: 783 | 7.90782 4.63069 0.0106421 0.00106347 83519.6 0
: 784 | 7.93462 5.48481 0.010652 0.0010184 83042.7 1
: 785 | 8.04615 4.8331 0.0106498 0.00102346 83105 2
: 786 | 7.63809 4.81974 0.0106651 0.00102201 82960.7 3
: 787 | 7.54676 5.82031 0.0106922 0.00102248 82732.6 4
: 788 | 7.51474 5.98667 0.0106547 0.00102532 83078.9 5
: 789 | 7.33756 5.11106 0.0106713 0.00102333 82918.9 6
: 790 | 7.23003 4.71812 0.0106446 0.00102167 83134.5 7
: 791 | 7.14428 5.96709 0.0106752 0.0010236 82887.9 8
: 792 | 7.10998 5.32932 0.0107345 0.00102192 82367.5 9
: 793 | 6.90818 5.39271 0.0106651 0.00102579 82993.7 10
: 794 | 6.96153 5.01966 0.0106303 0.00101834 83229.8 11
: 795 | 7.05683 4.77509 0.0105968 0.00101545 83495.2 12
: 796 | 6.8118 5.16883 0.01062 0.00102445 83372.3 13
: 797 | 6.56818 5.11718 0.0106043 0.00102528 83516.2 14
: 798 | 6.4401 4.79892 0.0105945 0.00101804 83538 15
: 799 | 6.41048 5.41994 0.0105904 0.00101748 83568.9 16
: 800 | 6.38186 5.46784 0.0105963 0.00101625 83507 17
: 801 | 6.24605 5.26915 0.0111629 0.00103836 79016.1 18
: 802 | 6.2579 5.37104 0.0106732 0.00102471 82914.8 19
: 803 | 6.08284 4.76133 0.0106523 0.00102513 83098.5 20
: 804 | 6.03 4.7541 0.0105853 0.00101874 83624.3 21
:
: Elapsed time for training with 1000 events: 8.72 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: 0.0111 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: 0.832 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.28652e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.0622e+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: 0.0341 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: 0.0363 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: 0.00134 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: 0.103 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: 0.901 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: 0.0201 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00247 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: 0.0385 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00433 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: 0.00218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000362 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0975 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.895 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0999 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.25 -0.294 6.38 1.84 | 3.176 3.176
: 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 : -0.478 -0.171 2.63 1.28 | 3.319 3.305
: 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.