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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
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:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.267 sec
: Elapsed time for training with 1000 events: 0.27 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00322 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: 0.000724 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00492 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00116 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 = 31485
: --------------------------------------------------------------
: 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 | 33034.2 31150.6 0.0102409 0.00103938 86942.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32522 30573.8 0.0102824 0.0010361 86521.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31806.3 29840.4 0.010311 0.00101689 86076 0
: 4 Minimum Test error found - save the configuration
: 4 | 31008.4 29131.8 0.0104507 0.00102556 84878.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30213.7 28364.5 0.0103543 0.0010052 85569.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29397.8 27493.3 0.0105392 0.00103359 84160.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28726 26911.4 0.0103248 0.00100953 85880.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28275.2 26552.7 0.0101074 0.000982468 87671.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27935.8 26229.7 0.0102104 0.00115398 88335.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27611.1 25940.2 0.0100065 0.000970237 88531.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27315.4 25661.2 0.00998099 0.000968229 88763 0
: 12 Minimum Test error found - save the configuration
: 12 | 27030.6 25392.2 0.00991257 0.000964187 89401.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26755.9 25131.4 0.0100397 0.000968018 88186.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26488.2 24878.8 0.0100606 0.000993757 88233.5 0
: 15 Minimum Test error found - save the configuration
: 15 | 26226.5 24634.1 0.0100099 0.000972427 88520.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25974.5 24391.6 0.0100984 0.000975259 87689 0
: 17 Minimum Test error found - save the configuration
: 17 | 25723.4 24157.6 0.0101127 0.000972257 87523 0
: 18 Minimum Test error found - save the configuration
: 18 | 25481.2 23925.1 0.00991638 0.000965927 89380.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25241.3 23697 0.00990351 0.000963319 89483.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25004 23474.8 0.00995876 0.000965529 88955.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24769.8 23258.7 0.0107452 0.00145756 86135.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24546.4 23038.3 0.0113055 0.000976217 77449.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24317.3 22826.3 0.0108955 0.00169621 86963.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24095.5 22616.4 0.0103994 0.000984829 84975.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23875.7 22410.1 0.0099652 0.000969108 88927.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23661 22203.7 0.0100161 0.000992259 88654.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23445.4 22002.7 0.0100022 0.000993978 88807.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23236.4 21801.1 0.00993514 0.000969007 89224.6 0
: 29 Minimum Test error found - save the configuration
: 29 | 23025.2 21605.7 0.0107445 0.000966948 81819.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22820.5 21410.3 0.0101432 0.000993137 87431.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22619.3 21213.7 0.0100028 0.000973399 88599.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22414.7 21024.1 0.0100384 0.00104462 88950.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22214.7 20837.9 0.0100083 0.000978337 88594.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22018.6 20652.7 0.0100071 0.000970448 88528.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 21825.7 20466.8 0.00994875 0.000969138 89090.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21632.8 20283.5 0.0100362 0.000973929 88277.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21441 20104.1 0.0100416 0.000974179 88228.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21250.3 19930 0.0100623 0.000972108 88006.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21068.3 19750.8 0.0099729 0.000975228 88911.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20881 19577.6 0.0101134 0.00106684 88431.1 0
: 41 Minimum Test error found - save the configuration
: 41 | 20699.4 19404.4 0.0100552 0.000985369 88204.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20518.2 19234 0.0100278 0.000973789 88359.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20339.9 19064.6 0.00996973 0.000971238 88903.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20161.4 18899 0.00999516 0.000971968 88660.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19987 18733.8 0.0100034 0.000971388 88574.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19812.7 18571.6 0.0100122 0.000972239 88495.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19641.2 18410.5 0.0100044 0.000993699 88783.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19472.2 18249.6 0.0100909 0.00100212 88021.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19303.9 18090.3 0.0100395 0.000979228 88297.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19136.9 17933.1 0.0100754 0.000980799 87964.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18970.9 17778.8 0.0100394 0.000977737 88283.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18808.4 17623.7 0.0100162 0.000978379 88516.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18645.9 17466.8 0.0101024 0.000973648 87635 0
: 54 Minimum Test error found - save the configuration
: 54 | 18475.5 17306.4 0.0100826 0.00100047 88085.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18311.4 17149.3 0.0101565 0.000990538 87279 0
: 56 Minimum Test error found - save the configuration
: 56 | 18162.7 17009 0.0101875 0.00101553 87221.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17999.1 16865.7 0.0101502 0.000993339 87366.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17840.3 16706.5 0.0104191 0.00106243 85500.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17678.4 16560.4 0.0103517 0.0010023 85566.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17526 16408.2 0.0102847 0.00103428 86483 0
: 61 Minimum Test error found - save the configuration
: 61 | 17371.6 16261.6 0.0101939 0.000999179 87006 0
: 62 Minimum Test error found - save the configuration
: 62 | 17216.5 16118.4 0.010213 0.000997118 86806.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17063.3 15967.9 0.0111842 0.00171714 84503.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16912.7 15829.1 0.0124051 0.00106887 70570.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16762.2 15679.7 0.0105071 0.00111767 85202.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16609.1 15537.3 0.0102659 0.00101187 86448.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16461.3 15394.8 0.0102392 0.00103581 86924.6 0
: 68 Minimum Test error found - save the configuration
: 68 | 16312.5 15254.5 0.0102612 0.00103595 86718.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16166.4 15112.1 0.0101928 0.000998529 87010.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16020.1 14973.8 0.0102374 0.00100893 86687.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15875.7 14836.2 0.010241 0.0010052 86619.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15731.7 14700.3 0.0106209 0.00101784 83307.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15589.2 14566.1 0.0102218 0.00100849 86831.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15449.2 14432.5 0.0102221 0.00100449 86790.2 0
: 75 Minimum Test error found - save the configuration
: 75 | 15309.4 14300.8 0.0102483 0.00100423 86541.5 0
: 76 Minimum Test error found - save the configuration
: 76 | 15171.1 14171.9 0.0102049 0.00100392 86947.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15035.6 14040.7 0.0102041 0.00100137 86931 0
: 78 Minimum Test error found - save the configuration
: 78 | 14898.4 13914.5 0.0103177 0.00100597 85913.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14766.4 13786.1 0.0102201 0.000998237 86750 0
: 80 Minimum Test error found - save the configuration
: 80 | 14632 13661.6 0.0102556 0.00100883 86517.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14500.6 13537 0.01024 0.00100671 86642.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14372.6 13411.3 0.0102741 0.00101497 86401.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14239.6 13291.7 0.0102138 0.00100176 86842.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14114.2 13169.6 0.0102098 0.00100993 86958.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 13985.4 13051.5 0.0102015 0.00100136 86955.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13861.3 12932.1 0.0102671 0.00100684 86390.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13735.6 12815.5 0.0102328 0.00100417 86686.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13614.6 12696.2 0.0102749 0.0010222 86461.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13489.2 12583 0.0102802 0.001011 86307.7 0
: 90 Minimum Test error found - save the configuration
: 90 | 13369.6 12468 0.0102196 0.00100438 86812.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13247.7 12356.3 0.0102301 0.0010151 86815.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13129.9 12244 0.0102241 0.0010048 86774.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13012.2 12132.2 0.0103017 0.0010963 86905.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12896.2 12020 0.0102581 0.00100859 86490.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12777.8 11912.2 0.0102356 0.00100042 86624.9 0
: 96 Minimum Test error found - save the configuration
: 96 | 12663.1 11805.5 0.0102509 0.00100431 86518.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12550.9 11696.8 0.0102723 0.00100896 86361.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12436.1 11591.8 0.0104132 0.00114051 86274.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12326.5 11484.4 0.0102641 0.00100994 86447.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12212.8 11382.1 0.0102338 0.00100251 86661.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12103.7 11279 0.0102753 0.00102193 86455.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 11996.5 11174.6 0.0102182 0.000999978 86784.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11886.4 11073.7 0.010297 0.00101151 86156.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11779.9 10973.9 0.0102821 0.00100968 86277.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11673.9 10873.2 0.0102597 0.00101406 86527.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11569 10773.7 0.0102752 0.00101306 86373.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11462.8 10677.5 0.010265 0.00100784 86419.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11360.8 10580.2 0.010333 0.00101614 85865.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11258.8 10482.9 0.0103757 0.001016 85472.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11156.7 10387.5 0.0102383 0.0010018 86612.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11056.5 10292 0.0102675 0.00101022 86418.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 10955.1 10199.8 0.0102828 0.00100666 86243.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10856.3 10108 0.0102997 0.00101139 86129.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10760.4 10013.8 0.0103729 0.00102187 85552.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10660.3 9924.91 0.0103256 0.00101896 85960.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10565.4 9834.22 0.0103066 0.00101411 86090.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10470.2 9743.66 0.0102731 0.00101045 86368.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10374.4 9655.64 0.0102906 0.0010298 86385.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10281.3 9567.16 0.0104057 0.0010134 85176.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10187.6 9480.41 0.010273 0.00102339 86490 0
: 121 Minimum Test error found - save the configuration
: 121 | 10096.1 9393.18 0.0103073 0.00102771 86210.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10004.4 9307.14 0.0102943 0.00101462 86209.8 0
: 123 Minimum Test error found - save the configuration
: 123 | 9914.02 9221.46 0.0103108 0.001017 86078.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9823.02 9138.37 0.0102792 0.00100941 86302.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9734.3 9055.73 0.0104121 0.00102023 85179.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9646.13 8972.82 0.0103146 0.00101589 86033.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9559.83 8889.21 0.0103463 0.0010128 85712.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9471.94 8808.19 0.010403 0.00102635 85318.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9384.84 8729.38 0.0104038 0.00105826 85602.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9300.84 8649.48 0.0103494 0.0010204 85754.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9217.11 8568.97 0.0103345 0.00103137 85992.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9132.55 8490.34 0.0103014 0.00101209 86120.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9050.27 8411.45 0.0103177 0.00101393 85986.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8966.24 8335.84 0.0103322 0.00101947 85904.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8885.42 8259.83 0.0105246 0.00103059 84263.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8804.55 8184.46 0.0106124 0.00105016 83662.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8726.76 8106.47 0.010319 0.00101586 85992.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8644.58 8033.14 0.0103613 0.00102142 85654.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8566 7960.2 0.0104505 0.00105094 85110.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8488.17 7887.67 0.0103305 0.00101473 85875.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8411.06 7815.58 0.0102802 0.00101091 86306.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8335.51 7742.09 0.0102786 0.00101016 86314.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8258.09 7671.44 0.0103054 0.00101058 86069.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8182.37 7602.27 0.0102996 0.00100811 86100.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8109.66 7530.8 0.01033 0.00101731 85904.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8034.14 7462.04 0.0103133 0.0010177 86062.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7961.7 7392.52 0.0103696 0.00105591 85894.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7888.04 7325.29 0.0103272 0.0010269 86018.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7815.62 7259.04 0.0103505 0.00103082 85839.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7745.6 7191.2 0.0104879 0.00102588 84548.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7675.7 7123.03 0.0103301 0.00100996 85835.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7602.73 7059.35 0.0103385 0.00101793 85831.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7534.7 6994.02 0.0105722 0.00103109 83847.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7465.55 6929.74 0.0104045 0.00105977 85609.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7397.05 6866.45 0.0103908 0.00102651 85430.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7329.76 6803.01 0.0103241 0.00101565 85943.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7262.26 6740.72 0.0103328 0.00101492 85856.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7196.88 6677.6 0.0103232 0.00101614 85956.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7130.17 6616.13 0.0105673 0.00105104 84066.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7065.01 6555.07 0.0105335 0.00106372 84479.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6999.99 6494.63 0.0103924 0.00103304 85475.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6935.82 6434.91 0.0104176 0.00102701 85191.9 0
: 163 Minimum Test error found - save the configuration
: 163 | 6872.49 6375.56 0.0105407 0.00103157 84129.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6809.89 6316.05 0.0104139 0.00103369 85285.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6746.95 6257.73 0.0104924 0.00108558 85044.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6684.87 6200.24 0.0106139 0.00107445 83862.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6624.58 6141.4 0.0103887 0.00102316 85419.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6563.48 6083.83 0.0104132 0.0010439 85385.3 0
: 169 Minimum Test error found - save the configuration
: 169 | 6501.79 6029.14 0.0105241 0.00102455 84214.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6442.77 5973.3 0.0104156 0.00103949 85323.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6383.98 5917.81 0.010451 0.00104016 85008 0
: 172 Minimum Test error found - save the configuration
: 172 | 6325.47 5862.21 0.0105234 0.00102628 84235.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6266.58 5808.58 0.0103408 0.00101582 85791.5 0
: 174 Minimum Test error found - save the configuration
: 174 | 6209.8 5753.46 0.0104485 0.00103054 84943.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6152.45 5700.01 0.0104729 0.00102268 84654.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6095.6 5646.67 0.0104138 0.00102911 85245.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6038.75 5595.43 0.0104518 0.00102023 84821.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5984.73 5542.18 0.0105208 0.00105218 84489.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5928.12 5491.7 0.0105202 0.00103248 84319.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5875.59 5438.69 0.0103633 0.00101778 85602.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5818.62 5390.29 0.0105128 0.00104527 84499.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5766.4 5340.44 0.010396 0.00102439 85364.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5713.73 5290.07 0.0104391 0.0010317 85039.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5660.35 5241.4 0.0103407 0.00101638 85797.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5608.82 5192.27 0.0103866 0.00102953 85496.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5555.98 5144.72 0.0104527 0.00102884 84890.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5506.61 5095.13 0.0103698 0.00101974 85560.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5455.18 5047.24 0.010436 0.001028 85034 0
: 189 Minimum Test error found - save the configuration
: 189 | 5404.28 5000.34 0.0104082 0.00105 85486.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5354.77 4953.57 0.0103761 0.00101695 85477.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5304.73 4908.41 0.0103827 0.00102652 85504.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5256.38 4862.12 0.0104817 0.00102678 84612.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5208.66 4815.8 0.0103894 0.00102415 85422.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5159.72 4771.25 0.0103786 0.00102075 85489.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5112.53 4726.12 0.0103887 0.00102318 85419.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5064.61 4682.58 0.0104201 0.00102645 85164.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5018.6 4638.71 0.0104418 0.00105576 85233 0
: 198 Minimum Test error found - save the configuration
: 198 | 4971.64 4596.11 0.0104573 0.0010287 84848.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4925.71 4553.88 0.010505 0.00103258 84455.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 4881.24 4511.02 0.01043 0.00104615 85252.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4835.9 4468.51 0.0104334 0.00102625 85041.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4790.52 4427.52 0.0104075 0.00102237 85241.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4747.95 4384.86 0.0105019 0.00103107 84469.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4703.17 4344.25 0.010456 0.00102792 84852.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4659.82 4304.19 0.0104594 0.0010281 84824 0
: 206 Minimum Test error found - save the configuration
: 206 | 4617.23 4263.42 0.0103628 0.00101952 85623.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4573.74 4225.92 0.0105905 0.00109684 84266.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4533.41 4184.77 0.0104245 0.00104661 85307.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4490.38 4145.88 0.0103792 0.0010312 85580.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4449.03 4107.58 0.0105569 0.00102739 83949.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4408.8 4069.62 0.0103938 0.00102474 85387.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4368.65 4030.29 0.0104519 0.0010606 85185.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4327.12 3993.2 0.0104142 0.00102044 85162.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4288.35 3955.53 0.0103841 0.00103785 85595.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4248.46 3918.74 0.010406 0.001041 85424.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4209.83 3881.76 0.010409 0.00101899 85197.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4171.22 3845.16 0.0107023 0.00102841 82696.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4132.22 3810.13 0.0105763 0.0011344 84729 0
: 219 Minimum Test error found - save the configuration
: 219 | 4094.75 3774.59 0.0106298 0.00103509 83379.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4056.89 3740.71 0.0104855 0.00103449 84647 0
: 221 Minimum Test error found - save the configuration
: 221 | 4020.57 3704.6 0.010477 0.00102642 84650.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3983.66 3669.51 0.0104343 0.00102678 85038.5 0
: 223 Minimum Test error found - save the configuration
: 223 | 3946.39 3637.18 0.0104585 0.00102168 84774.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3910.68 3602.59 0.010698 0.00102578 82710.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3875.53 3568.2 0.0104986 0.00104114 84588.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3839.03 3536.01 0.0105199 0.00107671 84717.3 0
: 227 Minimum Test error found - save the configuration
: 227 | 3804.98 3502.06 0.0104386 0.00102462 84979.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3769.86 3469.75 0.0105161 0.00104927 84505.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3734.88 3438.31 0.0104322 0.00104626 85233.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3702.16 3404.5 0.0104784 0.00105339 84880.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3667.29 3373.32 0.0104581 0.00102787 84833.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3634.17 3341.82 0.0104899 0.00106322 84865.7 0
: 233 Minimum Test error found - save the configuration
: 233 | 3600.99 3310.75 0.0106024 0.00102463 83526.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3568.91 3279.31 0.0104745 0.00102908 84697.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3535.78 3249.03 0.0106591 0.00103288 83106 0
: 236 Minimum Test error found - save the configuration
: 236 | 3503.24 3219.31 0.0105123 0.00102894 84358.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3471.43 3190.22 0.0103863 0.00102716 85477.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3440.34 3159.8 0.0107404 0.00107907 82804.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3409.23 3129.85 0.0104176 0.00104369 85343.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3377.7 3101.31 0.0106002 0.00105587 83819.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3346.95 3072.72 0.0105219 0.00105125 84471.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3317.25 3043.74 0.0109552 0.00103918 80677.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3286.59 3015.53 0.0106134 0.00103814 83548.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3256.66 2987.53 0.0103761 0.00102106 85515 0
: 245 Minimum Test error found - save the configuration
: 245 | 3227.23 2960.39 0.0104691 0.00103171 84769 0
: 246 Minimum Test error found - save the configuration
: 246 | 3197.74 2933.45 0.0106239 0.00102946 83381.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3169.08 2905.5 0.010501 0.00106049 84740.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3140.09 2878.73 0.0104864 0.0010502 84780 0
: 249 Minimum Test error found - save the configuration
: 249 | 3112 2851.5 0.0104139 0.00102518 85208.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3083.53 2824.91 0.0104473 0.00102895 84940.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3055.44 2799.4 0.0106079 0.00103572 83575.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3027.7 2773.78 0.0104888 0.00104535 84715.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3000.33 2748.19 0.0104071 0.00102348 85255 0
: 254 Minimum Test error found - save the configuration
: 254 | 2973.13 2721.88 0.0105181 0.00108184 84779.5 0
: 255 Minimum Test error found - save the configuration
: 255 | 2946.12 2696.3 0.010595 0.001029 83629.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2919.15 2671.29 0.0105505 0.00104615 84171.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2892.27 2647.26 0.0132993 0.00105496 65336.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2866.42 2623 0.0106858 0.0010557 83072.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2840.46 2598.56 0.0106102 0.00106107 83777.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2815.11 2573.84 0.0105177 0.00106355 84618.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2788.87 2550.46 0.010579 0.00108236 84240.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2764.39 2526.4 0.0105073 0.00104786 84571.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2738.85 2504.09 0.0104927 0.00107095 84910 0
: 264 Minimum Test error found - save the configuration
: 264 | 2714.91 2480.07 0.0106503 0.00103706 83218.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2689.44 2457.35 0.0106611 0.00105026 83239.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2665.34 2434.52 0.0107014 0.00104407 82838.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2641.19 2411.98 0.0106341 0.00104068 83390.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2617.13 2389.82 0.0108096 0.00105484 82011 0
: 269 Minimum Test error found - save the configuration
: 269 | 2593.56 2367.54 0.0107055 0.00110441 83323.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2569.87 2345.97 0.0109071 0.00112331 81767.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2546.59 2324.36 0.0109879 0.00107578 80709.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2523.29 2303.56 0.0110213 0.00105527 80272.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2500.69 2281.85 0.0109615 0.0010572 80773.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2478.23 2260.3 0.0116084 0.0010678 75897.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2455.17 2239.94 0.0105966 0.00104679 83771.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2433.26 2219.08 0.0105581 0.00105377 84172.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2410.49 2199.27 0.0116175 0.00176161 81169.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2389.17 2179.29 0.0107837 0.0010384 82090.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2367.7 2158.24 0.0105016 0.00102065 84379.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2345.43 2138.77 0.0104957 0.0010266 84485.5 0
: 281 Minimum Test error found - save the configuration
: 281 | 2323.82 2119.84 0.0105395 0.00103017 84128.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2303.1 2100.5 0.0106007 0.00107813 84011.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2282.02 2081 0.0105951 0.00109289 84191.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2261.19 2061.9 0.010493 0.00104853 84705.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2240.12 2042.91 0.0105 0.00102532 84435.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2219.77 2024.37 0.0104821 0.00104953 84812.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2199.74 2005.76 0.0105763 0.00104679 83949.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2179.45 1987.7 0.0104792 0.0010348 84705.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2158.84 1969.33 0.0105232 0.00104328 84388.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2140.02 1950.08 0.0106245 0.00106958 83726.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2119.64 1932.17 0.010501 0.00102902 84460 0
: 292 Minimum Test error found - save the configuration
: 292 | 2099.74 1915.04 0.0106023 0.00103176 83590.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2080.63 1897.41 0.0105378 0.00104223 84250.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2062.11 1879.4 0.0104669 0.0010267 84744.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2042.04 1862.49 0.0104947 0.00102372 84468.3 0
: 296 Minimum Test error found - save the configuration
: 296 | 2023.55 1845.46 0.0105107 0.00102651 84350.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2005.34 1827.96 0.010611 0.00103583 83549.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1985.8 1811.81 0.0106338 0.00103768 83366.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1967.28 1796.05 0.0104958 0.00103452 84555.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1949.59 1779.31 0.0104838 0.00102363 84565.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1931.77 1762.61 0.0104529 0.00103086 84906.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1912.96 1747.17 0.0104613 0.00102634 84790.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1895.6 1730.79 0.0108947 0.00110396 81709.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1877.59 1715.08 0.0105 0.00108125 84936.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1860.37 1699.21 0.0105101 0.00106681 84716.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1842.29 1684.38 0.0105208 0.00107471 84690.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1825.59 1669.37 0.0105321 0.00102746 84169.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1808.49 1653.52 0.0104437 0.00102578 84944.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1791.92 1637.56 0.0106412 0.00104362 83354 0
: 310 Minimum Test error found - save the configuration
: 310 | 1774.35 1622.64 0.0121269 0.00105224 72237.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1757.73 1607.88 0.010649 0.0010442 83292.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1741.32 1593.07 0.0115899 0.0010477 75885.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1724.77 1578.4 0.010564 0.00103801 83980.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1708.35 1563.91 0.0105295 0.00103224 84235.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1691.69 1550.3 0.0105141 0.00103102 84360.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1676.24 1536.09 0.0106357 0.0010695 83627.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1660.46 1521.84 0.0114318 0.00113731 77711.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1644.37 1508.41 0.0105371 0.00110779 84841.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1629.01 1494.8 0.0104882 0.0010308 84589.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1613.83 1480.03 0.0104825 0.00105153 84826.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1598 1466.62 0.0105345 0.00103493 84214.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1582.61 1453.19 0.0104901 0.00103348 84596.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1567.72 1439.47 0.0104844 0.00102851 84603.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1553.16 1425.48 0.0104684 0.0010264 84727.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1537.31 1413.14 0.0104429 0.00102264 84923.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1522.95 1400.11 0.0104639 0.00102213 84729.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1508.22 1387.4 0.0107843 0.00110528 82652.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1494.56 1373.88 0.0105419 0.00103986 84192.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1479.04 1362.14 0.0104936 0.00103288 84559.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1465.88 1349.88 0.0105052 0.00103258 84454.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1452.1 1336.66 0.0105404 0.00103713 84181.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1437.35 1324.76 0.0105402 0.00103422 84157.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1423.93 1311.96 0.0104384 0.00103083 85037.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1409.82 1299.83 0.0104429 0.00102532 84947.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1396.4 1287.93 0.0104615 0.00102682 84793.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1382.9 1275.85 0.0106085 0.00106511 83827.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1369.67 1264.29 0.0105146 0.00103191 84364.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1356.24 1253.12 0.0104669 0.00102749 84750.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1343.74 1240.88 0.0104989 0.00105348 84696.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1330.29 1229.4 0.0105011 0.00104567 84607.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1317.88 1217.4 0.0105049 0.00104548 84571.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1305.05 1206.08 0.0104997 0.00102803 84462.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.91 1195.22 0.010421 0.0010265 85156.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1279.63 1184.33 0.0104771 0.00102991 84681.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1267.54 1173.18 0.0105354 0.00104211 84270.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1255 1162.24 0.010605 0.00112803 84415.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1243.29 1151.34 0.0105441 0.00105112 84272.7 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.87 1140.61 0.010446 0.00102692 84933.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1219.29 1129.67 0.0104482 0.00104081 85039.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1207.55 1118.9 0.0104953 0.00103837 84594 0
: 351 Minimum Test error found - save the configuration
: 351 | 1195.19 1109.35 0.012507 0.00175475 74402.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1184.18 1098.33 0.0112914 0.00104798 78098.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.37 1087.82 0.0104957 0.00104008 84605.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1161.3 1077.33 0.0104713 0.00103004 84734.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1149.5 1067.66 0.0106079 0.0010594 83782.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.21 1057.78 0.010514 0.00105613 84585.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.88 1047.5 0.0104915 0.00105339 84762.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1116.68 1037.25 0.0105533 0.00103066 84010.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.54 1027.56 0.0105239 0.00103052 84269.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.78 1017.76 0.010496 0.00103599 84566.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1084.06 1008.24 0.0105251 0.00104833 84417.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.99 998.24 0.0104568 0.00103282 84890.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1063.12 989.112 0.0104932 0.00105136 84729.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1053.66 980.425 0.0105684 0.00104606 84012.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1042.73 970.639 0.0106631 0.00108853 83554.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1032.41 961.017 0.0106531 0.00105264 83329.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1022.01 952.294 0.0106298 0.00103361 83366.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1012.17 943.753 0.0116828 0.00109634 75568.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1002.06 934.397 0.0111931 0.00109502 79222.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.695 924.99 0.010845 0.00111872 82251.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.663 916.157 0.0111481 0.00108662 79511 0
: 372 Minimum Test error found - save the configuration
: 372 | 973.3 907.078 0.0117837 0.0010635 74625.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.503 898.266 0.0104674 0.00102487 84723 0
: 374 Minimum Test error found - save the configuration
: 374 | 954.259 889.398 0.0104993 0.0010258 84445.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.577 881.026 0.0106003 0.00105513 83812.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 935.356 873.723 0.0104869 0.00103388 84628.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.737 864.302 0.0104628 0.00103283 84836.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 917.221 855.857 0.0105551 0.00104775 84145.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.794 847.418 0.0105167 0.00105454 84546.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.967 839.133 0.0104877 0.00104035 84679.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 890.272 830.892 0.010555 0.00103604 84042.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 881.319 822.636 0.0105012 0.00102717 84441.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.523 815.402 0.0105301 0.00103094 84217.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.938 807.05 0.010842 0.00108356 81980.6 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.477 798.713 0.0105267 0.0010335 84270.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.608 791.48 0.0105238 0.00103516 84311.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.391 783.325 0.0105504 0.00103429 84067.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.76 775.895 0.0104713 0.00102445 84684.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.67 768.02 0.0105223 0.00104282 84393.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.638 760.519 0.0107123 0.00110141 83238.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.183 752.772 0.0107037 0.00124872 84611.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.582 745.025 0.0105281 0.0010353 84274 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.303 737.561 0.0105103 0.00103033 84388.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.334 730.528 0.0106133 0.0010322 83497.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.752 723.151 0.0104886 0.00103064 84585 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.735 716.382 0.0105938 0.00102696 83622.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 758.466 708.814 0.0106005 0.00102792 83571.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.719 701.333 0.0105064 0.00104628 84565.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.962 694.333 0.0105424 0.00105175 84293.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.561 687.861 0.0105229 0.00107384 84664.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.005 680.657 0.0104918 0.00103264 84573.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.842 673.807 0.0104656 0.00102999 84785.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.498 666.997 0.0106144 0.00103712 83531.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.223 660.486 0.0109656 0.00143539 83943.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.195 653.515 0.0119504 0.00105101 73398.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.193 646.697 0.0116651 0.00107057 75510.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.215 640.382 0.0105449 0.00103649 84136 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.045 633.667 0.0105472 0.00104701 84208.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.234 627.143 0.0106145 0.00104062 83560.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.476 621.122 0.0105132 0.00103112 84369.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.642 614.575 0.0113513 0.00105455 77694.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.021 608.005 0.0105062 0.0010625 84712.8 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.413 601.916 0.0104197 0.00102588 85162.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 638.062 595.579 0.0105908 0.00105065 83855.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.12 589.334 0.010419 0.00102593 85169 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.713 583.424 0.0104449 0.00103019 84973.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.366 577.338 0.0104545 0.00103035 84888.2 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.402 571.023 0.0104546 0.00102397 84829.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.757 565.488 0.0104384 0.00102074 84946.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.455 559.458 0.0103937 0.00102283 85371.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.443 553.437 0.0104046 0.00101933 85240.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.173 547.651 0.010404 0.00102343 85282.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.318 542 0.0104834 0.00104018 84717 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.399 536.222 0.0104566 0.00104469 84998.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.212 530.806 0.0104166 0.00102546 85186.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.514 524.994 0.01041 0.00102078 85203.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 558.085 519.399 0.0104334 0.0010197 84982.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.703 514.069 0.0104076 0.00102431 85257.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.283 508.885 0.0105355 0.00102944 84157.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.837 503.024 0.0104202 0.00102692 85167.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.78 497.826 0.0104634 0.00102594 84768.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.375 492.343 0.010485 0.00103682 84672.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.904 487.53 0.0104967 0.00105593 84739.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.296 482.236 0.0105531 0.00105776 84252.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.607 476.568 0.010423 0.0010234 85109.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.832 471.957 0.01045 0.00102371 84869.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.206 466.776 0.0104483 0.00106464 85254.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.033 462.14 0.010568 0.00106239 84161.1 0
: 439 Minimum Test error found - save the configuration
: 439 | 492.082 457.423 0.0105796 0.00107237 84146.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.123 452.052 0.0105307 0.00103489 84248 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.696 447.412 0.0106258 0.0010358 83419.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.937 442.441 0.0105359 0.00102831 84143.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.019 437.606 0.0105263 0.00106027 84512.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.764 433.467 0.0105479 0.00102903 84044 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.387 427.954 0.010495 0.00102366 84465.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.999 423.824 0.0132507 0.00106087 65628.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.519 419.112 0.0106058 0.00106251 83828.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.715 414.367 0.0105832 0.00104016 83830.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.885 410.283 0.0105691 0.00103475 83907 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.595 405.21 0.0105237 0.00102911 84258.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.729 401.081 0.0105206 0.00102726 84270 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.295 396.725 0.0105832 0.0010604 84008.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.823 391.957 0.0107604 0.00109403 82760.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.439 387.74 0.0105561 0.0010291 83971.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.839 383.417 0.0105369 0.00103633 84205.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.432 379.531 0.0106082 0.00104272 83633.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.317 374.987 0.0105375 0.00104184 84248.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.868 371.173 0.0105537 0.00103054 84005.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.491 367.363 0.0105954 0.00109958 84247.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.806 362.787 0.0105818 0.00102953 83749.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.048 358.938 0.0105286 0.00102523 84180.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.075 354.621 0.0113213 0.001735 83452.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.074 351.373 0.0111466 0.00109203 79565.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 378.001 347.516 0.0107064 0.0010748 83059.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.322 342.921 0.010749 0.00104916 82475.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.829 339.7 0.0118048 0.00106715 74504.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.135 335.605 0.0111379 0.00119117 80428.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.112 331.843 0.0107411 0.00113392 83271.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.492 328.141 0.0111122 0.00106386 79615.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.721 324.606 0.0109698 0.00103939 80560.5 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.609 320.627 0.0105598 0.00103281 83971.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.821 316.975 0.0107077 0.00105758 82900.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.236 313.588 0.0105996 0.00108097 84045.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.448 310.183 0.0104718 0.00103581 84781.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 336.06 306.485 0.0105209 0.00106458 84599.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.373 302.969 0.0105243 0.00105343 84469.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.745 299.655 0.0105476 0.0010336 84086.7 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.067 295.898 0.0106977 0.0010621 83025.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.766 292.72 0.0105868 0.00105713 83947.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.476 289.485 0.0105509 0.00105678 84262.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.333 285.924 0.0105537 0.00102917 83993.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.743 282.867 0.0105604 0.00105781 84187.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.337 279.462 0.0106243 0.00105954 83640.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.943 276.817 0.0106127 0.00110585 84149.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.607 273.605 0.0106852 0.0010396 82939.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.182 270.012 0.010702 0.00104626 82852.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.955 267.298 0.0105578 0.00105971 84227.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 292.034 264.114 0.0105515 0.00103022 84022.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.83 261.23 0.0105469 0.00103388 84094.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.767 257.839 0.0105631 0.00104843 84080.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.558 255.388 0.0105488 0.00103537 84092 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.517 252.595 0.0107654 0.00108145 82610.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.521 250.04 0.0105735 0.00107684 84240.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.549 246.42 0.0105813 0.00108099 84207.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.679 243.215 0.0105963 0.001052 83819.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.571 240.283 0.0105464 0.00104466 84195.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.499 237.907 0.0106554 0.00104424 83236.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.896 235.168 0.0105418 0.00102868 84094.6 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.907 232.823 0.012256 0.00107889 71574.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 256.179 229.911 0.0116549 0.00104416 75395.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 253.714 227.835 0.0106596 0.0010698 83421.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.724 224.939 0.0105621 0.00103417 83963.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.019 221.835 0.0106484 0.00107553 83569.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 245.174 220.092 0.0139117 0.00125625 63214 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.852 216.767 0.011544 0.00104648 76208.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.8 213.836 0.0105442 0.00103299 84111.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.948 211.634 0.0105408 0.00105671 84351.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.562 209.241 0.0105583 0.00107587 84366.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.985 206.97 0.010517 0.00104653 84472.8 0
: 510 Minimum Test error found - save the configuration
: 510 | 229.421 204.156 0.0105067 0.00104115 84517.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.668 202.016 0.0106635 0.00105948 83298.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 224.381 200.047 0.0105818 0.00105441 83968.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.13 197.23 0.0105396 0.00104084 84221.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.398 195.098 0.010538 0.00103689 84200.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.988 192.81 0.0106331 0.00106 83567.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.768 190.327 0.0105347 0.00103666 84228.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.211 188.211 0.0105255 0.00105058 84433.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.724 186.009 0.0105552 0.00106622 84308.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.73 183.7 0.010513 0.00103962 84447 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.256 181.974 0.0104779 0.00102756 84652.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.854 179.606 0.010512 0.00105624 84604.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.634 177.662 0.0104867 0.00102724 84571.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.403 175.477 0.0105077 0.00102854 84395.2 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.335 173.463 0.0105448 0.00103823 84152.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.234 171.26 0.0105368 0.00103589 84202.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.915 170.077 0.0105555 0.0010372 84048.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.889 167.431 0.010559 0.00103146 83967.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.939 165.076 0.0105552 0.00106089 84260.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.688 163.304 0.0105077 0.00105644 84644.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.601 161.831 0.010526 0.00104667 84394.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.521 159.787 0.0106363 0.00106175 83555.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.423 157.856 0.0105211 0.00102836 84274.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.42 157.169 0.010527 0.00103309 84264.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.346 154.354 0.0106641 0.00104553 83172.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.301 151.976 0.0105707 0.0010382 83923.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.308 150.727 0.0104813 0.00102764 84623.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.576 148.315 0.0105196 0.00103226 84323.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.579 146.988 0.0104871 0.00103095 84600.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.544 145.686 0.010535 0.00104309 84282.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.81 143.328 0.0133456 0.00107438 65193 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.762 142.317 0.0105475 0.00103766 84123.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.925 139.985 0.0105279 0.00103006 84229.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.078 138.185 0.0105539 0.00103023 84000.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.359 137.478 0.0104804 0.00104279 84767.5 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.566 135.939 0.0104902 0.00106384 84868 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.509 134.06 0.0104692 0.00103053 84757.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.969 132.386 0.010502 0.00104402 84584.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.304 130.56 0.0105153 0.00102961 84337.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.462 129.033 0.0104618 0.00102896 84810.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.6 127.245 0.0107104 0.00105826 82882.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.933 125.597 0.0105362 0.00103647 84212.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.221 124.629 0.0105 0.0010287 84465.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.523 124.112 0.0106278 0.00104021 83440.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.341 121.661 0.0105296 0.00103109 84223.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.265 120.909 0.0107357 0.0012391 84240.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.936 119.033 0.0153693 0.00176 58783.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.304 117.454 0.0163343 0.00175469 54871.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.476 116.864 0.0118708 0.00104911 73925.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.986 114.889 0.0108721 0.00106345 81560.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.5 114.109 0.0104926 0.0010318 84559.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.207 113.043 0.0104963 0.00102788 84491 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.829 110.846 0.0104282 0.00102378 85066.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.18 110.324 0.0105189 0.00103417 84345.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.652 108.29 0.0105497 0.0010346 84077.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.964 107.323 0.0104594 0.00102765 84820.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.531 107.089 0.0105425 0.0010485 84263.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.463 104.682 0.0104726 0.00102548 84681.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.7 102.586 0.0104835 0.0010239 84569.9 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.514 102.374 0.0106041 0.00104241 83666.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.842 100.346 0.0105956 0.00108521 84118.9 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.702 99.2278 0.0105858 0.00104103 83815.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.409 98.5082 0.0106531 0.001088 83637.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.986 97.0543 0.0104439 0.00102598 84944.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.695 96.188 0.0105406 0.00104672 84264.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.46 95.1402 0.0106145 0.00103829 83540.4 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.026 93.3632 0.0104817 0.00102728 84616.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.652 92.9881 0.0107653 0.00104014 82261.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.492 91.5156 0.010596 0.00107863 84056.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.304 90.2846 0.0105347 0.00110706 84857 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.029 89.5214 0.0105218 0.00103884 84362.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.725 88.4113 0.0106014 0.00106975 83931.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.5823 87.1237 0.010535 0.00106541 84481 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.4135 86.7049 0.0105445 0.00104928 84253.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.4044 85.4858 0.0105867 0.00103882 83787.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.3313 84.4231 0.0105414 0.00103225 84129.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.0537 82.7121 0.0106292 0.00104998 83513.7 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.877 82.5091 0.0106017 0.00107399 83965.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.8448 81.3982 0.01076 0.00106759 82539.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.8722 80.5327 0.0107239 0.00112948 83382.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.6483 79.3165 0.010688 0.00104079 82925.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.634 79.0397 0.0106454 0.00105905 83451.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.474 76.7784 0.012362 0.00106934 70842.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.3573 75.8101 0.0117607 0.00106276 74781 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.5876 75.52 0.0107962 0.00111998 82676.8 0
: 595 | 85.384 75.8688 0.0105969 0.00105964 83881.3 1
: 596 Minimum Test error found - save the configuration
: 596 | 84.5386 72.9722 0.0106401 0.00106714 83568.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.3798 72.1794 0.0106388 0.0010431 83370.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7316 71.6355 0.0114657 0.00107473 76989.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.5474 71.2762 0.0105858 0.00103445 83757.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.6207 70.2853 0.010655 0.00103869 83192 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.7114 69.3423 0.0106441 0.00106252 83493.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.121 67.982 0.0106362 0.00105353 83484.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8748 66.9758 0.0106215 0.00107292 83782.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.8312 66.508 0.010715 0.00107264 82967.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.2181 65.2581 0.0105758 0.00104513 83939.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.0876 64.2883 0.0107525 0.00107932 82702.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.3223 63.7214 0.0108322 0.00115114 82635.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.1397 62.7026 0.0107803 0.00104758 82197.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.4608 62.4218 0.0115704 0.00105022 76044.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.5727 61.2298 0.0105963 0.00106266 83912.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.6803 60.431 0.0106446 0.00104171 83307.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.1783 59.7847 0.0106553 0.00105066 83293 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.1248 58.9146 0.0106067 0.00103625 83590.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2565 57.9922 0.010728 0.00107912 82911.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4055 57.2196 0.0105836 0.00103483 83780.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4996 56.3759 0.0107331 0.00104237 82553.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.6285 56.2163 0.0106207 0.00105034 83591.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1472 55.0848 0.0105852 0.00103565 83773.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3455 54.3855 0.0105098 0.00104035 84482.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.7478 53.7056 0.0105028 0.00102746 84429.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.0888 52.7553 0.0104957 0.00102348 84457.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9482 52.4428 0.0104991 0.00105815 84737.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.1969 51.3116 0.0104394 0.00102198 84949.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.3903 50.3461 0.0105043 0.00102273 84374.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7877 50.0229 0.0105213 0.00105935 84548.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.143 48.9416 0.0105141 0.00103078 84358.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.3002 48.5241 0.010621 0.00103304 83438.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.6705 47.9023 0.0104434 0.00102288 84921.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.0263 47.1766 0.0104233 0.00102367 85110 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.2705 47.1169 0.0105063 0.00102819 84404.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.8151 46.3321 0.0108091 0.00110208 82414.8 0
: 632 | 54.8935 46.4308 0.0106082 0.00105219 83716.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 54.3919 44.8193 0.0105851 0.00105936 83983.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.6352 43.8422 0.0106085 0.00108451 83998.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8782 43.6744 0.0107301 0.00103725 82535.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2535 42.5606 0.0105361 0.00102726 84132.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6963 41.7794 0.0106129 0.00107505 83876 0
: 638 | 51.0511 42.0704 0.0105041 0.000988249 84070.4 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.6873 40.509 0.010518 0.00104701 84468.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.8525 40.4657 0.0106504 0.00102602 83122.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.2601 39.7379 0.0105857 0.00105785 83964.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5821 39.024 0.0112164 0.00103265 78556.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9474 38.6403 0.0105389 0.00106092 84405.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.3244 38.4428 0.0105706 0.00108546 84342.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.8704 37.4805 0.0107457 0.0010407 82431.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1797 36.8935 0.0110367 0.00119937 81323.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6596 36.3333 0.0107455 0.00106958 82679.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1236 35.6976 0.0105184 0.0010699 84669.3 0
: 649 | 44.5204 35.7393 0.0108783 0.000989669 80900.8 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.0398 34.8518 0.0111126 0.00103494 79383.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.575 34.8008 0.0109687 0.00104374 80604.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1321 34.2121 0.0106372 0.00102779 83251.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.4964 33.7871 0.0105372 0.00105416 84360.7 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.092 33.4335 0.0106073 0.00104276 83642.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.7379 32.4458 0.0107972 0.00108216 82346.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.187 32.0309 0.0108205 0.00107224 82065.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5978 31.5863 0.0106051 0.00103766 83616.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.3964 31.0178 0.0107604 0.00105558 82433.2 0
: 659 | 39.7305 31.1008 0.0104645 0.00100139 84538.4 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.2905 30.2122 0.0106533 0.00103233 83151.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.658 29.5661 0.0108846 0.00102484 81137.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.2615 29.4624 0.0104674 0.00103798 84840.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.8871 29.1011 0.0105755 0.00107326 84190.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3723 28.7667 0.0106239 0.00105576 83611.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.0316 27.9233 0.0105669 0.0010298 83883.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.4416 27.6538 0.0107238 0.00103539 82573.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9441 27.4316 0.0107146 0.00107185 82963.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.294 27.0031 0.0105914 0.00104854 83832 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.9538 26.3541 0.010491 0.00106277 84851.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6455 25.7525 0.0118958 0.00106509 73863.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.2884 25.6313 0.0109875 0.00120594 81786.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.7107 25.0807 0.0106085 0.00107031 83873.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.2692 24.5206 0.0111372 0.00103537 79193.4 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7515 23.9651 0.0105113 0.00103255 84399.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.6732 23.7623 0.0106847 0.00109939 83461.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.0976 23.312 0.0110569 0.0010551 79985.4 0
: 677 | 31.6473 23.5304 0.0107277 0.000985417 82116.4 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.5244 22.9013 0.0106262 0.00105879 83617.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.0361 22.416 0.0108366 0.00105237 81764.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4789 21.9138 0.010495 0.00103696 84583.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1985 21.8824 0.010742 0.00109896 82961.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.8249 21.5241 0.0106102 0.00103361 83536.8 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3344 20.7802 0.0107184 0.00104715 82719.6 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.841 20.2586 0.0106105 0.00105632 83733.1 0
: 685 | 28.5047 20.2768 0.0106113 0.000987828 83130.3 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.1761 20.2329 0.0108571 0.00110128 82002.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.9409 19.4173 0.0105795 0.00102446 83725.6 0
: 688 | 27.4232 19.8574 0.0106871 0.00110098 83454.3 1
: 689 | 27.1493 19.6312 0.010705 0.000993348 82375.4 2
: 690 Minimum Test error found - save the configuration
: 690 | 26.8508 18.8223 0.01064 0.00107966 83679.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.6304 18.6143 0.010841 0.00111831 82281.6 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.2438 18.575 0.0107023 0.00104143 82808.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.8686 17.902 0.0110849 0.00105982 79799.5 0
: 694 | 25.5625 18.2555 0.0111635 0.000991918 78650.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.0718 17.1841 0.0108478 0.00113013 82324.4 0
: 696 | 24.665 17.2814 0.0109329 0.00100788 80604.3 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.4584 16.8412 0.0108077 0.00107238 82175.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.1002 16.4022 0.0113721 0.00109765 77862.9 0
: 699 | 24.2175 16.9087 0.010377 0.000987728 85203.7 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.7909 16.2087 0.0104184 0.00102263 85144.8 0
: 701 | 23.5773 16.2209 0.0103586 0.000985818 85353.7 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.8793 16.0816 0.0103948 0.00102484 85378.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5373 15.5073 0.0104105 0.00102183 85208.8 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2913 15.2015 0.0104062 0.00102309 85259.9 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.0389 15.0253 0.0105572 0.00103353 84000.8 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.7068 14.748 0.0104077 0.00102213 85236.9 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.3063 14.6467 0.010429 0.00105612 85352.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1704 14.4064 0.0103982 0.00101856 85291 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.843 14.3109 0.0104117 0.00101603 85145.4 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.6149 13.9603 0.0103798 0.0010175 85448.7 0
: 711 | 20.3857 14.1221 0.0103705 0.000985548 85243.2 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.9623 13.6215 0.010416 0.0010243 85181.6 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.8004 13.2761 0.0104288 0.00103155 85131.7 0
: 714 | 19.8333 13.3309 0.0104072 0.00100508 85086.8 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.288 13.1184 0.0103866 0.00102384 85444.5 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9901 12.7597 0.0103795 0.00101793 85456 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.7182 12.6394 0.0103948 0.00101757 85312.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.309 12.3436 0.0103841 0.00101422 85379.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.1981 12.2916 0.0103821 0.00101784 85431.5 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.9197 12.2474 0.0103976 0.00102527 85357.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.789 12.1105 0.0104248 0.00102234 85084.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.6181 12.0591 0.0104149 0.00102253 85175.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.5703 11.983 0.0103963 0.00102007 85321.7 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.055 11.5696 0.0105214 0.00115568 85418 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.806 11.3895 0.0104255 0.0010162 85022.4 0
: 726 | 16.6068 11.5 0.0103488 0.000986739 85451.1 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.2737 11.2181 0.0104238 0.00102138 85084.6 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0692 10.948 0.0107097 0.00103067 82652.6 0
: 729 | 15.9761 11.1254 0.0103798 0.000989168 85191.3 1
: 730 | 15.7778 11.0299 0.0103933 0.000986698 85047 2
: 731 | 15.626 10.9652 0.010371 0.000989738 85276 3
: 732 Minimum Test error found - save the configuration
: 732 | 15.4153 10.7815 0.0104611 0.00103703 84889.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.1932 10.5823 0.0104163 0.00101799 85121.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.9163 10.3675 0.0103984 0.00102067 85308.5 0
: 735 | 14.8754 10.396 0.0103942 0.000985699 85029.5 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.775 10.0105 0.0104752 0.00107661 85119.4 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.3696 9.86448 0.0104469 0.00102455 84904.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.1271 9.61313 0.0104512 0.00102697 84887.6 0
: 739 | 13.853 9.75986 0.0103966 0.000986389 85013.7 1
: 740 | 13.7132 9.70791 0.0103951 0.000989278 85053.5 2
: 741 | 13.6808 10.1061 0.0104216 0.00104274 85298.5 3
: 742 Minimum Test error found - save the configuration
: 742 | 13.4906 9.30126 0.0104211 0.00102014 85097.9 0
: 743 | 13.3034 9.419 0.0103461 0.000988288 85490.5 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.1278 9.03012 0.0105657 0.00103982 83982 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.7494 9.0108 0.010428 0.00104083 85222.3 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.7536 8.31521 0.0104294 0.0010331 85139.8 0
: 747 | 12.4946 8.88191 0.0103701 0.000987258 85262.3 1
: 748 | 12.2927 8.49694 0.0103725 0.000985877 85227.5 2
: 749 | 12.1307 9.32639 0.0103575 0.000988659 85389.3 3
: 750 | 12.1563 8.67317 0.0106799 0.00106836 83233.1 4
: 751 | 12.032 8.56505 0.0104671 0.000986728 84384.9 5
: 752 Minimum Test error found - save the configuration
: 752 | 11.7553 8.02851 0.0104949 0.00105193 84718.8 0
: 753 | 11.6105 8.57104 0.0106969 0.000994259 82452.1 1
: 754 | 11.6428 8.14551 0.0110049 0.000989538 79877.4 2
: 755 | 11.1613 8.30082 0.0104274 0.00101118 84959.8 3
: 756 Minimum Test error found - save the configuration
: 756 | 11.0909 7.77355 0.0104307 0.00103454 85141.3 0
: 757 | 11.0123 7.8217 0.0104442 0.000990028 84618.3 1
: 758 | 10.9392 7.89661 0.0105066 0.00100614 84206.4 2
: 759 Minimum Test error found - save the configuration
: 759 | 10.7368 7.24841 0.010464 0.00102603 84763.8 0
: 760 | 10.7388 7.60902 0.0104001 0.000992618 85038.4 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.5517 7.2203 0.0105166 0.00103324 84358.3 0
: 762 | 10.3064 7.3992 0.0103948 0.000985968 85026.8 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.2412 7.14777 0.0104329 0.00102922 85072.7 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.96979 6.57221 0.0106646 0.00103091 83042.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.84064 6.45447 0.0104504 0.00102218 84851.7 0
: 766 | 9.78285 7.1344 0.0106003 0.00103335 83621.3 1
: 767 | 9.62808 7.14976 0.0104307 0.00100136 84841.8 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.63003 6.33966 0.0104862 0.00102847 84586.6 0
: 769 | 9.38407 6.50988 0.0103944 0.000987668 85045.3 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.18927 5.61147 0.0105571 0.00105222 84166.8 0
: 771 | 9.20187 5.67381 0.0104637 0.00101763 84691.1 1
: 772 | 8.96402 5.98724 0.0105866 0.00101703 83598.1 2
: 773 | 8.86071 5.79675 0.0104283 0.000986809 84732.4 3
: 774 Minimum Test error found - save the configuration
: 774 | 8.90024 5.29334 0.0104979 0.00104528 84632.6 0
: 775 | 8.82388 5.43998 0.0105174 0.000989789 83966.7 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.62477 5.24254 0.0105446 0.00103347 84112.1 0
: 777 | 8.61569 5.46692 0.0105173 0.000989179 83961.8 1
: 778 | 8.29278 5.53537 0.010441 0.000989858 84645.4 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.145 4.53825 0.0105011 0.00104948 84641.9 0
: 780 | 8.02291 4.94954 0.0104689 0.000987969 84380.3 1
: 781 | 7.96468 4.67964 0.0103937 0.000987779 85052.5 2
: 782 | 7.91346 4.62606 0.0104385 0.000989439 84664.4 3
: 783 | 7.8771 5.44959 0.010408 0.000988888 84933.9 4
: 784 | 7.62974 4.58962 0.0105549 0.000992868 83663.8 5
: 785 Minimum Test error found - save the configuration
: 785 | 7.58465 4.30867 0.0104828 0.00103848 84707.2 0
: 786 | 7.45739 4.31074 0.0104607 0.000989539 84466.5 1
: 787 | 7.37241 4.64164 0.0104723 0.000996779 84427.7 2
: 788 Minimum Test error found - save the configuration
: 788 | 7.30987 4.21031 0.0104501 0.00102866 84913 0
: 789 | 7.19288 5.41033 0.0104885 0.00100557 84361.9 1
: 790 Minimum Test error found - save the configuration
: 790 | 7.12593 4.09887 0.0104446 0.00102615 84939.3 0
: 791 | 7.14034 4.5787 0.0104371 0.00101429 84899.9 1
: 792 | 7.19585 5.56752 0.0103873 0.000989448 85125.9 2
: 793 | 7.20475 5.15648 0.0103761 0.000998068 85305.9 3
: 794 | 7.12324 4.99611 0.0104344 0.00098968 84703.7 4
: 795 | 6.7924 4.31079 0.0103683 0.000988869 85292.9 5
: 796 | 6.66487 4.70946 0.0105937 0.000987458 83279.2 6
: 797 | 6.57644 4.51382 0.0103803 0.000990849 85202.1 7
: 798 Minimum Test error found - save the configuration
: 798 | 6.43065 4.09521 0.0104264 0.00102691 85110.6 0
: 799 | 6.25482 4.22441 0.0105004 0.000990328 84121.2 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.27164 3.87963 0.0104983 0.00103132 84504.1 0
: 801 | 6.17891 4.30299 0.0105154 0.000988238 83970.1 1
: 802 | 6.23069 4.71166 0.0104436 0.000990489 84628 2
: 803 | 6.0722 4.03435 0.0105487 0.000998349 83766.4 3
: 804 | 5.89852 5.36564 0.0107776 0.000989868 81734.8 4
: 805 | 5.8768 4.09174 0.0103899 0.000982729 85041.5 5
: 806 | 5.88186 4.56489 0.0109327 0.000990358 80463.8 6
: 807 | 5.66396 4.05108 0.0104009 0.000989268 85001.5 7
: 808 | 5.69148 4.90529 0.0104773 0.0010064 84469.6 8
: 809 | 5.54056 3.99783 0.0104653 0.00100427 84557.7 9
: 810 | 5.52079 5.05998 0.0105432 0.0010243 84043.6 10
: 811 | 5.46639 4.26312 0.0104511 0.00100976 84733.4 11
: 812 | 5.32375 4.57899 0.0104253 0.00102445 85098.6 12
: 813 | 5.39605 4.54837 0.0106952 0.0010105 82604.8 13
: 814 | 5.23391 4.3478 0.0104013 0.000988708 84992.1 14
: 815 | 5.15612 4.23223 0.0105129 0.000997387 84072.9 15
: 816 | 5.14932 4.39063 0.0104333 0.000994108 84753.1 16
: 817 | 5.23129 4.39231 0.0105209 0.00105071 84475.9 17
: 818 Minimum Test error found - save the configuration
: 818 | 4.97819 3.8285 0.0107804 0.00106398 82335 0
: 819 | 4.94227 4.70045 0.0104134 0.000992848 84920.4 1
: 820 | 4.86838 4.41085 0.0104534 0.000992999 84562.9 2
: 821 | 4.76594 4.26582 0.010596 0.000989179 83274.3 3
: 822 | 4.9024 4.14767 0.0106875 0.000992388 82515.9 4
: 823 | 4.68446 5.40762 0.011123 0.00148585 83012.4 5
: 824 | 4.69731 4.85066 0.0107551 0.00101092 82100.3 6
: 825 | 4.66819 4.85069 0.0106336 0.000994018 82991.2 7
: 826 | 4.63357 4.96878 0.0109147 0.00104909 81090 8
: 827 | 4.61163 4.54924 0.0107452 0.00104303 82456 9
: 828 | 4.47695 5.08312 0.0107097 0.00102431 82598.9 10
: 829 | 4.34872 4.67322 0.0106249 0.0010476 83530.8 11
: 830 | 4.27175 6.00401 0.0109185 0.00102519 80863.1 12
: 831 | 4.35979 4.88775 0.0108155 0.00100052 81508.4 13
: 832 | 4.19389 4.9693 0.0107143 0.00101578 82486.5 14
: 833 | 4.18554 5.83126 0.0107049 0.00101763 82582.5 15
: 834 | 4.14986 4.75737 0.0105539 0.0010092 83816.3 16
: 835 | 4.04622 4.83011 0.0106479 0.00103189 83194.9 17
: 836 | 4.28201 4.94806 0.0106892 0.000993079 82507.6 18
: 837 | 4.05568 5.54373 0.0107136 0.00105686 82844.1 19
: 838 | 4.04475 5.15215 0.0109606 0.00104075 80646.8 20
: 839 | 3.88294 5.16196 0.0107883 0.000991848 81662.2 21
:
: Elapsed time for training with 1000 events: 8.88 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: 0.0135 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: 0.836 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.29112e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06704e+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: 0.0371 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: 0.0366 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: 0.00243 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: 0.096 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: 0.885 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: 0.0205 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00284 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00456 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: 0.00252 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000644 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: 0.096 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0994 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 : -0.816 -0.0779 5.72 1.61 | 3.210 3.218
: 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 : -0.149 0.00590 2.17 1.15 | 3.325 3.312
: 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.