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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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3801
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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:137
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.261 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00346 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: 0.000735 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00496 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00125 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 = 31542.2
: --------------------------------------------------------------
: 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 | 33096.5 31187.2 0.0100485 0.00100339 88445.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32627.4 30626.4 0.0101171 0.000998001 87728.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31894 29895.8 0.0102813 0.00101373 86322.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31049.5 29157.1 0.0103162 0.00100998 85964.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30238.9 28352.9 0.0103892 0.00101521 85342.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29394.4 27472.5 0.0102406 0.00100959 86664.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28727.6 26924.1 0.0100526 0.000972572 88105.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28295.1 26556.9 0.00996805 0.000969452 88902.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27940 26242.8 0.00995187 0.000989563 89262.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27622.5 25949.5 0.00990407 0.000964711 89491.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27324.9 25668.1 0.00992102 0.000971152 89386.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27036.7 25400.8 0.00988979 0.000966172 89649.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26760.6 25142 0.00990277 0.000966811 89525.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26496.3 24885.8 0.00989781 0.000961322 89520.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26232.3 24640.5 0.00990055 0.000961121 89491.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25978.7 24399.2 0.00990704 0.000960522 89420.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25732.2 24159.5 0.00989017 0.000963762 89621.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25483.3 23930.9 0.00989177 0.000962972 89597.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25244.5 23704.2 0.0099099 0.000980652 89593.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25008.6 23480.9 0.00990329 0.000973383 89586.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24777.4 23259.6 0.00992976 0.000966312 89251.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24545.5 23045.7 0.00992182 0.000965323 89320.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24323.2 22830.1 0.0099082 0.000955372 89357.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24100.7 22617.9 0.00989722 0.000961892 89532.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23879.7 22411.2 0.00991148 0.000966591 89436.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23664.1 22205.8 0.0100072 0.000973382 88556.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23450.5 22002.8 0.00994334 0.000964102 89094.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23238.1 21804.2 0.00990976 0.000966352 89451.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23031.1 21605.5 0.0099179 0.000970032 89406.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22823.3 21411.9 0.00995159 0.000984972 89219.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22620.2 21219.5 0.00994539 0.000967472 89107.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22418 21030.4 0.00993787 0.000966162 89169.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22221.1 20840.1 0.00994344 0.000968761 89139.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22021.8 20655.2 0.00994128 0.000968852 89162.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21827.6 20471.4 0.00993669 0.000968021 89199.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21637.5 20285.8 0.00993605 0.000967833 89203.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21441.3 20110.4 0.00996382 0.000971362 88963.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21255.2 19932.6 0.00995363 0.000969411 89045 0
: 39 Minimum Test error found - save the configuration
: 39 | 21072.7 19750.7 0.00996452 0.000971063 88953.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20883 19577.2 0.0100003 0.000986752 88755.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20700.3 19403.4 0.00998668 0.000970122 88725.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20516.6 19229.4 0.0100028 0.000975591 88621.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20332.8 19054.6 0.0100546 0.000986963 88226 0
: 44 Minimum Test error found - save the configuration
: 44 | 20152.8 18887.2 0.0100529 0.000980692 88181.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19976.9 18721 0.0100715 0.000985901 88051.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19799.8 18554.3 0.0101683 0.00107908 88016.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19626.7 18391.7 0.0101218 0.000986082 87568.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19456.7 18230.3 0.010089 0.000983092 87854.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19281.4 18068.4 0.0100762 0.000982722 87975.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19116.7 17909.6 0.0101172 0.00101998 87939.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18947 17748.8 0.0101389 0.000991852 87459.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18780.4 17589.3 0.01012 0.000993842 87659.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18612.7 17441.4 0.0101227 0.000995922 87653.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18452.8 17277.1 0.010127 0.000995172 87605.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18289.2 17128.1 0.0101581 0.000992722 87285 0
: 56 Minimum Test error found - save the configuration
: 56 | 18126.3 16970.6 0.0101811 0.000997012 87107 0
: 57 Minimum Test error found - save the configuration
: 57 | 17965 16818.9 0.010172 0.000994412 87168.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17807.6 16665.5 0.0101524 0.000995262 87363.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17647.1 16515.2 0.0101746 0.000998991 87188 0
: 60 Minimum Test error found - save the configuration
: 60 | 17491.4 16365.1 0.0101717 0.000998532 87210.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17335.7 16217.8 0.0101903 0.00101501 87190.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17183.7 16071.5 0.0101918 0.0010036 87068.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17024.9 15928.5 0.0101913 0.000997732 87017.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 16876.9 15783 0.0101787 0.000999352 87152.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16724.2 15640.3 0.0101881 0.00100003 87069.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16576.3 15496.8 0.0101911 0.00100023 87043.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16426.5 15356.2 0.0103626 0.00102329 85659.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16280.3 15215.9 0.010207 0.00100406 86928.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16133.5 15078.2 0.010219 0.00100694 86842.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 15988.5 14943 0.0102281 0.00101266 86810.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 15846.8 14806.4 0.0102502 0.0010186 86659.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15703.3 14673.3 0.0102356 0.00100374 86656.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15565.9 14538.1 0.010217 0.00100144 86810.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15422.8 14408.8 0.0102143 0.00100149 86836 0
: 75 Minimum Test error found - save the configuration
: 75 | 15287.4 14277.6 0.0102244 0.00100055 86731.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15150 14147.7 0.0102314 0.00100675 86724.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15014.3 14019.6 0.0102127 0.00100289 86864 0
: 78 Minimum Test error found - save the configuration
: 78 | 14880 13892.7 0.0102257 0.00100487 86760.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14745.6 13768.3 0.0102326 0.00100382 86685.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14615.5 13642.7 0.0102733 0.00100944 86356.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14483.8 13519.5 0.0102692 0.00102151 86507.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14356.2 13395.1 0.0102329 0.00100408 86685.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14225.7 13274.3 0.0102736 0.00101064 86365.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14097.5 13156.4 0.0102377 0.00100558 86654.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13971.8 13038.9 0.0102219 0.00100634 86809.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13849 12919.2 0.0102418 0.00101032 86659.9 0
: 87 Minimum Test error found - save the configuration
: 87 | 13721.9 12805.3 0.0103511 0.0010171 85708 0
: 88 Minimum Test error found - save the configuration
: 88 | 13600.8 12689.7 0.0102532 0.00100586 86511.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13480.8 12572.2 0.0102562 0.00100682 86492.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13357.5 12459.9 0.0102554 0.00100395 86473 0
: 91 Minimum Test error found - save the configuration
: 91 | 13239 12346.7 0.0103011 0.00102272 86221.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13118.7 12237 0.0102819 0.00101061 86287.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13002.7 12125.7 0.0102362 0.00100559 86668.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12885.3 12017.1 0.0102606 0.00101074 86487.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12770.3 11907.9 0.0102899 0.00100937 86201.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12656.6 11798.6 0.0102739 0.00100736 86332.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12540.8 11693.7 0.0102901 0.00101071 86213 0
: 98 Minimum Test error found - save the configuration
: 98 | 12429.3 11588.2 0.0103424 0.00100906 85714.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12318.5 11482.4 0.0102814 0.00100913 86279.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12205.8 11380.7 0.0102893 0.00101347 86245.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12097.8 11277.6 0.0102964 0.00102377 86275.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 11988.9 11175.3 0.0102961 0.00100946 86144.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11880.4 11075.7 0.0102785 0.00101061 86319.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11773.8 10975.6 0.0103307 0.00101503 85876.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11667.7 10877.4 0.0103164 0.0010066 85931.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11564.6 10776.5 0.0102944 0.00100663 86134.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11459.8 10678.6 0.0103986 0.00110596 86089.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11356 10582.2 0.0103217 0.00101343 85945.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11253 10487.9 0.0102772 0.00101214 86345.9 0
: 110 Minimum Test error found - save the configuration
: 110 | 11152.3 10393.8 0.0102942 0.00101189 86185.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11052.2 10298.7 0.0103378 0.00102878 85938.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10951.6 10206.8 0.0102913 0.00101065 86201.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10853.7 10113.7 0.0102997 0.00100718 86090.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10755.5 10022.5 0.0103098 0.00101213 86043.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10658.9 9930.96 0.0102984 0.0010094 86123.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10561.7 9842.08 0.0102965 0.00101384 86182 0
: 117 Minimum Test error found - save the configuration
: 117 | 10467.8 9751.16 0.0103094 0.00101067 86033.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10372.2 9662.92 0.0103015 0.00101272 86125.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10278.6 9575.8 0.0103032 0.00101622 86142 0
: 120 Minimum Test error found - save the configuration
: 120 | 10185.3 9489.17 0.0103082 0.00101125 86049.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10092.2 9405.55 0.0103535 0.00103503 85850.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10003.6 9317.67 0.0103137 0.00101228 86008.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 9913.42 9230.14 0.0103086 0.00100987 86033.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9821 9148.57 0.0103138 0.00101535 86036 0
: 125 Minimum Test error found - save the configuration
: 125 | 9733.97 9064.09 0.0103043 0.00101319 86103.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9644.3 8982.65 0.010317 0.00101321 85986.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9558.2 8900.43 0.0103341 0.00101554 85849.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9470.16 8820.85 0.0104025 0.00102521 85312.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9385.68 8740.66 0.0103238 0.00101453 85935.9 0
: 130 Minimum Test error found - save the configuration
: 130 | 9300.07 8660.71 0.0103253 0.00101347 85912.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9216.65 8580.88 0.0103564 0.00104536 85919.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9131.87 8502.45 0.0103343 0.00101068 85803.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9048.79 8427.16 0.0103542 0.00101603 85670 0
: 134 Minimum Test error found - save the configuration
: 134 | 8967.05 8349.22 0.0103211 0.00101374 85953.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8886.47 8272.08 0.0103311 0.00101554 85877.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8804.76 8196.73 0.0103294 0.00101503 85888.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8724.45 8123.77 0.0103355 0.00101464 85829.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8647.07 8047.17 0.010345 0.00101536 85748.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8568.13 7972.51 0.0103371 0.00101725 85837.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8487.82 7902.25 0.0103564 0.00101945 85680.7 0
: 141 Minimum Test error found - save the configuration
: 141 | 8412.43 7830.22 0.0103627 0.00105132 85916.8 0
: 142 Minimum Test error found - save the configuration
: 142 | 8336.07 7755.33 0.0103499 0.00102968 85835.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8259.74 7687.37 0.0103447 0.00102008 85794.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8184.98 7614.35 0.0103512 0.00101544 85692.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8109.92 7544.4 0.0103286 0.00101472 85893.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8036.41 7475.73 0.0103414 0.00101407 85769.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7962.7 7408.09 0.0103421 0.00101439 85765.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7890.23 7340.39 0.0104409 0.00103831 85082.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7818.5 7270.62 0.0103397 0.00102636 85898 0
: 150 Minimum Test error found - save the configuration
: 150 | 7747.2 7204.94 0.0103472 0.00102111 85781.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7676.72 7137.79 0.0103331 0.00102106 85910.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7606.33 7072.39 0.0103901 0.00103743 85536.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7536.21 7007.46 0.0103433 0.00101755 85783.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7468.74 6941.18 0.010356 0.00101727 85665 0
: 155 Minimum Test error found - save the configuration
: 155 | 7399.45 6879.08 0.0103473 0.00101558 85728.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7331.94 6814.82 0.010354 0.00102204 85727.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7264.97 6753.37 0.0103412 0.0010173 85800.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7199.63 6688.21 0.0103432 0.0010162 85772.1 0
: 159 Minimum Test error found - save the configuration
: 159 | 7132.2 6628.82 0.0103353 0.00101901 85871.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7069.05 6564.81 0.0103449 0.00101922 85784.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7002.54 6505.76 0.0103729 0.00101839 85520.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6939.32 6445.35 0.010368 0.00102937 85666.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6875.56 6385.85 0.010372 0.00101475 85495.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6812.51 6325.98 0.0103437 0.0010165 85770.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6750.19 6268.75 0.010368 0.00101919 85572.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6688.5 6208.21 0.0103683 0.00101776 85556.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6626.01 6154.26 0.0103589 0.00101894 85653.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6567.33 6093.59 0.0104528 0.00103332 84930.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6505.81 6039.19 0.0103846 0.00102043 85431.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6446.38 5982.11 0.0103706 0.00102138 85568.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6387.89 5924.63 0.0103846 0.00101851 85414.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6328.03 5872.08 0.0104279 0.00106322 85427.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6269.99 5816.55 0.0103616 0.00102065 85644.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6212.84 5763.06 0.0103532 0.00101671 85685.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6156.32 5708.32 0.0103644 0.001018 85594.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6099.14 5654.68 0.0103842 0.00102064 85437.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6043.61 5601.48 0.0103965 0.00102055 85324.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5986.92 5550.77 0.0104004 0.00102477 85327.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5932.41 5498.37 0.0103711 0.00101794 85532.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5877.82 5447.68 0.0103674 0.00102142 85598 0
: 181 Minimum Test error found - save the configuration
: 181 | 5823.79 5397.06 0.0103925 0.00102713 85421.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5770.08 5346.87 0.0104121 0.00103778 85339.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5716.63 5296.89 0.0103945 0.00102162 85352.9 0
: 184 Minimum Test error found - save the configuration
: 184 | 5664.55 5249.02 0.0103795 0.00102357 85507.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5612.71 5197.3 0.0103845 0.00101919 85421.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5560.99 5148.61 0.0103904 0.00101888 85364.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5509.69 5100.51 0.0103841 0.00102088 85440.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5457.77 5053.21 0.0104814 0.00102446 84594.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5408.97 5004.88 0.0104022 0.00102323 85297.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5358.24 4959.66 0.0103804 0.00102265 85490.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5308.86 4912.91 0.0103978 0.00102344 85339 0
: 192 Minimum Test error found - save the configuration
: 192 | 5260.26 4866.88 0.0104081 0.00103959 85392.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5211.44 4821.99 0.010388 0.00102024 85399.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5163.67 4777.89 0.0103975 0.00102263 85334.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5115.53 4732.27 0.0104058 0.00102281 85261.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5069.23 4687.78 0.0104045 0.00101972 85244.9 0
: 197 Minimum Test error found - save the configuration
: 197 | 5021.91 4644.6 0.0103822 0.00102128 85461.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4975.98 4601.15 0.0103811 0.00102153 85473.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4929.4 4558.72 0.0104225 0.00102501 85129.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4885.09 4514.96 0.0104107 0.00102966 85278.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4839.8 4472.46 0.0104072 0.00102025 85225.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4795.14 4431.35 0.010413 0.00103508 85306.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4750.53 4389.89 0.0103877 0.00102016 85400.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4707.13 4348.61 0.0104025 0.00102013 85266.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4663.29 4308.98 0.0104211 0.00102423 85134.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4621.63 4268.38 0.0103973 0.00102075 85319.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4577.87 4228.61 0.0103824 0.00102338 85478.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4536.31 4189.39 0.0105044 0.00103391 84473.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4494.76 4150.05 0.0104274 0.00103523 85177.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4452.52 4112.61 0.0104202 0.0010272 85169.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4413.04 4073.07 0.0104026 0.00102261 85287.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4371 4036.29 0.0104258 0.00103723 85209.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4332.24 3997.49 0.0104022 0.00102149 85281.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4291.34 3961.26 0.0103915 0.00102208 85383.7 0
: 215 Minimum Test error found - save the configuration
: 215 | 4252.95 3923.69 0.0104167 0.0010307 85233.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4213.48 3887.27 0.0104259 0.001035 85188.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4174.91 3851.02 0.0104293 0.00102635 85080 0
: 218 Minimum Test error found - save the configuration
: 218 | 4136.77 3814.85 0.0104238 0.00102463 85113.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4099.09 3778.64 0.0104259 0.00102929 85137.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4061.27 3743.31 0.0104448 0.00102205 84900.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4024.69 3707.87 0.0104232 0.00102787 85148.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 3986.49 3674.46 0.0104542 0.00102553 84847.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3950.83 3640.81 0.0104274 0.0010249 85083.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3914.95 3606.42 0.010424 0.00102726 85136.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3879.24 3572.57 0.0104321 0.00102427 85035.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3843.54 3539.59 0.0104288 0.00102167 85042.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3808.72 3506.89 0.0104023 0.00102378 85300.9 0
: 228 Minimum Test error found - save the configuration
: 228 | 3774.01 3474.2 0.0105559 0.00103305 84008.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3739.01 3442.13 0.0104517 0.00103725 84975.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3706.36 3408.62 0.010413 0.00102552 85219.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3671.56 3377.34 0.0104244 0.00103735 85223.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3638.86 3345.33 0.0104289 0.00103252 85138.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3604.72 3314.97 0.0104308 0.00102304 85036.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.23 3284.64 0.0104259 0.00102343 85084.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3540.86 3252.97 0.0104276 0.00102707 85101.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3507.57 3223.2 0.0104141 0.00102022 85161.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3475.81 3193.95 0.0104086 0.00102248 85232.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3444.79 3163.89 0.0104428 0.00103701 85054.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3412.78 3134.82 0.0104142 0.00102385 85193.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3382.38 3105.44 0.0104519 0.00103196 84926.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3351.59 3076.53 0.0104325 0.00102674 85054.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3321.46 3046.99 0.0104761 0.00102795 84672.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3290.62 3019.2 0.0104376 0.00102499 84992.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3261.12 2990.77 0.0104272 0.00102181 85057.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3230.48 2964.51 0.010432 0.0010252 85045.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3202.52 2936.49 0.0104189 0.00102629 85173.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.32 2908.74 0.0104277 0.00102775 85107.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3144.05 2881.95 0.0105231 0.00103914 84353.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3115.45 2855.22 0.0104262 0.00102392 85086 0
: 250 Minimum Test error found - save the configuration
: 250 | 3086.94 2829.59 0.0104258 0.00102585 85106.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3060.08 2802.61 0.0104119 0.00102488 85224.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3031.58 2776.49 0.0104159 0.00102166 85158.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3004.41 2750.13 0.0104251 0.0010247 85102.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2976.41 2725.23 0.0104202 0.00102808 85178.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2949.89 2700.56 0.0104078 0.00102462 85258.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.27 2675.06 0.0104325 0.00102696 85056.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2896.64 2650.37 0.0104271 0.00102774 85112 0
: 258 Minimum Test error found - save the configuration
: 258 | 2870.2 2626.24 0.0104468 0.00102595 84917.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2844.25 2602.06 0.0104361 0.00102719 85025.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.05 2577.45 0.0104295 0.00102258 85043.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2793.5 2553.47 0.0104642 0.00104138 84900.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2767.26 2531.23 0.0104134 0.00102776 85236.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2743.17 2507.53 0.0104289 0.00102594 85079.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2718.51 2483.35 0.0104255 0.00102677 85118.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2693.05 2460.82 0.0104114 0.00102361 85217.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2668.58 2439.15 0.0104112 0.0010234 85216.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2644.98 2416.18 0.010418 0.00102347 85156 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.29 2393.38 0.0105196 0.00103023 84305.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.74 2372.55 0.010423 0.00102346 85110.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2573.69 2349.52 0.0104395 0.00102397 84965.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2550.37 2327.56 0.0104156 0.00104079 85334.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.23 2306.1 0.0104281 0.00102531 85081.2 0
: 273 Minimum Test error found - save the configuration
: 273 | 2503.9 2285.38 0.0104284 0.00102269 85054.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2481.37 2264.32 0.0104283 0.00102539 85079.7 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.55 2242.8 0.0104265 0.00102497 85093 0
: 276 Minimum Test error found - save the configuration
: 276 | 2436.21 2222.69 0.0104159 0.00102105 85153.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2414.91 2201.93 0.0104317 0.00102598 85055.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2392.51 2181.47 0.0103912 0.0010247 85410.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2370.68 2162.19 0.0104137 0.00102127 85174.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2348.9 2142.14 0.0104032 0.00102626 85315.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2327.66 2122.46 0.0104402 0.0010392 85097.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2306.51 2103.08 0.0104148 0.0010227 85177.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2284.91 2084.31 0.0104248 0.00103286 85179.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2264.54 2064.9 0.0104203 0.00102219 85123.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2244.51 2045.15 0.0104258 0.0010267 85115 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.68 2025.62 0.0104187 0.0010239 85153.1 0
: 287 Minimum Test error found - save the configuration
: 287 | 2202.05 2008.07 0.0104891 0.00111552 85346.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2182.24 1989.96 0.0104359 0.00102625 85019.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2162.42 1971.5 0.0104221 0.00102535 85136.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2142.83 1953.14 0.0104234 0.00103139 85179.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2122.69 1935.48 0.0104408 0.00103751 85076.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2103.09 1918.05 0.0104161 0.00102283 85166.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2083.74 1900.71 0.0104089 0.00102371 85240.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2065.02 1882.81 0.0104031 0.00102686 85322.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2045.91 1865.15 0.0104216 0.00102538 85140.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2026.25 1848.63 0.0104185 0.00102796 85192.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.16 1831.27 0.0104218 0.00102524 85137.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 1988.9 1815.04 0.01042 0.00103125 85208 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.19 1797.83 0.0104084 0.00102236 85232.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1952.58 1781.68 0.0104099 0.00101933 85191.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1934.14 1765.42 0.0104401 0.00104118 85116.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1916.35 1748.91 0.0104162 0.00102586 85193.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1898.04 1733.68 0.0104125 0.00102779 85244.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1880.62 1718.07 0.0104074 0.00103213 85330.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1863.3 1701.97 0.0104071 0.00102916 85307.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1845.57 1686.63 0.0103937 0.00102161 85360.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1828.46 1670.94 0.0105418 0.00115815 85254.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1810.89 1656.31 0.0104221 0.00102048 85091.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1794.32 1641.17 0.0104102 0.00102412 85232.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1777.74 1625.54 0.010407 0.00102663 85284.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1760.7 1610.69 0.010439 0.00104428 85154.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1743.73 1596.55 0.0104174 0.00102543 85179.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1727.59 1581.78 0.0103904 0.00102354 85407.3 0
: 314 Minimum Test error found - save the configuration
: 314 | 1711.57 1566.82 0.0104166 0.00102064 85142.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1694.84 1552.85 0.0104093 0.001022 85221.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1678.99 1538.91 0.0104152 0.00101916 85142.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1663.6 1523.96 0.0104245 0.00103017 85157.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1646.89 1510.66 0.0104052 0.00102827 85316 0
: 319 Minimum Test error found - save the configuration
: 319 | 1632.05 1496.29 0.0104073 0.00101991 85220.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1616.14 1482.46 0.0103968 0.00102399 85353.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1600.62 1468.78 0.0104498 0.00104819 85091.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1585.58 1455.39 0.0104166 0.00102305 85165 0
: 323 Minimum Test error found - save the configuration
: 323 | 1570.07 1442.67 0.0104098 0.0010212 85209.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1555.95 1428.47 0.01041 0.00102005 85197.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1540.32 1415.53 0.0104133 0.00102033 85169.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1525.71 1402.52 0.0104233 0.00102246 85098.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1510.88 1390 0.0104955 0.0010353 84564.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497.05 1377.27 0.0104223 0.00102164 85100.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1482.69 1363.72 0.0104134 0.00102613 85222.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.07 1351.37 0.0103987 0.00102347 85330.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1453.86 1339.01 0.0104544 0.00104085 84984.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.12 1326.74 0.010409 0.00101802 85187.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1426.04 1314.88 0.0104155 0.00102036 85150.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1413.02 1302.46 0.0104055 0.00102436 85277 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.28 1290.2 0.0103979 0.00101972 85304.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1385.55 1278.43 0.0103899 0.00102392 85415.3 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.58 1266.75 0.0104061 0.00102294 85259.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.21 1254.64 0.0104207 0.00102317 85128.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1345.64 1243.47 0.0103846 0.00102211 85447.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1333.2 1231.75 0.0104162 0.0010181 85123.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1320.45 1220.21 0.0104535 0.00103882 84973.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1307.33 1209.13 0.0104213 0.00102314 85123.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1294.95 1197.66 0.0104095 0.00102286 85227.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.42 1186.39 0.0104126 0.00102226 85194.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.14 1175.54 0.0104107 0.00102473 85233.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.66 1164.57 0.010416 0.0010219 85160.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1245.74 1153.64 0.0105553 0.00104412 84111.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.93 1142.48 0.0104049 0.00102195 85260.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1221.57 1132.38 0.0104126 0.00102103 85182.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1209.57 1121.92 0.0104586 0.00105273 85053.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.42 1111.11 0.0104774 0.00106508 84995.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1186.48 1100.94 0.0104195 0.00102285 85137.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1175.05 1090.42 0.0103976 0.00102566 85361.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1163.98 1080.08 0.0104119 0.00102606 85234.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1152.38 1070.08 0.0104094 0.00101904 85194 0
: 356 Minimum Test error found - save the configuration
: 356 | 1141.52 1059.47 0.0104288 0.00102277 85051.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.04 1049.43 0.0104284 0.00102272 85055 0
: 358 Minimum Test error found - save the configuration
: 358 | 1119.01 1039.78 0.0104336 0.0010234 85014.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1108.11 1029.88 0.0104123 0.00102397 85212.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.42 1019.92 0.0104406 0.00102301 84947.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1086.32 1010.85 0.0104329 0.0010433 85200.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1075.89 1001.51 0.0104212 0.00102333 85126 0
: 363 Minimum Test error found - save the configuration
: 363 | 1065.65 991.916 0.0104596 0.00102154 84762.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.49 982.024 0.0103999 0.00101996 85288 0
: 365 Minimum Test error found - save the configuration
: 365 | 1045.05 972.488 0.0104307 0.0010225 85032.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1034.55 963.81 0.0104272 0.00102322 85070.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1024.78 954.011 0.010532 0.00103207 84211.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.61 944.804 0.010437 0.00102326 84982.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1004.72 935.815 0.0104343 0.00102508 85023.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 994.875 927.039 0.0104145 0.00102285 85182.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.08 918.14 0.0104287 0.00104895 85289.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 975.617 909.014 0.0104248 0.00101951 85058.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 965.898 900.676 0.0104029 0.00102028 85264 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.471 892.39 0.0104258 0.00102263 85078 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.006 883.841 0.0104234 0.00102536 85124.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.087 874.616 0.0104045 0.00101949 85242.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.53 866.745 0.0104286 0.00102498 85073.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.665 857.535 0.0104076 0.00101993 85218.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.346 849.258 0.0104484 0.00101917 84842.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 900.823 841.538 0.0104339 0.00102033 84983.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.709 833.24 0.0104345 0.00102805 85047.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 883.572 825.13 0.0104306 0.00102589 85063.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 875.088 817.129 0.0104189 0.00102111 85126.7 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.411 808.686 0.0104126 0.00102195 85191.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.303 801.235 0.0104088 0.00102254 85231.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.075 793.278 0.0104743 0.00102873 84696 0
: 387 Minimum Test error found - save the configuration
: 387 | 840.716 785.466 0.0105129 0.0010292 84355 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.431 777.794 0.0104474 0.0010207 84865.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 824.11 770.498 0.0104059 0.0010217 85249.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 815.742 762.653 0.0104043 0.00102244 85271.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.882 755.214 0.0104639 0.00102354 84743 0
: 392 Minimum Test error found - save the configuration
: 392 | 799.848 747.402 0.0104491 0.00102509 84889.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 791.844 739.573 0.0104352 0.00102549 85018.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 783.908 732.243 0.010442 0.00102739 84974.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 775.777 725.128 0.0104262 0.00101959 85047 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.172 717.848 0.0104213 0.00102361 85127.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.463 711.287 0.01042 0.00103225 85217.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 752.887 703.664 0.0104241 0.00102334 85099.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.131 696.984 0.0104193 0.00102293 85139.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.021 689.9 0.0104227 0.0010272 85146.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.395 682.468 0.0104668 0.00104316 84892.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 722.94 675.829 0.0104241 0.00102447 85110 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.818 669.045 0.0104072 0.00101972 85219.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.543 662.357 0.0104394 0.00102484 84975.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.523 655.321 0.0104152 0.0010201 85150.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.149 648.772 0.0104588 0.00102686 84818.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.28 642.021 0.0105157 0.00103094 84345.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 680.304 635.543 0.0104111 0.00102028 85189.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.317 629.04 0.0104303 0.00102514 85059.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.551 622.495 0.0104242 0.00102876 85148 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.784 616.394 0.0104555 0.00103699 84939 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.172 609.966 0.0104207 0.00102387 85134.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.555 603.533 0.0104436 0.00103502 85028.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.741 597.43 0.0104077 0.00102266 85242.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.265 591.107 0.0104295 0.00102214 85040.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.846 584.772 0.0104373 0.00102225 84970.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.456 578.939 0.0104274 0.00102379 85074 0
: 418 Minimum Test error found - save the configuration
: 418 | 613.782 573.245 0.0104102 0.00102249 85217.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 607.937 567.306 0.0104181 0.00102336 85153.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.629 561.115 0.0104285 0.00102392 85065.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.246 555.283 0.010457 0.00103615 84917.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.456 549.962 0.0104259 0.001022 85070.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.04 543.934 0.0104138 0.0010215 85176.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.578 537.798 0.010642 0.00109017 83753.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 570.933 532.79 0.0104818 0.0010287 84628.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.478 526.668 0.0104362 0.00102273 84984.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.302 521.164 0.0105668 0.00102889 83875.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 553.922 516.02 0.0104253 0.00103051 85153.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.151 510.249 0.0104429 0.00101992 84899 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.446 505.179 0.0106807 0.00108297 83353 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.708 499.247 0.0104736 0.00104343 84833.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.122 494.19 0.010461 0.00103629 84883.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.558 489.16 0.0104343 0.00103448 85107.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.279 483.571 0.0104349 0.00102128 84983.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.065 478.392 0.0104455 0.00102197 84894.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.429 473.429 0.0104383 0.00102391 84976.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 503.966 468.551 0.0104225 0.00102043 85087.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 498.784 463.266 0.0104051 0.0010226 85265.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 493.646 458.692 0.0104254 0.00102455 85098.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.556 453.465 0.0104458 0.00102386 84908.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.364 448.844 0.0104791 0.00104113 84763.7 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.471 443.816 0.010407 0.00102055 85229.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.312 438.979 0.0104451 0.00102221 84899.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.73 434.146 0.0104154 0.00102453 85189.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 463.52 429.593 0.0104316 0.00101901 84992.3 0
: 446 Minimum Test error found - save the configuration
: 446 | 458.685 424.694 0.0104385 0.0010275 85006.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.02 419.766 0.0105407 0.00103239 84137 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.018 415.421 0.0104272 0.00102512 85087.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 444.482 410.913 0.0104264 0.00102924 85132.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.053 406.975 0.0104346 0.00102039 84978 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.277 401.943 0.0104504 0.00103834 84997 0
: 452 Minimum Test error found - save the configuration
: 452 | 430.584 397.945 0.0104482 0.0010388 85021.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.046 393.914 0.0104219 0.00102284 85114.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 421.66 389.314 0.0104229 0.00102142 85092.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.048 384.977 0.0104362 0.00102606 85014.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 412.883 380.832 0.0103994 0.00102303 85320.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 408.494 376.874 0.0104154 0.00102653 85207.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.34 372.04 0.0106715 0.00108871 83482.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.133 368.116 0.0104558 0.00102081 84790.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 395.881 364.087 0.0104265 0.00102447 85087.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.516 360.256 0.0104536 0.00103972 84981.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.42 356.129 0.0104192 0.00102075 85120.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.344 351.778 0.0104324 0.00102331 85023.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.245 348.097 0.0104133 0.00102332 85197 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.018 343.884 0.0104278 0.00102618 85091.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.903 340.791 0.010434 0.00102197 84997.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.417 336.445 0.0105172 0.00103017 84325.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.56 333.409 0.0104231 0.00102032 85081.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 359.585 330.108 0.0104287 0.00102547 85077.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 355.709 325.5 0.0104244 0.00102109 85076.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 351.96 321.923 0.0104257 0.00104238 85257.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.021 318.215 0.0104052 0.00101948 85235.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.259 314.554 0.0104036 0.00102351 85287.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 340.63 311.323 0.0104119 0.00102083 85187.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.022 307.442 0.0104249 0.00102583 85114.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.219 304.345 0.010414 0.00102215 85180.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 329.972 300.83 0.0112962 0.00127769 79852.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.246 296.978 0.0144547 0.00145423 61536.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 322.794 293.591 0.014296 0.00146192 62333.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.129 290.695 0.0143816 0.0015103 62153.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.904 287.147 0.012158 0.00102519 71859.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.526 283.752 0.0104206 0.00102871 85180.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.159 280.397 0.0104168 0.00101903 85126.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 305.791 277.567 0.0104323 0.00102 84995.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.455 274.506 0.0105295 0.00103146 84228.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.228 271.216 0.0104064 0.00102112 85239.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.794 267.899 0.0104037 0.00101864 85242.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.577 264.448 0.0104239 0.00102255 85094 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.478 261.56 0.0104429 0.00104011 85081.5 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.294 258.709 0.0104672 0.00102504 84726.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.13 255.567 0.0104005 0.00101845 85269.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.976 252.905 0.0104233 0.00102334 85106.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.028 249.963 0.0104044 0.00101987 85247 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.974 246.668 0.0104067 0.00101967 85223.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.107 243.968 0.010404 0.00102269 85275.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.064 241.324 0.0104046 0.00102078 85253.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.026 238.764 0.010415 0.00101953 85147.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.172 236.218 0.0104073 0.00102332 85251.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.332 233.304 0.0104563 0.00103713 84933.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.464 230.586 0.0104031 0.0010178 85239.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.645 227.581 0.0104291 0.00103425 85153 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.025 224.821 0.0104229 0.0010208 85087.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.286 222.495 0.0104141 0.0010187 85148.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.814 219.938 0.0104247 0.00102333 85093.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.068 217.679 0.0105124 0.00102906 84358.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.454 216.411 0.0104229 0.00102479 85123.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.064 211.915 0.0104551 0.00102763 84858.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.883 209.797 0.0104127 0.00101813 85155.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.249 207.172 0.0104429 0.00103926 85073.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.787 205.208 0.0104208 0.0010208 85106.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.187 202.019 0.0104355 0.00102938 85050.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.641 200.059 0.0104259 0.00102233 85074.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.052 198.105 0.0104264 0.00103211 85158 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.12 195.849 0.0104057 0.00102044 85240.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.968 193.498 0.0104139 0.00101826 85145.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.923 191.489 0.0103955 0.00101915 85320.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.641 188.552 0.0104323 0.0010191 84987 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.28 186.355 0.0104113 0.00102022 85187.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.657 184.473 0.0104466 0.00104158 85060.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.597 181.77 0.0104281 0.00102515 85079.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.268 179.595 0.0104384 0.00101956 84935.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.053 177.977 0.0104266 0.00102129 85058.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.921 176.607 0.0104271 0.00102052 85046.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.65 173.591 0.0104244 0.00104036 85250.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.408 171.435 0.0105511 0.0010302 84025.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.2 169.226 0.0104102 0.00101826 85179.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.921 168.694 0.0104254 0.00102157 85072.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.115 165.629 0.0109985 0.00129572 82450.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.927 163.555 0.0104703 0.00104087 84840.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.658 161.92 0.0115966 0.00138354 78331.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.781 159.69 0.0109367 0.00102812 80738.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.305 158.108 0.0104819 0.00102739 84615.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.535 156.842 0.0104199 0.00102226 85128 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.494 154.079 0.0104131 0.00102297 85195.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.522 152.075 0.0104338 0.0010208 84989.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.558 150.309 0.010453 0.00102489 84853 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.496 149.33 0.0104196 0.0010208 85116.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.849 147.37 0.0104075 0.00102336 85250.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.753 145.725 0.010436 0.00103974 85140.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.715 143.36 0.0104096 0.0010208 85207.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.812 141.594 0.0104169 0.00102085 85142.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.01 140.097 0.0104119 0.00101958 85176.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.085 138.748 0.0104093 0.00102137 85216.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.326 137.181 0.0104172 0.00102439 85172 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.564 135.316 0.0105373 0.00103275 84170.4 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.752 133.699 0.0104633 0.00102382 84750.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.95 132.85 0.0104216 0.00102285 85117.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.324 131.02 0.0104127 0.00102123 85183.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.688 128.826 0.0104494 0.00103894 85012.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.869 127.833 0.0104256 0.0010267 85116.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.999 125.929 0.0104135 0.0010219 85182.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.185 124.687 0.0104272 0.00102568 85092.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.953 122.675 0.0104245 0.00102876 85145.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.071 121.721 0.0104265 0.0010261 85103 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.321 120.456 0.0104206 0.00102061 85106.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.974 118.986 0.0104412 0.00102175 84930.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.798 117.739 0.0104149 0.00101994 85151.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.592 115.725 0.0104249 0.00101816 85045.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.156 114.913 0.0104455 0.00103727 85032.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.586 114.169 0.0104238 0.00102202 85090.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.427 111.58 0.0104128 0.00102039 85175.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.6 110.036 0.0104251 0.00102001 85060.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.99 108.746 0.0104336 0.00102286 85009.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.471 107.429 0.0104135 0.00101805 85148 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.995 106.057 0.0105243 0.00102778 84241.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.625 104.58 0.0104167 0.00102138 85149.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.097 103.083 0.0104342 0.00102191 84995.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.56 102.153 0.0104192 0.00102357 85145.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.705 100.577 0.0104607 0.00103893 84910 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.262 100.544 0.0104343 0.00102197 84994.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.674 98.5458 0.0104139 0.00101967 85158.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.086 97.2391 0.0104265 0.00102139 85059.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.811 95.6827 0.010443 0.00102162 84913.2 0
: 574 | 109.458 96.048 0.0103893 0.000984692 85064.4 1
: 575 Minimum Test error found - save the configuration
: 575 | 108.147 94.0393 0.0104089 0.00102526 85255.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.938 93.5096 0.0104273 0.00102672 85100.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.731 92.0172 0.0104097 0.00102119 85210.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.361 90.0879 0.0104131 0.00102169 85184.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.087 89.0782 0.0104569 0.00104039 84957 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.786 88.5936 0.0104368 0.00102043 84958.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.802 87.1823 0.0104485 0.00101941 84844.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.5547 86.1576 0.0104103 0.00102093 85203.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.2839 85.3177 0.010422 0.00102161 85102.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.2104 83.4706 0.0104117 0.00102484 85225.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.027 82.6388 0.010534 0.00102678 84146.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.8185 81.9642 0.0104285 0.00102082 85036.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.7461 80.819 0.0104207 0.00102197 85117.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.5593 80.0429 0.0104095 0.00102056 85206.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.6916 78.5144 0.0104705 0.00103669 84801.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.3357 77.287 0.0104257 0.00102037 85057.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1738 76.0736 0.0104148 0.00101949 85148.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.2606 76.037 0.0104276 0.00102893 85118.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.3158 74.9633 0.0104173 0.00102037 85134.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.3347 73.4019 0.0104195 0.00102267 85135.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.1217 73.2374 0.0104463 0.00102603 84923.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.1667 72.0673 0.0104117 0.0010177 85160.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.2512 70.8948 0.0104289 0.00101906 85017.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.2103 70.2947 0.0104073 0.00102351 85253.2 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.0614 69.0553 0.0104754 0.00104035 84790.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.2029 68.4424 0.0106751 0.00108186 83391.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1728 68.0565 0.0104552 0.00102002 84789 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.3118 66.141 0.0104271 0.00101883 85031.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6324 66.043 0.0104251 0.00102264 85084.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.6736 64.801 0.0104022 0.00101903 85259.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6063 63.6244 0.0105457 0.0010281 84055 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.6224 63.214 0.0104275 0.00102107 85048.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7904 62.0736 0.0104176 0.00101812 85110.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.1008 61.0322 0.0104631 0.00106133 85090.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.3575 60.335 0.0104348 0.0010197 84969.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.3804 60.0871 0.0104572 0.00102275 84795.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.5582 59.5705 0.0104266 0.00101856 85033.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.6909 58.1398 0.0104233 0.00102037 85080.3 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.8787 57.5148 0.0104162 0.00101896 85131.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0892 57.4062 0.010432 0.00102236 85019.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0432 56.1708 0.0104219 0.00103071 85186.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2863 55.1247 0.0104047 0.00102674 85306.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.5224 54.4257 0.0104307 0.00102739 85076.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7681 53.5351 0.0104643 0.00105256 85000.1 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.2315 53.4517 0.0104377 0.00102125 84957.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.2639 53.0361 0.0104082 0.001019 85204.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.4748 51.5775 0.0104502 0.00101847 84820.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.7198 51.1257 0.0104093 0.00102128 85214.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9288 50.2835 0.0103947 0.00102022 85338.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.223 49.8786 0.01043 0.00102619 85071.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7216 48.6298 0.0105252 0.00103015 84254.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.7812 47.8752 0.0104196 0.00102182 85126.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.9834 46.9707 0.0104333 0.00101824 84970.1 0
: 628 | 57.3579 47.2248 0.0104153 0.000988012 84860.4 1
: 629 Minimum Test error found - save the configuration
: 629 | 56.7589 46.1798 0.010424 0.0010205 85074.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9258 45.1985 0.0104283 0.00101992 85031 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2474 44.8124 0.0104048 0.00101858 85231.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6632 44.0442 0.0104087 0.0010251 85255.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0479 43.7484 0.010441 0.00102099 84925.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.534 43.5965 0.0104243 0.00101621 85032.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8107 42.9496 0.010421 0.00102052 85101.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.0955 42.1512 0.0104305 0.00101883 85001.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3734 41.1977 0.0104174 0.00101763 85108 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.6808 40.3786 0.0104512 0.00103789 84986 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.224 40.2618 0.0104137 0.00102116 85173.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.5932 39.4554 0.0104098 0.00102434 85238.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1621 39.2904 0.0104314 0.00102045 85007.3 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5024 38.5836 0.0104141 0.00101893 85150.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8406 37.8143 0.0104069 0.00102044 85229.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.1852 37.2712 0.0105162 0.00110928 85043.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.6422 37.0695 0.0104309 0.00102057 85012.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1821 36.2124 0.0104381 0.00102251 84965.3 0
: 647 | 45.4241 36.5264 0.0103869 0.000987842 85115.4 1
: 648 Minimum Test error found - save the configuration
: 648 | 45.0499 35.3864 0.0104492 0.00104534 85071.5 0
: 649 | 44.6837 35.7368 0.0104079 0.000985982 84908.8 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.0335 34.7394 0.0104082 0.00101983 85211.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3948 33.8637 0.0104225 0.00102422 85122.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8534 33.2115 0.010398 0.00101872 85294.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2043 33.0573 0.0104251 0.00102001 85060.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7157 32.699 0.0104414 0.00102378 84947.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.3666 32.0914 0.0104069 0.0010186 85212.8 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8971 31.304 0.0104197 0.00102664 85169.5 0
: 657 | 40.4166 31.7154 0.0104024 0.000985762 84955.9 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.04 30.8662 0.0104744 0.00103889 84786.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.4214 30.039 0.0104116 0.00101955 85178.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.82 29.3675 0.010433 0.00101851 84975.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.2451 29.0873 0.0104239 0.00102284 85096.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.831 28.887 0.0104156 0.00101956 85142.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.4236 28.339 0.0104016 0.00101739 85249.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.098 27.6706 0.0105223 0.00112977 85174.5 0
: 665 | 36.6239 28.4015 0.0104086 0.000985701 84899.9 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.1863 27.4956 0.0104199 0.00102445 85148.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7762 26.4008 0.0104228 0.00101795 85062.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.2339 26.1986 0.0104508 0.00103832 84993.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7108 25.2682 0.010415 0.00101994 85150.9 0
: 670 | 34.3233 25.3675 0.010381 0.000986372 85154.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 33.8508 24.9295 0.0103974 0.00101746 85288.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5359 24.3449 0.010461 0.00102461 84778.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.0297 23.8715 0.0104119 0.0010206 85185.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7032 23.5914 0.0104186 0.00102082 85126.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.338 23.3393 0.0104281 0.00102632 85089.9 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9612 22.6005 0.0104297 0.00102015 85020 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5682 22.4224 0.0104259 0.00102484 85097.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.0457 21.734 0.0104517 0.00103566 84961.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.712 21.5227 0.0104139 0.00101985 85160.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2941 21.3051 0.0104448 0.00102379 84916.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8234 20.8774 0.0104436 0.00102366 84926.6 0
: 682 | 29.5116 21.1218 0.010379 0.000989062 85197.2 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.1789 20.1225 0.0104187 0.00102081 85125.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7005 19.8397 0.0105232 0.00103953 84355.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.4772 19.3755 0.0104267 0.00101935 85039.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.1266 19.3609 0.0104071 0.0010217 85238.9 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7794 18.9395 0.0104081 0.00101768 85193.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.2546 18.5726 0.0104496 0.0010383 85003.9 0
: 689 | 27.038 18.7967 0.0103739 0.000987721 85231.4 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.6808 17.9124 0.0104326 0.00102455 85033.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.296 17.5827 0.0103998 0.00101872 85278.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.8621 17.4458 0.0104235 0.00101963 85071.6 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.6091 17.2844 0.0104422 0.0010216 84920.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2863 16.625 0.0104321 0.00102221 85017.1 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.04 16.3426 0.010434 0.00102189 84996.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.5884 16.3158 0.0104127 0.00102365 85205.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.3178 15.909 0.0104432 0.00102919 84979.4 0
: 698 | 23.901 16.2526 0.0104088 0.000987071 84910 1
: 699 Minimum Test error found - save the configuration
: 699 | 23.7077 15.6181 0.0104224 0.00102112 85094.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.4511 15.4012 0.0104271 0.00103126 85144.4 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0854 14.697 0.0104285 0.00101939 85023.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.6691 14.5431 0.0104161 0.00102695 85204.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4452 14.416 0.010408 0.00101963 85211.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1433 14.1821 0.0105234 0.00103307 84296.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.7833 13.8778 0.0104277 0.0010234 85067.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6303 13.5268 0.0104397 0.00101977 84926.3 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4532 13.4085 0.0104233 0.00102119 85087.1 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.2911 12.9502 0.0104604 0.00103935 84916.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.7887 12.9411 0.0104198 0.00102061 85113.9 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.479 12.7886 0.0104354 0.00104733 85214.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.1503 12.0502 0.0104087 0.00101952 85204.5 0
: 712 | 20.1118 12.701 0.0103832 0.000987812 85148.3 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.7933 11.8042 0.0104329 0.00102795 85061.4 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.327 11.5098 0.0104022 0.00102266 85292.2 0
: 715 | 19.0701 11.6402 0.0103941 0.000988212 85053.1 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.9495 11.4343 0.0104154 0.00102161 85162.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.5897 11.4067 0.0104198 0.00102051 85113.2 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.296 10.7583 0.0104648 0.00103954 84878.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2648 10.7184 0.0104124 0.00102273 85200.3 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9257 10.3735 0.0107518 0.00117037 83495.2 0
: 721 | 17.8951 10.7052 0.0105644 0.000990102 83556.9 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.6182 10.0451 0.0104276 0.00102507 85083.5 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.3736 9.84805 0.0104566 0.00101987 84775 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8203 9.75956 0.0105358 0.00103114 84169 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.6093 9.26467 0.0104493 0.00101969 84839.6 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.4216 9.22563 0.0104527 0.00104746 85058.9 0
: 727 | 16.128 9.36689 0.0103963 0.000987672 85028.3 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.033 9.02854 0.0104864 0.0010435 84720.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.7574 8.59068 0.010424 0.00102502 85115.4 0
: 730 | 15.559 8.7227 0.0104062 0.000991523 84973.6 1
: 731 | 15.278 8.82899 0.0104005 0.000991011 85020.6 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.2015 8.4894 0.010435 0.00102285 84996.5 0
: 733 | 15.0618 8.84386 0.0103956 0.000986851 85027 1
: 734 | 15.0398 9.07285 0.0103762 0.000990872 85239.2 2
: 735 Minimum Test error found - save the configuration
: 735 | 14.7238 8.11223 0.0104352 0.00102166 84984.3 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3449 7.47417 0.0104018 0.00102061 85277.4 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1166 7.42416 0.0104279 0.00102492 85079.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.9974 7.37216 0.0104433 0.00103946 85071.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7728 7.12385 0.0104213 0.00102215 85114.6 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.6974 6.98642 0.0104365 0.00102245 84978.9 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.3365 6.7979 0.0104287 0.00103029 85121.3 0
: 742 | 13.2867 6.89406 0.0104015 0.000987842 84982.6 1
: 743 | 13.2467 7.39252 0.010372 0.000987282 85244.8 2
: 744 Minimum Test error found - save the configuration
: 744 | 12.8358 6.52707 0.0105142 0.00103215 84370 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.6468 6.10468 0.0104489 0.00103394 84971.3 0
: 746 | 12.5227 6.74599 0.0103924 0.000987282 85059.6 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.3575 6.02956 0.0104464 0.00102189 84884.9 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.1222 5.90598 0.0104419 0.0010364 85056.9 0
: 749 | 11.9667 6.43745 0.0103892 0.000990302 85116.2 1
: 750 | 11.8809 6.30876 0.0104099 0.000992413 84948.6 2
: 751 | 12.0157 5.92496 0.0104128 0.000987702 84879.5 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.5153 5.61734 0.0104101 0.00102425 85235 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.3917 5.46919 0.0104177 0.00102674 85188 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2228 5.21987 0.0104183 0.00102164 85136.8 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.9522 4.9763 0.0104263 0.00102076 85056.6 0
: 756 | 10.7824 5.24148 0.0104025 0.000989741 84990.7 1
: 757 | 10.6626 4.97812 0.0103854 0.000991521 85161.5 2
: 758 | 10.567 5.39759 0.0103958 0.000986972 85026.2 3
: 759 Minimum Test error found - save the configuration
: 759 | 10.5845 4.7534 0.0104114 0.00102478 85227.6 0
: 760 | 10.5723 5.0925 0.0105835 0.000997983 83459.6 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.2773 4.43836 0.0104713 0.00103935 84818 0
: 762 | 9.96776 4.58016 0.0104179 0.000994342 84893.4 1
: 763 Minimum Test error found - save the configuration
: 763 | 9.92402 4.27565 0.0104394 0.00102577 84983.5 0
: 764 | 9.831 4.47316 0.0104937 0.000989182 84170.2 1
: 765 | 9.82283 4.90039 0.0103924 0.000988261 85068.7 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.73366 4.19445 0.01043 0.00102409 85053.1 0
: 767 | 9.6079 4.37826 0.0103789 0.000986442 85174.4 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.27048 3.96109 0.0104489 0.00104255 85048.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.07213 3.79318 0.0104338 0.00102202 85000.3 0
: 770 | 9.10981 4.08054 0.0103975 0.000988652 85026.3 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.04371 3.66722 0.0104324 0.00103254 85107.4 0
: 772 | 8.91097 3.86338 0.0104397 0.000989233 84651.5 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.7684 3.48155 0.0104319 0.00102076 85005.3 0
: 774 | 8.67606 3.7178 0.0103892 0.000985763 85074.9 1
: 775 | 8.54729 3.51477 0.0103852 0.000988902 85139.7 2
: 776 | 8.64668 3.72254 0.0103801 0.000986643 85165.4 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.18874 3.08897 0.0104271 0.00102618 85098.5 0
: 778 | 8.18216 3.23554 0.0104025 0.000988703 84981.4 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.07126 2.99726 0.0106443 0.00108283 83668.8 0
: 780 | 7.97451 3.07261 0.0104657 0.000990292 84429.5 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.83355 2.94882 0.0104472 0.00102322 84889.4 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.68953 2.71766 0.0104278 0.00102137 85048.3 0
: 783 | 7.55612 3.01015 0.0104283 0.000987461 84738.3 1
: 784 | 7.60168 2.88309 0.0105002 0.000989971 84119.9 2
: 785 | 7.44537 2.71987 0.0104098 0.000987453 84904.9 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.50405 2.67028 0.010412 0.0010244 85218.6 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.25236 2.61867 0.0104347 0.00101975 84971.5 0
: 788 | 7.11335 2.75948 0.0103929 0.000988692 85068.4 1
: 789 Minimum Test error found - save the configuration
: 789 | 7.09746 2.32403 0.0104292 0.00102164 85037.6 0
: 790 | 6.90954 2.58183 0.0104408 0.000988082 84631.9 1
: 791 | 6.7327 2.46891 0.0103842 0.000986802 85129.9 2
: 792 | 6.69629 2.46296 0.010483 0.000989061 84264.1 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.76654 2.27517 0.0104263 0.00102835 85125.2 0
: 794 | 6.76752 2.84121 0.0103891 0.000989321 85108 1
: 795 | 6.57518 2.42193 0.010398 0.000988251 85018.4 2
: 796 | 6.49396 3.03597 0.0103964 0.000987512 85026.4 3
: 797 Minimum Test error found - save the configuration
: 797 | 6.51257 2.19743 0.0113648 0.00104827 77545.4 0
: 798 | 6.36268 2.49129 0.0104742 0.000996522 84408.6 1
: 799 | 6.43482 2.27346 0.0104188 0.000988942 84836.5 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.21879 2.15789 0.0104483 0.00102519 84898 0
: 801 | 6.1345 2.18831 0.0104089 0.000988532 84922.6 1
: 802 | 6.03942 2.48888 0.0104378 0.000991072 84685.1 2
: 803 Minimum Test error found - save the configuration
: 803 | 5.96513 2.02495 0.010432 0.00102332 85028.3 0
: 804 | 5.98652 2.37712 0.0104949 0.000990822 84174 1
: 805 | 5.90997 2.40253 0.0103879 0.000980662 85041.2 2
: 806 | 5.8758 2.04391 0.0103788 0.000988071 85190.4 3
: 807 | 5.67984 2.53098 0.0103781 0.000986112 85178.5 4
: 808 | 5.75938 2.44165 0.0104007 0.000987612 84988.1 5
: 809 | 5.54891 2.36627 0.0103771 0.000986823 85194.1 6
: 810 | 5.41222 2.06905 0.0104027 0.000986942 84964.2 7
: 811 | 5.42769 2.32031 0.0104063 0.00101378 85174.5 8
: 812 | 5.45632 2.54203 0.0104005 0.000989171 85003.5 9
: 813 | 5.44214 2.19777 0.0103859 0.000987141 85117.2 10
: 814 | 5.19315 2.38031 0.0103783 0.000986272 85178.3 11
: 815 Minimum Test error found - save the configuration
: 815 | 5.09838 2.00443 0.0104986 0.00102997 84489.7 0
: 816 | 5.18232 2.58843 0.0103827 0.000986322 85138.7 1
: 817 | 5.26089 2.13742 0.0103831 0.000986062 85133.3 2
: 818 | 5.085 2.37078 0.0104278 0.000986843 84737.6 3
: 819 | 4.90348 2.32059 0.0103913 0.000987642 85073.5 4
: 820 | 4.96526 2.51309 0.0104045 0.000986622 84944.5 5
: 821 | 4.96735 2.64208 0.0104228 0.000990592 84816 6
: 822 | 4.86058 3.26559 0.0104099 0.000986072 84891.5 7
: 823 | 4.86212 2.48192 0.010408 0.000987781 84924.1 8
: 824 | 4.74444 2.61748 0.0105803 0.000995162 83462.7 9
: 825 | 4.56547 2.30511 0.0103995 0.000985742 84982.4 10
: 826 | 4.56522 2.34128 0.0104409 0.000985702 84609.4 11
: 827 | 4.63898 2.73327 0.0103923 0.000988642 85073 12
: 828 | 4.42566 2.38463 0.0104152 0.000987912 84860.5 13
: 829 | 4.5855 2.91579 0.0104136 0.000991642 84908.4 14
: 830 | 4.4741 2.76227 0.0103944 0.000986832 85037.9 15
: 831 | 4.24023 3.32059 0.0103958 0.000987363 85030.1 16
: 832 | 4.19651 2.72126 0.0103749 0.000987362 85219.1 17
: 833 | 4.13338 2.31221 0.0103949 0.000989002 85053.5 18
: 834 | 4.11935 2.44228 0.0104166 0.00100609 85011 19
: 835 | 4.1214 2.78584 0.0103726 0.000986202 85229.9 20
: 836 | 4.20961 3.34568 0.0106271 0.00119751 84839.8 21
:
: Elapsed time for training with 1000 events: 8.71 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: 0.0119 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.151 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= 3.29121e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06723e+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: 0.0323 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: 0.0378 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: 0.00163 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: 0.0946 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: 0.89 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: 0.0225 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00393 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: 0.0387 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00587 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: 0.00247 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00202 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: 0.0973 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0127 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: 0.89 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.456 0.397 5.85 1.54 | 3.217 3.231
: 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 : 0.246 0.461 2.12 1.07 | 3.367 3.349
: 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.