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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;
}
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:145
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:3802
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:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
main
int main()
Definition main.cpp:18
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.262 sec
: Elapsed time for training with 1000 events: 0.265 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00292 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: 0.000727 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00455 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: 0.000181 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000656 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 = 31542.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33102.1 31225.9 0.0102568 0.0010317 86719.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32644.3 30684.8 0.0100938 0.00100005 87972.6 0
: 3 Minimum Test error found - save the configuration
: 3 | 31961.1 29996.7 0.0103096 0.00101366 86059 0
: 4 Minimum Test error found - save the configuration
: 4 | 31207.3 29332.4 0.0102569 0.00100256 86446.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30462.2 28604.3 0.0102913 0.00103939 86468.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29664.1 27748.3 0.0103403 0.00101247 85764.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 29003.9 27187.4 0.0100445 0.000976338 88221.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28565 26821 0.00993288 0.000965098 89208.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28212.5 26500.3 0.00992279 0.000963528 89293 0
: 10 Minimum Test error found - save the configuration
: 10 | 27889.9 26203.6 0.00992128 0.000966486 89337.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27588.3 25920.6 0.00995939 0.000968516 88979.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27297.7 25650.7 0.00991213 0.000965818 89422.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 27021 25386.6 0.00992527 0.000968948 89322.4 0
: 14 Minimum Test error found - save the configuration
: 14 | 26752 25129 0.0099 0.000962146 89506.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26487.5 24880.2 0.00988898 0.000967478 89670.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26230.2 24637.7 0.00989554 0.000978827 89719.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25977.5 24402 0.00988967 0.000962107 89610.1 0
: 18 Minimum Test error found - save the configuration
: 18 | 25732 24169 0.0098857 0.000962067 89649.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25490.8 23938.6 0.00988251 0.000961077 89671.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25254.1 23710.2 0.00987417 0.000954627 89690.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 25015.5 23491.8 0.00992218 0.00100185 89682.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24789.7 23269.6 0.00990814 0.000962658 89430.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24558.2 23056.6 0.0098781 0.000960867 89713.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24335.8 22844 0.00987366 0.000962497 89775 0
: 25 Minimum Test error found - save the configuration
: 25 | 24117.6 22630.4 0.00985224 0.000950697 89872 0
: 26 Minimum Test error found - save the configuration
: 26 | 23894.6 22426.9 0.00991208 0.000979788 89562.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23682 22221.9 0.0100157 0.000972468 88463.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23466.8 22022.9 0.00989592 0.000962657 89552.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23259.2 21822.5 0.00988296 0.000959206 89648.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 23051.3 21625 0.00989705 0.000965378 89568.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22845.8 21430.3 0.0098963 0.000964788 89570.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22638.6 21244.3 0.00993428 0.000965728 89200.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22442.3 21053.3 0.00988041 0.000964038 89722.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22244.6 20863.4 0.00988444 0.000963029 89671.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 22045.5 20679.7 0.00988588 0.000962346 89650.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21854.1 20493.9 0.00990939 0.000962478 89416.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21659 20314.7 0.00993373 0.000977908 89327.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21473.4 20131.2 0.00989078 0.000964518 89623.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21282.9 19953.6 0.00991687 0.000965567 89372.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 21096.1 19778.9 0.00991454 0.000966847 89408.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20911.3 19607.3 0.00990186 0.000967198 89538.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20729.9 19436.1 0.00990489 0.000963657 89473.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20551.6 19263.7 0.00991098 0.000969167 89467.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20370.7 19096.7 0.00991286 0.000965857 89415.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20194.3 18930.8 0.0099334 0.000966656 89218.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 20019.9 18765.8 0.00992026 0.000966887 89351.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19847.1 18602.2 0.0100174 0.000983207 88552.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19674.3 18442.2 0.0100375 0.000975137 88277.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19504.3 18284.1 0.00997833 0.000969167 88798.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19338.9 18123.8 0.00992707 0.000967858 89293.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 19173.1 17964.7 0.00994583 0.000969588 89124.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 19003.7 17814.4 0.00993913 0.000966498 89160 0
: 53 Minimum Test error found - save the configuration
: 53 | 18845.1 17658.9 0.0099791 0.000967798 88777.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18682 17507.7 0.00995635 0.000971088 89034.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18520.8 17360.3 0.00992995 0.000965456 89240.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18365.7 17209.7 0.00995484 0.000969448 89033.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18208.3 17061.9 0.00993668 0.000958587 89105.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 18051.1 16918.9 0.00997804 0.000989088 88998.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17898.8 16775.2 0.0099654 0.000972438 88958.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17747.6 16631.4 0.00996815 0.000970358 88910.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17595 16489.4 0.00996835 0.000971537 88920.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17440.3 16335.6 0.0100482 0.000982518 88244.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17280.4 16188.1 0.0101125 0.000982038 87619 0
: 64 Minimum Test error found - save the configuration
: 64 | 17129.2 16051.1 0.010094 0.000985657 87831.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16979.2 15896.8 0.0100839 0.000991248 87983.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16829.6 15754.9 0.0100966 0.000991777 87865.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16673.2 15610.4 0.0101274 0.00100061 87653.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16543.2 15459 0.0101653 0.00101104 87391.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16390.7 15352.2 0.0102409 0.000999539 86567.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16240.3 15175.3 0.0101622 0.000999117 87307 0
: 71 Minimum Test error found - save the configuration
: 71 | 16085.6 15038.4 0.0101701 0.000991128 87155.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15939.1 14891.9 0.0101816 0.000999427 87125 0
: 73 Minimum Test error found - save the configuration
: 73 | 15794.1 14758.9 0.0101915 0.000997517 87013.4 0
: 74 Minimum Test error found - save the configuration
: 74 | 15652.6 14622.1 0.0101782 0.00100014 87164.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15510.2 14488.4 0.0102048 0.00100389 86948.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15370.8 14357.4 0.0101826 0.00100258 87146 0
: 77 Minimum Test error found - save the configuration
: 77 | 15233.5 14226.9 0.0102074 0.00100178 86903.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 15095.6 14094.4 0.0102694 0.00102148 86505.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14957.8 13967.4 0.010206 0.00100346 86932.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14823.9 13839.3 0.0102216 0.00100538 86803.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14689.5 13712.5 0.0102751 0.00100729 86319.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14557.1 13588.4 0.0102206 0.00100439 86803.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14425.2 13465 0.0102077 0.00100317 86913.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14296.8 13342.3 0.0102262 0.00100509 86757.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14166.9 13220.8 0.010235 0.00100577 86681.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14038.6 13102.1 0.0102302 0.00100177 86688.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13914 12982.2 0.0102489 0.00101408 86629 0
: 88 Minimum Test error found - save the configuration
: 88 | 13787.9 12864.1 0.0102707 0.00102036 86483.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13663.8 12748.4 0.0103561 0.00101485 85641.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13539 12635.4 0.0102409 0.00100518 86620.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13419.4 12520.1 0.0102227 0.0010069 86807 0
: 92 Minimum Test error found - save the configuration
: 92 | 13299.2 12405.1 0.0102935 0.00100826 86158.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13178.8 12292.9 0.010304 0.0010075 86053.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13060.4 12181.7 0.0102547 0.00100293 86470 0
: 95 Minimum Test error found - save the configuration
: 95 | 12941.2 12074.7 0.0102715 0.00100454 86327.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12827.5 11962.3 0.0102576 0.00100909 86500.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12711 11853.8 0.0102782 0.0010176 86387.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12597.1 11746.1 0.0103344 0.00104108 86083.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12483.7 11638 0.0102516 0.00100931 86559 0
: 100 Minimum Test error found - save the configuration
: 100 | 12370.3 11534 0.0104262 0.00100946 84954.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12259.1 11429.2 0.0102704 0.00100707 86362.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12149.3 11326.3 0.0103322 0.00100712 85790 0
: 103 Minimum Test error found - save the configuration
: 103 | 12039.3 11223.5 0.0102972 0.00100608 86104 0
: 104 Minimum Test error found - save the configuration
: 104 | 11931.2 11121.7 0.0102739 0.00100988 86355.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11822.6 11022.4 0.0102909 0.00101024 86200.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11716.2 10923.2 0.0102717 0.00100669 86346.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11613.4 10821.7 0.0102685 0.00100954 86403.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11505.8 10724.5 0.0103036 0.00102626 86231.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11402.5 10627.3 0.0104255 0.00102075 85063 0
: 110 Minimum Test error found - save the configuration
: 110 | 11299.7 10532.2 0.0102974 0.00101059 86143.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 11198.9 10436.5 0.0102939 0.00100932 86164.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11096.8 10340.2 0.0103362 0.00101385 85815.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10996.3 10247.3 0.0102993 0.00101271 86146 0
: 114 Minimum Test error found - save the configuration
: 114 | 10896.8 10154.7 0.0102967 0.0010111 86154.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10799 10062.4 0.0102908 0.00101494 86245.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10701.4 9970.3 0.0102841 0.00101044 86265.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10603.3 9881.53 0.010269 0.00101298 86429.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10509.7 9790.32 0.0103049 0.00101162 86083.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10413.3 9700.58 0.0104368 0.00103212 85063.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10319.5 9612.61 0.0103019 0.001009 86087.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 10225 9526.4 0.0103387 0.00101702 85821.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10132.5 9440.02 0.0103416 0.00101313 85759.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 10042.2 9352.57 0.0102875 0.00101376 86264.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9949.29 9268.73 0.0102844 0.0010096 86255.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9861.13 9182.97 0.0102959 0.00101729 86219.6 0
: 126 Minimum Test error found - save the configuration
: 126 | 9770.79 9099.03 0.0103121 0.00102742 86163.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9681.96 9016.13 0.0103387 0.00101473 85800.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9594.78 8933.48 0.0103123 0.00101741 86068.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9507.05 8851.57 0.0104458 0.00113249 85898.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9421.31 8770.36 0.0103175 0.00101578 86005.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9336.16 8689.32 0.0102936 0.00101357 86206.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9250.54 8610.3 0.0102962 0.0010124 86171.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9166.19 8532.11 0.0103096 0.00101596 86080.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 9082.59 8455.3 0.0103339 0.00101113 85811.8 0
: 135 Minimum Test error found - save the configuration
: 135 | 9002.03 8376.13 0.0103174 0.00101247 85976.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8918.12 8300.92 0.0103137 0.00101154 86001.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8839.78 8222.96 0.0103171 0.00101291 85983.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8757.47 8147.45 0.0103288 0.0010128 85874.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8677.99 8072.77 0.0103671 0.00103317 85709.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8599.3 7998 0.0103163 0.0010127 85987.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8520.24 7925.34 0.0103184 0.00101598 85998.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8443.29 7852.24 0.0103335 0.00101336 85835.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8366.07 7781.11 0.0103315 0.00101172 85839.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8290.06 7709.64 0.0103195 0.00101371 85967.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8214.43 7638.66 0.0103827 0.00101513 85400.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8140.09 7568.15 0.0103915 0.00106863 85810.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 8065.59 7497.95 0.0103392 0.00101597 85806.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7992.58 7428.45 0.0103233 0.00102814 86066.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7918.39 7360.82 0.0103395 0.00103192 85951.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7846.18 7294.12 0.0104655 0.00102589 84748.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7774.88 7227.15 0.0103428 0.00101939 85805.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7704.83 7159.5 0.0103291 0.00101644 85905 0
: 153 Minimum Test error found - save the configuration
: 153 | 7634.01 7092.81 0.0103354 0.00101543 85836.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7564.65 7026.87 0.0103467 0.00101685 85746.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7494.1 6962.94 0.0103335 0.00101289 85831.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7426.47 6898.57 0.0103149 0.0010163 86034.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7357.39 6836.85 0.0103149 0.00102262 86093.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7292 6772.99 0.0103272 0.0010174 85930.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7224.25 6710.51 0.0103756 0.00103809 85676.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7158.49 6648.41 0.010378 0.00101642 85456 0
: 161 Minimum Test error found - save the configuration
: 161 | 7092.51 6587.72 0.0103394 0.00101637 85809.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7028.83 6525.45 0.0103274 0.00101585 85914.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6963.5 6465.31 0.0103457 0.00101584 85746 0
: 164 Minimum Test error found - save the configuration
: 164 | 6900.18 6405.06 0.0103438 0.00101881 85790.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6835.8 6347.02 0.0103069 0.00101516 86098.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6774.35 6287.91 0.0103523 0.00101674 85694 0
: 167 Minimum Test error found - save the configuration
: 167 | 6711.44 6230.19 0.0103335 0.00101212 85824.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6649.86 6173.35 0.0103573 0.00101589 85640.1 0
: 169 Minimum Test error found - save the configuration
: 169 | 6589.33 6115.76 0.0103878 0.00103332 85520.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6528.37 6060.89 0.010439 0.00102468 84977.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6468.71 6003.65 0.0103268 0.0010206 85964.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6409.97 5946.94 0.0103115 0.00101818 86083.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6350.44 5891.98 0.0103242 0.00101433 85930.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6292.43 5836.85 0.010341 0.0010159 85790.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6233.92 5782.82 0.0103393 0.00101846 85829.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6177.07 5729.32 0.01042 0.00101959 85102.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6119.04 5677.7 0.0103423 0.00101629 85781.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6065.18 5622.55 0.0103882 0.00101904 85386.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 6007.59 5570.9 0.0104208 0.00102055 85104.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5952.48 5519.61 0.0103553 0.00103821 85863.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5897.46 5468.92 0.01035 0.00101659 85713.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5843.41 5417.23 0.0103495 0.00101787 85729.8 0
: 183 Minimum Test error found - save the configuration
: 183 | 5790.8 5366.14 0.0103429 0.00101676 85780.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5735.61 5317.04 0.0103754 0.00101782 85492.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5682.79 5268.58 0.0103449 0.00101446 85741.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5630.82 5219.17 0.0103519 0.00101903 85718.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5579.08 5170.39 0.0103382 0.0010175 85830.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5527.38 5123.72 0.0103459 0.00102043 85786.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5476.62 5075.07 0.0103774 0.00103533 85633.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5426.55 5026.94 0.0104775 0.00102836 84663.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5375.75 4980.48 0.010351 0.00101921 85728.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5326.05 4935 0.0103505 0.00101947 85735.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5277.27 4888.47 0.0103567 0.00102012 85684.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5228.14 4843.27 0.0103528 0.00101905 85710.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5180.53 4797.03 0.0104011 0.00101929 85271.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5131.28 4755.21 0.01035 0.00101865 85732.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 5086.04 4709.43 0.010591 0.0010233 83614.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5037.04 4665.93 0.0103418 0.00101993 85819.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4992.58 4621.63 0.0103933 0.0010359 85494.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4945.81 4577.55 0.0103513 0.00102083 85740.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4899.92 4536.24 0.01035 0.00102346 85776.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4854.4 4494.06 0.0103664 0.00102032 85597 0
: 203 Minimum Test error found - save the configuration
: 203 | 4810.49 4450.45 0.0103551 0.00102015 85699.1 0
: 204 Minimum Test error found - save the configuration
: 204 | 4765.38 4410.56 0.0103477 0.00102143 85779.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4720.99 4369.6 0.0103305 0.00101601 85887.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4678.73 4327.95 0.010346 0.00101923 85774.4 0
: 207 Minimum Test error found - save the configuration
: 207 | 4634.58 4288.88 0.0103733 0.00101541 85489.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4592.32 4249.2 0.0103583 0.00101947 85664.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4550.53 4209.55 0.0104018 0.00104262 85478 0
: 210 Minimum Test error found - save the configuration
: 210 | 4508.33 4170.16 0.0104884 0.00102733 84556.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4466.91 4131.3 0.0103617 0.00101914 85630 0
: 212 Minimum Test error found - save the configuration
: 212 | 4425.71 4094.93 0.0103459 0.00101871 85770.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4384.23 4055.94 0.0103521 0.00101927 85719.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4345.24 4019.38 0.0103507 0.00101965 85734.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4306.01 3980.11 0.0103504 0.00101732 85716.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4264.75 3944.59 0.0103626 0.00101531 85586.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4226.08 3907.4 0.0103596 0.00101681 85627.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4187.96 3870.48 0.0103661 0.00102458 85639.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4149.38 3834.25 0.0103858 0.00103454 85550.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4110.64 3798.65 0.0103414 0.0010197 85821.1 0
: 221 Minimum Test error found - save the configuration
: 221 | 4073.6 3763.33 0.0103611 0.00101907 85634.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4036.14 3728.06 0.0103437 0.00102277 85827.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3998.72 3694.08 0.0103618 0.00101716 85610.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 3962.68 3659.81 0.0103651 0.00101837 85591.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3926.26 3625.94 0.0104275 0.00109046 85680.3 0
: 226 Minimum Test error found - save the configuration
: 226 | 3890.99 3591.28 0.0103864 0.00102146 85425.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3855.37 3557.56 0.0103516 0.00102139 85743 0
: 228 Minimum Test error found - save the configuration
: 228 | 3819.65 3524.83 0.0103651 0.00102341 85637.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3785.46 3491.85 0.0104159 0.00105176 85431.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3750.29 3459.79 0.0106427 0.00102791 83205 0
: 231 Minimum Test error found - save the configuration
: 231 | 3716.44 3426.47 0.0103772 0.00101756 85473.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3682.74 3394.23 0.0103646 0.00101789 85591.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3648.43 3364.44 0.0103932 0.00101678 85320.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3615.66 3333.05 0.0103565 0.00102345 85716.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3583.63 3301.29 0.0103746 0.00102032 85522.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3549.92 3270.5 0.0103706 0.00102045 85560.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3517.92 3240.44 0.0103578 0.00102042 85677.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3486.25 3209.79 0.0103627 0.00101887 85618.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3455.08 3179.54 0.0103946 0.00103831 85504.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3422.35 3150.56 0.0103667 0.00101855 85578.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3391.99 3121.68 0.0103718 0.00101908 85536.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3361.56 3093.07 0.0103759 0.00101955 85503.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3330.43 3064.04 0.0104692 0.00102321 84691.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3300.33 3035.83 0.0103649 0.00101942 85602.9 0
: 245 Minimum Test error found - save the configuration
: 245 | 3270.72 3006.93 0.0103689 0.00102005 85572.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3240.51 2979.03 0.0103554 0.00101887 85685 0
: 247 Minimum Test error found - save the configuration
: 247 | 3211.16 2951.79 0.0103661 0.00101705 85570.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3183.07 2922.95 0.0103726 0.00102027 85540.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3152.28 2898.1 0.0104195 0.00103365 85234.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3125.47 2868.92 0.0105032 0.00102822 84433.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3096 2843.35 0.010375 0.00102077 85523.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3068.18 2816.6 0.0103797 0.00101724 85447.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3041.19 2789.21 0.0104331 0.00105036 85263.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3012.45 2764.13 0.0103453 0.00101858 85775.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2985.25 2738.48 0.0103643 0.00101883 85603.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2958.14 2713.73 0.0104072 0.00102101 85231.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2931.92 2687.45 0.0104196 0.00101791 85090.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2904.8 2663.16 0.0104143 0.00102185 85174.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2878.74 2638.07 0.0103998 0.00103712 85445.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2852.71 2613.8 0.0103478 0.00101612 85729.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2826.43 2589.73 0.0103453 0.00102149 85802.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2801.68 2564.93 0.0103543 0.00102573 85758.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2775.43 2541.98 0.0103623 0.00102192 85649.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2750.73 2518.76 0.0103663 0.00101497 85549.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2725.96 2495.56 0.0103847 0.00101815 85410.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2701.49 2471.97 0.0103709 0.00101734 85528.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2676.27 2449.94 0.0103924 0.0010252 85404.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2653.07 2426.61 0.0103548 0.00102041 85705 0
: 269 Minimum Test error found - save the configuration
: 269 | 2628.01 2405.16 0.0103715 0.00103558 85690.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2605.16 2382.58 0.0104677 0.00102908 84758.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2581.78 2359.76 0.0103619 0.00101858 85622.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2557.22 2338.33 0.0103637 0.0010232 85648.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2534.8 2316.18 0.0104058 0.00101849 85221.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2511.52 2295.55 0.0104126 0.00101788 85153.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2489.14 2273.9 0.0103763 0.00102032 85506.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2466.78 2252.5 0.0103936 0.0010214 85359 0
: 277 Minimum Test error found - save the configuration
: 277 | 2443.47 2232.45 0.0103669 0.00102135 85602.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2421.95 2211.77 0.010352 0.00102089 85735.1 0
: 279 Minimum Test error found - save the configuration
: 279 | 2399.29 2191.92 0.0104166 0.00103631 85285.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2377.62 2172.04 0.0103765 0.00101629 85468.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2356.78 2151.22 0.0103695 0.00101872 85554.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2334.38 2131.67 0.0103934 0.00101888 85337.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2313.65 2112.03 0.010392 0.00102169 85376.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2292.34 2092.39 0.0103776 0.00101993 85491.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2270.98 2073.53 0.0104202 0.00102554 85155.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2250.33 2054.62 0.0103881 0.00101819 85379.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2229.84 2035.59 0.0103905 0.00101952 85370.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2210.11 2015.8 0.010389 0.00101816 85371.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2188.9 1997.83 0.0104266 0.00103604 85191.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.48 1980.23 0.010507 0.00103467 84456.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.63 1962.87 0.0104289 0.00102141 85038.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2129.78 1943.68 0.0103796 0.00102024 85476.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2109.91 1925.77 0.0103687 0.00102003 85573.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.73 1908.56 0.0103706 0.00101749 85532.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.81 1891.47 0.0103865 0.00102249 85433.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2051.76 1873.59 0.0103992 0.0010169 85266.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2032.79 1856.4 0.0103791 0.00101813 85460.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2014.44 1838.74 0.0103913 0.00101693 85338.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 1995.09 1822.26 0.010435 0.00103826 85135.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1976.95 1805.74 0.0103883 0.00101779 85374.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1958.53 1789.37 0.0104158 0.00103139 85248 0
: 302 Minimum Test error found - save the configuration
: 302 | 1940.37 1772.96 0.0103918 0.0010181 85345.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1922.62 1755.8 0.0103573 0.00102139 85691 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.63 1740.5 0.0103858 0.00102087 85424.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1886.89 1723.83 0.0103814 0.00101773 85436.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1868.5 1708.42 0.0103819 0.00101895 85443.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1851.08 1692.97 0.0103936 0.00102119 85357.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1834.12 1677.6 0.0103754 0.00102039 85515.5 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.6 1662 0.0104123 0.00103681 85329.2 0
: 310 Minimum Test error found - save the configuration
: 310 | 1800.06 1646.45 0.0104642 0.00102511 84753.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1782.61 1631.64 0.0103768 0.00102301 85527.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1766.05 1616.99 0.0103881 0.00102061 85402.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1749.64 1601.53 0.0103758 0.00102292 85535.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.71 1587.3 0.0103832 0.00102133 85453.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.8 1573.23 0.0103815 0.00101805 85438.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1700.17 1558.83 0.0104708 0.00102205 84667.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1684.3 1544.15 0.0103827 0.001023 85472.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1668.67 1529.52 0.0104175 0.00107314 85613.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1652.19 1515.78 0.0105283 0.00105682 84464.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1636.81 1501.74 0.0103905 0.00102087 85382.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1620.95 1488.56 0.0104331 0.00103144 85091.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1606.11 1474.74 0.010426 0.00104075 85240 0
: 323 Minimum Test error found - save the configuration
: 323 | 1590.79 1461.15 0.0103922 0.00102043 85362.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1575.58 1447.59 0.0104072 0.00102094 85231 0
: 325 Minimum Test error found - save the configuration
: 325 | 1560.33 1433.79 0.0103825 0.00102314 85475.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1544.72 1421.43 0.0103854 0.00102402 85457.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1530.72 1408.41 0.010374 0.00102166 85540 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.95 1395.17 0.0103991 0.00102 85296.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.78 1381.77 0.0104365 0.00104046 85141.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1487.14 1368.79 0.0105098 0.00102747 84367.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1472.24 1356.89 0.010386 0.00102481 85459.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.45 1344.37 0.0103965 0.00102336 85350.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.61 1331.92 0.0103812 0.00102301 85486.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.89 1319.48 0.0104042 0.00102685 85311.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1417 1307.3 0.0103738 0.00102076 85533.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.4 1294.87 0.0104106 0.00102162 85206 0
: 337 Minimum Test error found - save the configuration
: 337 | 1389.35 1283.48 0.010397 0.00102142 85328.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.78 1271.64 0.0103987 0.00102016 85301.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.38 1259.17 0.0104826 0.00103779 84702.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1350.23 1247.14 0.0103966 0.00102252 85341.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.81 1235.9 0.0104308 0.00102145 85021.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1324.06 1224.4 0.010396 0.0010211 85333.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1310.78 1213.75 0.0103782 0.0010215 85499.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.85 1202.1 0.0104373 0.00102648 85008.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1286.66 1190.23 0.010404 0.00101835 85236.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1273.72 1179.09 0.0104188 0.00102209 85136 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.29 1168.6 0.0103916 0.00101851 85350.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1249.22 1157.28 0.0103969 0.0010213 85327.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1237.1 1146.58 0.0104218 0.00103972 85269.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1224.86 1136.36 0.0105101 0.00102797 84369.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.83 1124.87 0.0103933 0.00103159 85454.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.35 1114.51 0.0104162 0.00102278 85166.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.71 1104.22 0.0104062 0.00102043 85235.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1178.52 1093.56 0.0103969 0.00101766 85295.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.17 1083.04 0.0103782 0.00102088 85494.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.32 1073.36 0.0104054 0.00101979 85237 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.19 1063.54 0.0103929 0.00102381 85386.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.89 1052.84 0.0104098 0.001021 85207.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.16 1043.16 0.0104494 0.00105148 85125.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.42 1033.61 0.0103895 0.00102329 85413.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.46 1023.65 0.0103938 0.00101905 85335.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1090 1013.58 0.0103923 0.00101919 85350.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.31 1003.82 0.0103815 0.00102482 85500.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.53 994.552 0.0103984 0.00102124 85314.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.2 985.08 0.0104052 0.00102486 85285.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.98 975.655 0.0103935 0.00102234 85368.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.46 966.361 0.0103986 0.00102861 85379.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.41 957.312 0.0104044 0.00102079 85255.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.49 948.3 0.0104254 0.00103512 85194.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.59 939.034 0.0105518 0.00103378 84051.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 998.317 929.279 0.0104065 0.00103019 85321.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 987.576 921.191 0.0103987 0.0010225 85322.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.27 911.99 0.0103828 0.00102044 85448.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.691 903.39 0.0103972 0.00102366 85346.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.312 894.29 0.0103754 0.00102107 85521.6 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.36 886.25 0.0103985 0.00102291 85327.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.33 878.018 0.0104072 0.00101791 85203.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.331 868.94 0.0103849 0.0010212 85436 0
: 379 Minimum Test error found - save the configuration
: 379 | 921.89 860.341 0.0104321 0.00103833 85162.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.836 852.229 0.0103966 0.00102104 85328.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 904.067 843.425 0.0103888 0.00101826 85374.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.806 835.506 0.0103796 0.00102259 85497.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.305 826.975 0.0103753 0.00102255 85536 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.145 819.558 0.0104264 0.00102377 85082.3 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.575 811.291 0.0103941 0.0010188 85330.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.207 804.458 0.0104085 0.00101928 85203.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.503 795.373 0.0104467 0.00102026 84867.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.218 787.906 0.0104062 0.00102257 85255.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.753 779.796 0.0104188 0.00103441 85248.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.546 771.962 0.0105103 0.00103693 84447.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.095 763.928 0.010369 0.00102139 85583.3 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.649 756.8 0.0104111 0.00102201 85205 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.775 749.432 0.0103888 0.00101903 85380.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.979 741.72 0.0103987 0.00102072 85306.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.662 734.859 0.0104186 0.00101776 85099.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.01 727.927 0.0103919 0.00102224 85382.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.426 719.945 0.0103775 0.00101772 85471.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.4 712.82 0.0104083 0.00102468 85254.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.636 705.981 0.0104177 0.00103822 85292.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.373 699.074 0.0104048 0.00102621 85300.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 740.224 692.018 0.0103931 0.0010224 85372.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.575 684.609 0.0104219 0.00101956 85085.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.937 677.685 0.01039 0.0010233 85408.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.534 671.341 0.0104038 0.00102151 85266.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.872 663.955 0.0104144 0.00102344 85188.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.248 657.465 0.0103786 0.00102579 85535.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.26 650.933 0.0103771 0.001023 85523.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.576 644.98 0.0104022 0.00102156 85281.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.381 637.839 0.0104053 0.00102083 85247.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.39 631.307 0.0105326 0.00103602 84241.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.294 624.337 0.0103865 0.00101928 85404.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.686 617.981 0.0103918 0.00102291 85389 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.731 611.919 0.0103818 0.00102097 85462.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.061 605.519 0.0103846 0.00102241 85450.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.879 599.022 0.0103812 0.00102022 85460.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.879 593.097 0.0103918 0.00102049 85367.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.799 586.733 0.0103917 0.00102654 85423.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.158 580.779 0.0103912 0.00101879 85356.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.711 575.155 0.0104271 0.00104612 85278.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.393 569.25 0.0103962 0.00102134 85334.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.532 562.829 0.010389 0.00101864 85375.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.148 557.266 0.010402 0.00102617 85325.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.769 551.491 0.0103715 0.00102014 85549.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.095 545.248 0.0103854 0.00102016 85422 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.751 539.544 0.010399 0.001018 85278.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.712 534.405 0.0103968 0.00101819 85300.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.968 528.938 0.0104085 0.00101884 85200.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.196 522.617 0.0103893 0.00102121 85396.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.436 517.122 0.0104225 0.00103402 85211.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.578 511.561 0.0104911 0.00102604 84521.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.582 506.906 0.0103712 0.00101632 85516.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.623 500.824 0.0103814 0.00102833 85533.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.407 495.788 0.0103825 0.00101874 85435.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.292 491.003 0.0104261 0.00101951 85046.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.799 485.644 0.0104491 0.00101681 84814.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.471 480.177 0.0103958 0.00102027 85328.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.016 474.773 0.0104329 0.00102108 84999.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.559 470.177 0.0103723 0.00102033 85543.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.47 464.763 0.0104715 0.00102252 84665.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.071 459.89 0.01043 0.00102916 85098.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.136 455.268 0.0104 0.00102067 85293.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.288 449.695 0.0104146 0.00102071 85161.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.898 445.199 0.0103868 0.00101702 85381.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 475.104 440.271 0.0104074 0.00102416 85258.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.811 435.655 0.0103782 0.00101773 85465.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.085 431.018 0.0103777 0.00101848 85477.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.395 426.586 0.0103731 0.0010192 85525.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.57 421.549 0.0103691 0.00102286 85596 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.624 417.593 0.0104346 0.00104379 85190.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.806 412.639 0.0105198 0.00102809 84284.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.374 407.949 0.0103931 0.00101871 85338.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.487 404.024 0.0104023 0.00103435 85397.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.308 399.468 0.0103752 0.00101958 85510.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 428.099 394.594 0.0104015 0.00102094 85283.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.082 390.243 0.0103787 0.00101765 85460.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.325 386.217 0.0104502 0.00102576 84885.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.177 381.952 0.0103941 0.00101744 85318.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.701 377.818 0.0103922 0.00102181 85375.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.548 373.923 0.0104393 0.00103675 85083.4 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.535 369.357 0.0103996 0.00101988 85290.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.91 365.57 0.0103881 0.00102017 85397.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.039 361.146 0.010369 0.00102517 85618.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.793 357.492 0.0103917 0.00103052 85458.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.493 353.702 0.0103868 0.00102242 85430.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.612 349.445 0.0104201 0.00101796 85087.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.297 345.458 0.0104383 0.00102022 84943.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.6 341.79 0.0103884 0.00101825 85377.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.653 337.903 0.0103983 0.00103636 85452.6 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.885 333.997 0.0104159 0.00103615 85290.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.926 330.493 0.0104917 0.00103065 84557.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.649 326.664 0.0103862 0.00102212 85432.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 353.101 323.017 0.0103853 0.00102149 85435.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.622 319.308 0.0104021 0.00101798 85250.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.457 315.929 0.0103872 0.00101919 85397.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.843 311.853 0.0103743 0.00101741 85498.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.404 308.819 0.010387 0.00102038 85409.9 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.736 304.993 0.0103982 0.00102121 85314.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.806 301.638 0.0103933 0.00102013 85350.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.577 298.601 0.0104152 0.00103955 85327.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.98 294.582 0.0103779 0.00102036 85493 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.348 291.687 0.0103908 0.00101863 85359.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.7 288.232 0.0103902 0.00101684 85348.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.576 284.876 0.0104574 0.00101955 84765.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.14 281.705 0.010402 0.00101818 85253.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.707 278.33 0.010424 0.00102727 85135.9 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.52 274.931 0.0103669 0.00101694 85561.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.925 271.955 0.0103602 0.00101764 85629.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.857 269.261 0.0103864 0.00102279 85437.3 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.562 265.712 0.0104242 0.00103378 85193.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.422 262.66 0.0105171 0.00102481 84279.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.226 259.296 0.0103759 0.00101756 85485.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.243 256.635 0.0104227 0.00102226 85102.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.853 253.751 0.0104087 0.00102041 85212.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.953 250.787 0.0103669 0.00102199 85608.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.068 247.675 0.0103935 0.00103022 85440.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.96 245.156 0.0103548 0.00102151 85714.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.154 241.836 0.0103928 0.00101975 85351.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.995 239.399 0.010392 0.00101717 85334.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.074 236.361 0.010419 0.00103394 85241.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.159 233.612 0.0103777 0.00101759 85468.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.207 230.855 0.0103961 0.00101978 85321 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.565 228.292 0.0103721 0.00101931 85536 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.735 225.938 0.0103935 0.00102221 85367.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.953 223.106 0.0103681 0.00101994 85578.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.132 220.61 0.0103835 0.00101688 85410 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.563 217.924 0.0104184 0.00101717 85095.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.831 215.53 0.0103862 0.00101886 85403.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.347 212.858 0.0103962 0.00101872 85311.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.812 210.966 0.0104325 0.00103837 85159.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.006 207.832 0.0104826 0.00102568 84594.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.502 205.348 0.0103757 0.00101856 85496.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.741 203.527 0.0103752 0.0010187 85502.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.385 200.744 0.0104707 0.00102849 84725.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.911 198.442 0.0103754 0.00101516 85467.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.503 196.642 0.0104001 0.00102436 85326.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.23 194.382 0.0103729 0.00101924 85528 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.825 191.558 0.0104429 0.00102331 84929.4 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.462 190.118 0.0103758 0.00101581 85470.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.9 187.229 0.0104203 0.00103616 85250.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.521 184.577 0.0103728 0.0010198 85534.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.218 183.776 0.0104009 0.00102073 85286.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.378 180.084 0.0103936 0.00101524 85302.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.565 178.634 0.0103767 0.00101516 85455.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.668 176.737 0.0103752 0.00101653 85482.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.198 175.163 0.0104178 0.00102073 85133.3 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.855 172.492 0.0103825 0.00101547 85405.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.953 169.781 0.0103738 0.00102019 85528.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.435 168.913 0.0103749 0.00101827 85500.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.594 166.551 0.0104051 0.00103413 85370.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.367 163.768 0.0105127 0.00102544 84323.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.146 162.233 0.0104453 0.00101821 84861.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.979 160.061 0.0103927 0.00101855 85340.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.942 158.099 0.010412 0.00101876 85167.3 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.922 156.365 0.0103995 0.00101781 85272.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.993 154.519 0.0103818 0.0010221 85473 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.826 152.862 0.0103773 0.00101791 85475.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.064 151.203 0.0103925 0.0010223 85377.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.793 149.847 0.0103974 0.00101707 85285.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.989 147.483 0.0104568 0.00104744 85021.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.091 145.876 0.0103802 0.00101917 85460.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.106 144.264 0.0103802 0.0010191 85459.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.249 142.565 0.0103822 0.00101898 85440.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.214 140.806 0.0103793 0.00101987 85475.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.444 138.732 0.0103832 0.00103412 85569.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.599 137.035 0.010394 0.00101943 85337.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.845 135.703 0.0103763 0.00101748 85480.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.04 134.483 0.0104123 0.00101744 85152.7 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.278 132.893 0.0103933 0.00101637 85315.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.825 131.864 0.0104193 0.00103836 85279.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.975 129.128 0.0104486 0.00103438 84977.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.145 127.257 0.0103812 0.00102372 85493.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.335 126.634 0.0104036 0.0010202 85256.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.45 124.759 0.0103966 0.0010282 85393.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.903 123.591 0.0104077 0.00101895 85208.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.073 121.916 0.0104486 0.00105521 85166 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.811 120.313 0.0104335 0.00101707 84957.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.216 119.297 0.0104 0.00102011 85288.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.577 117.362 0.0103826 0.00101609 85410.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.863 116.673 0.0104211 0.00103821 85261.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.437 114.558 0.0103795 0.00101888 85464.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.887 113.799 0.0103961 0.00102433 85362.6 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.145 112.633 0.0104197 0.00101829 85093.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.593 110.734 0.0104004 0.0010162 85249.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.147 109.342 0.010396 0.00101812 85307.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.746 108.267 0.0104088 0.00102181 85224.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.203 106.994 0.0103956 0.00101958 85323.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.229 105.979 0.0103831 0.00102675 85503.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.435 104.427 0.0103784 0.00101704 85457.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.306 102.624 0.0105087 0.00113958 85387 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.713 102.082 0.0104232 0.00101862 85064.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.416 100.454 0.0104122 0.0010181 85159.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.808 100.218 0.0103799 0.00101665 85440.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.686 98.0775 0.0103977 0.00102244 85331.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.313 96.9009 0.0104221 0.00102722 85152.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.732 95.3882 0.0103855 0.00102023 85421.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.387 94.4192 0.0103959 0.00101749 85302.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.156 93.1646 0.0103829 0.00101953 85439 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.796 91.8691 0.0103966 0.00101551 85278.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.452 90.8738 0.0104858 0.00104529 84741.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.286 90.2714 0.0104195 0.00101859 85097.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.289 88.3884 0.0104326 0.00102093 85000.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.206 87.4392 0.0104307 0.00102009 85010.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.7436 86.2627 0.0104032 0.00104536 85489.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.5877 85.4599 0.0104055 0.00102142 85250.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.1544 83.8702 0.0104067 0.00101911 85219.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.1078 83.2994 0.0103899 0.00102052 85384.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.0731 82.3235 0.010396 0.00102205 85342.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.9275 81.2401 0.0103995 0.00101808 85275 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.6949 79.7507 0.0105284 0.0011446 85253.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.6176 78.6367 0.0104124 0.00102214 85194.8 0
: 591 | 90.5882 78.869 0.0103698 0.000983256 85228.1 1
: 592 Minimum Test error found - save the configuration
: 592 | 89.6275 77.0796 0.0103927 0.00101621 85319.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.5444 75.7328 0.0103695 0.00102009 85566.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.3391 75.5931 0.0103742 0.00101781 85503.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.3986 74.2427 0.0104013 0.00101822 85259.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.2723 72.9773 0.0103914 0.001019 85356.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2456 72.2919 0.0103732 0.00102082 85540.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.7981 71.5917 0.0103978 0.00101854 85294.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.5206 70.8237 0.0104104 0.00103592 85338.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.5695 70.2246 0.010433 0.00102082 84996.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.5289 68.3889 0.0103911 0.00102068 85375.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.2936 67.5587 0.0104007 0.00101517 85237.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.4807 66.4051 0.0103937 0.00101896 85335.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.6397 65.4872 0.0103891 0.00101596 85349.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.9503 65.2246 0.0103985 0.00102015 85302.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.9509 64.0182 0.0103977 0.00101957 85304.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.1376 62.9381 0.0103705 0.00101838 85542.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.9505 62.335 0.0103743 0.00101564 85482.4 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1025 62.17 0.0105027 0.00113919 85438.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.3361 61.0077 0.0104297 0.00102476 85061.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.5523 60.2972 0.0103922 0.00101943 85353.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.6947 59.147 0.0103825 0.00101727 85422.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.7951 58.5762 0.0104702 0.00102857 84731.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.9202 58.0592 0.0104087 0.00101898 85199.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.0619 57.1705 0.0103935 0.0010269 85410.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.4501 56.0984 0.0103876 0.00102092 85409.1 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.5672 55.3548 0.010374 0.00101987 85524 0
: 618 | 65.8776 55.7644 0.0103596 0.000984936 85336.7 1
: 619 Minimum Test error found - save the configuration
: 619 | 64.9543 54.1543 0.0104485 0.00103852 85016.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.1411 53.1053 0.0104009 0.00102218 85299.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3841 52.7235 0.0103791 0.00101906 85470.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.5894 51.9661 0.0104045 0.00102121 85257.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.9492 51.1372 0.0103837 0.00101763 85414.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.13 50.3136 0.0103859 0.00101863 85404.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.3259 49.3849 0.0103692 0.00101969 85566.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.5892 49.1228 0.0103915 0.00101718 85339.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.034 48.0353 0.0104457 0.00102079 84881.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.2651 47.6064 0.0103988 0.00101863 85286.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3867 46.5811 0.0105636 0.00105394 84125.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6711 46.3462 0.0104016 0.00101863 85261.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.0163 45.7235 0.0104087 0.00102006 85209.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.4525 45.1618 0.0103841 0.00101856 85419.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.8076 44.7796 0.0103742 0.00102016 85524.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.5285 44.3564 0.0103895 0.00101705 85356.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.9453 42.8621 0.010394 0.00101826 85326.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.8564 42.5512 0.0104014 0.00101516 85231.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.124 41.9927 0.0104367 0.00102841 85031.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4987 41.3207 0.010399 0.00101899 85288.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.921 40.7986 0.0104337 0.00103912 85155.5 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.2522 40.4164 0.0103859 0.00101917 85408.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.7005 39.4242 0.0103762 0.00101965 85501.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.1593 38.7883 0.0103993 0.00101896 85284.8 0
: 643 | 48.5619 39.0729 0.0103576 0.000985858 85363.3 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.8318 37.8537 0.010417 0.00101875 85122.5 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2761 37.2705 0.0103938 0.00101963 85340.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.596 36.7766 0.0104008 0.00101973 85277.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.0579 36.2551 0.0103785 0.00101766 85462.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.5742 35.8107 0.0103844 0.00102275 85455.2 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.0486 35.5466 0.0105118 0.00103366 84405 0
: 650 | 44.6309 35.7536 0.0103621 0.000983077 85296.3 1
: 651 Minimum Test error found - save the configuration
: 651 | 44.2763 35.3068 0.0103819 0.00101904 85443.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.6103 33.8817 0.0104538 0.00102217 84820.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.9528 33.8109 0.0103954 0.00101644 85297.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.3907 33.152 0.010407 0.00102195 85241.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.9011 32.3202 0.0103873 0.00101779 85383.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.386 32.0298 0.0103796 0.0010183 85458.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.8597 31.1614 0.010375 0.00101998 85515.5 0
: 658 | 40.2329 31.3399 0.0103946 0.000985258 85021.8 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.8611 30.386 0.0104107 0.0010429 85398.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4987 30.275 0.0103927 0.00101925 85347 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.8519 29.3882 0.0103916 0.00101899 85355.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.4266 28.9859 0.0104094 0.00102032 85205.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.0339 28.9227 0.0103909 0.00101803 85352.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.6247 28.1147 0.0103815 0.00102064 85461.8 0
: 665 | 37.2141 28.2609 0.0103484 0.000984137 85431.4 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.7462 27.3432 0.0103914 0.00102036 85369.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.3377 26.6532 0.0103979 0.0010171 85280.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8163 26.3214 0.0103874 0.00102375 85437.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.4271 25.9364 0.0105391 0.00104009 84219.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.9283 25.7222 0.0104481 0.0010564 85181.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4652 25.4124 0.0104392 0.00101832 84917.9 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9931 24.8412 0.0115806 0.00220769 85352.2 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.6269 24.223 0.0106589 0.00102357 83027.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.1713 23.7548 0.0104447 0.00102045 84887.7 0
: 675 | 32.684 23.7569 0.0103542 0.000979747 85338.4 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.3442 23.7363 0.0104004 0.00102243 85306.4 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.0358 23.3137 0.0103878 0.0010177 85378.1 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.573 22.2942 0.0104512 0.00106372 85219.8 0
: 679 | 31.1864 22.315 0.01036 0.000986977 85351.7 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.7123 21.5913 0.0103925 0.00102213 85375.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.307 21.2083 0.0103883 0.0010215 85408.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0084 20.9291 0.0103986 0.00102322 85329.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.6908 20.8721 0.0103909 0.00101737 85346.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.4267 20.4822 0.010404 0.00101851 85238.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0346 19.9368 0.0104099 0.00102013 85199.1 0
: 686 | 28.6122 20.1849 0.0103553 0.000986757 85391.9 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.1682 19.2766 0.0103862 0.00101781 85393.7 0
: 688 | 27.8492 19.4271 0.0103813 0.00101041 85370.6 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.4868 18.3578 0.0105043 0.00102914 84431.2 0
: 690 | 26.9614 18.3842 0.0103524 0.000985888 85410.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.8079 18.074 0.0103896 0.00101797 85364.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.4197 17.9068 0.0103975 0.00101949 85306.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.0461 17.7276 0.0103783 0.00101768 85464 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7702 17.314 0.0103938 0.00101898 85335.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.4264 16.6956 0.0104039 0.0010173 85228 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0254 16.3744 0.0103881 0.00102056 85401.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.8346 16.2448 0.0103672 0.00101807 85569.6 0
: 698 | 24.4893 16.4424 0.0103645 0.00100235 85450.3 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.0366 15.4912 0.0103851 0.00101751 85400.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.7127 15.3826 0.0103832 0.00102233 85462.2 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2773 14.8225 0.0104189 0.00103513 85253.4 0
: 702 | 23.072 15.1189 0.0103446 0.000984748 85471.4 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.9463 14.7149 0.0103843 0.001028 85503.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.6236 14.5097 0.0103763 0.00101948 85499.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.2424 13.9383 0.0103849 0.00102414 85463.1 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.855 13.6589 0.0103676 0.00101961 85580.3 0
: 707 | 21.5625 13.7707 0.0103681 0.000985098 85261 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.4402 13.0889 0.0104261 0.00105102 85332.5 0
: 709 | 21.1245 13.5632 0.0104487 0.000987617 84556.7 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.7143 12.802 0.0103926 0.00102442 85395.4 0
: 711 | 20.3829 12.9168 0.0103502 0.000986428 85435.4 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.1753 12.4796 0.0104608 0.00109509 85418 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.8441 12.0326 0.0103948 0.00102066 85340.9 0
: 714 | 19.7053 12.3081 0.0103566 0.000984208 85357.1 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.3383 11.8468 0.0103917 0.00101774 85342.5 0
: 716 | 19.2653 12.1799 0.0103566 0.000985897 85372.9 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.8336 11.3147 0.0103671 0.00101724 85562.5 0
: 718 | 18.5759 11.4309 0.0103825 0.00100297 85292.2 1
: 719 | 18.3 11.6589 0.0103631 0.000987487 85327.6 2
: 720 Minimum Test error found - save the configuration
: 720 | 18.079 10.7756 0.0103808 0.00102288 85489.3 0
: 721 | 17.7742 10.9238 0.0103435 0.000984667 85480.5 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.5267 10.5827 0.0104129 0.00102218 85190.2 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4405 10.5587 0.0104042 0.00101915 85242.2 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3645 10.0852 0.0104089 0.00101859 85194.2 0
: 725 | 16.9662 10.6046 0.010368 0.000984437 85255.9 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.6396 10.025 0.0104019 0.00102477 85314.4 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.438 9.89608 0.0104309 0.00102614 85063.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3824 9.63888 0.0104248 0.00105 85334.8 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.0714 9.42421 0.0104963 0.00102747 84488.1 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.9651 9.1445 0.0104118 0.00102648 85239.4 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6035 9.09493 0.0111331 0.00103375 79213.1 0
: 732 | 15.4254 9.28829 0.0103846 0.000985528 85114.6 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.173 8.95385 0.0104095 0.00101932 85195.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8741 8.83235 0.0104314 0.0010206 85008.5 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.832 8.51065 0.0103862 0.0010194 85407.9 0
: 736 | 14.6266 8.97177 0.0103468 0.000984106 85445.9 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.5639 8.43492 0.0103839 0.00101835 85419.3 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.2424 7.93802 0.0104387 0.00104115 85128.7 0
: 739 | 14.1049 8.44047 0.0103798 0.000989407 85193.2 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.9095 7.8502 0.0103882 0.00102096 85404 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.4784 7.62002 0.0103852 0.00101741 85398.9 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.3128 7.4215 0.010387 0.00102025 85408.3 0
: 743 | 13.2608 8.5744 0.0103725 0.000984838 85217.9 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.0999 7.42108 0.0103898 0.0010204 85384.7 0
: 745 | 12.8365 7.80857 0.0103499 0.000982936 85406.9 1
: 746 | 12.6351 7.87666 0.0103525 0.000985718 85408.1 2
: 747 | 12.5852 7.502 0.0103822 0.000992418 85199.2 3
: 748 Minimum Test error found - save the configuration
: 748 | 12.2556 7.09565 0.0104232 0.00103736 85234.4 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.3962 6.98322 0.0105267 0.00103603 84293.4 0
: 750 | 12.2458 7.66479 0.0103562 0.000984426 85362.9 1
: 751 | 11.82 7.48022 0.0103976 0.000986557 85006.1 2
: 752 | 11.6549 7.23669 0.0103541 0.000985237 85389.7 3
: 753 | 11.8758 7.01481 0.0103552 0.000984957 85376.4 4
: 754 Minimum Test error found - save the configuration
: 754 | 11.5027 6.90869 0.0104815 0.00102579 84605 0
: 755 | 11.4157 7.81515 0.0103896 0.000985187 85066.4 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.1384 6.58881 0.0103963 0.00102163 85336.3 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.1033 6.41966 0.010403 0.00101976 85258.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.9154 6.25065 0.0104539 0.0010429 85007 0
: 759 | 10.8485 6.94662 0.0103723 0.000984618 85217.8 1
: 760 | 10.6416 6.67676 0.0103504 0.000983258 85404.8 2
: 761 | 10.3264 6.64803 0.0103325 0.000984386 85578.8 3
: 762 Minimum Test error found - save the configuration
: 762 | 10.2915 6.03829 0.0103964 0.00102498 85365.5 0
: 763 | 10.1324 6.55986 0.0103829 0.000987128 85145.1 1
: 764 | 10.0304 6.52643 0.0103824 0.000986097 85140.1 2
: 765 | 9.81824 7.19751 0.01037 0.000986216 85253.9 3
: 766 | 9.91161 6.3124 0.0103659 0.000987717 85304.2 4
: 767 | 9.60209 6.61067 0.0104896 0.00100411 84339.7 5
: 768 | 9.98825 6.04645 0.0103848 0.000987148 85127.3 6
: 769 | 9.94107 6.40983 0.0104462 0.000984727 84553.6 7
: 770 | 9.57163 6.32556 0.0103425 0.000986019 85502.3 8
: 771 | 9.13781 6.5661 0.0103596 0.000988058 85364.8 9
: 772 | 9.08299 6.18208 0.0103602 0.000986406 85344.7 10
: 773 | 8.90927 6.04658 0.0104041 0.000985908 84942.2 11
: 774 | 8.81396 7.15175 0.0103546 0.000986097 85392.5 12
: 775 Minimum Test error found - save the configuration
: 775 | 8.73755 5.71986 0.0104033 0.00103339 85379.3 0
: 776 | 8.49245 5.89645 0.0103447 0.000984717 85470.6 1
: 777 | 8.44103 6.34848 0.0103673 0.000986498 85280.5 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.25286 5.27274 0.0104606 0.00109014 85375 0
: 779 | 8.17124 5.49668 0.0104864 0.000988607 84229.8 1
: 780 | 8.1582 5.7574 0.01063 0.000989008 82979 2
: 781 | 7.89742 5.63972 0.0103723 0.000985567 85226.7 3
: 782 | 7.78599 6.29839 0.0103686 0.000986597 85269.6 4
: 783 | 7.86129 5.86987 0.010378 0.000986328 85181.8 5
: 784 | 7.93402 5.91337 0.0103421 0.000984826 85494.9 6
: 785 | 7.58565 5.45444 0.0103413 0.000986447 85517.1 7
: 786 | 7.49377 5.73976 0.010348 0.000985498 85446.9 8
: 787 | 7.57834 5.90377 0.0103669 0.000981458 85238.2 9
: 788 Minimum Test error found - save the configuration
: 788 | 7.17356 5.04001 0.010422 0.00104358 85301.9 0
: 789 | 7.10072 5.93573 0.0104616 0.000984629 84415.2 1
: 790 | 7.09965 5.57669 0.0103504 0.000984777 85418.5 2
: 791 | 7.01829 5.53212 0.010357 0.000984677 85358.1 3
: 792 | 6.96587 6.36124 0.0103627 0.000988448 85339.9 4
: 793 | 6.86604 5.56826 0.0103283 0.000983539 85609.6 5
: 794 | 6.72607 6.05981 0.0103497 0.000985758 85434.4 6
: 795 | 6.65214 5.68234 0.0103794 0.000989406 85197.4 7
: 796 | 6.60887 5.15478 0.0103633 0.000989108 85340.7 8
: 797 | 6.4432 5.85268 0.0103824 0.000985748 85137 9
: 798 | 6.41488 6.31375 0.0103807 0.000985537 85150.5 10
: 799 | 6.3907 5.42024 0.0103746 0.000985508 85205.2 11
: 800 | 6.45971 5.60358 0.0103577 0.000986537 85368.2 12
: 801 | 6.11737 5.45819 0.0103578 0.000990917 85407 13
: 802 | 6.00536 5.49517 0.0103526 0.000984636 85397.1 14
: 803 | 5.93899 5.42685 0.0103571 0.000989658 85402.1 15
: 804 | 5.90201 6.32148 0.0104091 0.000984048 84880.1 16
: 805 | 5.88306 6.33081 0.0103908 0.000980467 85012.7 17
: 806 | 5.80524 6.54939 0.0106032 0.000986498 83188.4 18
: 807 | 5.80966 6.10802 0.0103851 0.000985038 85105.5 19
: 808 | 5.57447 5.94135 0.0103756 0.000986297 85203.5 20
: 809 | 5.56044 6.95924 0.0105149 0.000985137 83947.5 21
:
: Elapsed time for training with 1000 events: 8.39 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: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.152 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= 3.32969e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10478e+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: 0.0297 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: 0.0362 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: 0.00209 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: 0.0943 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: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00278 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: 0.0376 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00448 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: 0.00227 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000595 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: 0.0952 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0112 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: 0.894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.896 0.0898 6.40 1.73 | 3.211 3.213
: 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 : -0.154 0.147 2.58 1.11 | 3.369 3.359
: 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.