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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
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:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.269 sec
: Elapsed time for training with 1000 events: 0.272 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00343 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: 0.000768 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: 0.000218 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00105 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 = 31588.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33064.2 31167.3 0.0108085 0.00110318 82429.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32539.8 30564.7 0.0105658 0.00107964 84333 0
: 3 Minimum Test error found - save the configuration
: 3 | 31787.4 29827.3 0.0106922 0.00104669 82940.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 30977.1 29122.1 0.0103982 0.00101861 85291.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30204.9 28393.6 0.0108891 0.00113254 81995.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29377.9 27493.1 0.0108944 0.0011985 82508.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28598 26754.7 0.0110044 0.00122874 81835.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28078.4 26346.8 0.0108744 0.00116415 82386.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27708.2 26012.5 0.0114617 0.00104807 76822.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27378.9 25710.3 0.0106414 0.00102599 83199.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27070.7 25430.2 0.0106216 0.00109604 83984.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 26786.3 25155.3 0.0105307 0.00109753 84807.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26504.5 24895.2 0.0108347 0.0010289 81584.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26238.2 24639.2 0.0105046 0.00106156 84718.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 25974.7 24393.1 0.0108061 0.00102082 81755.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25720.8 24151.3 0.0110201 0.00104456 80195.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25468.3 23919.1 0.0100355 0.000991167 88453.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25226.6 23687.4 0.0100118 0.000985987 88634.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 24988.3 23457.7 0.00999897 0.000984556 88746.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24751.6 23233.9 0.0100834 0.000999537 88068.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 24519.8 23014.2 0.00997291 0.000981976 88978.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24292.3 22797.7 0.010044 0.00102855 88736.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24067.7 22584.3 0.0100278 0.00100396 88654.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 23844.1 22377 0.0100479 0.000990087 88321.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23627.5 22169.8 0.0100902 0.000989647 87906.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23410.7 21967 0.0100437 0.000990215 88363.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23199.8 21763.9 0.0100073 0.000986437 88683.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 22988.2 21565.8 0.010025 0.00100332 88675.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 22781.2 21369.2 0.0100297 0.000986437 88463.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22576 21175.3 0.0100422 0.00101044 88576.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22374.4 20982.4 0.00999791 0.000983267 88744.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22171.9 20794.8 0.0100364 0.000992456 88456.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 21974.6 20608.3 0.0100968 0.00100734 88014.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 21779.2 20423.3 0.0100265 0.000987127 88501.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21586.2 20239.5 0.0100442 0.000989705 88353.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21391.9 20061.9 0.0100536 0.000988666 88252.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21207.3 19879.1 0.0100224 0.000986447 88535.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21016.1 19703.9 0.0100425 0.00100299 88499.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 20831.1 19529.9 0.0100379 0.000986396 88383 0
: 40 Minimum Test error found - save the configuration
: 40 | 20649.1 19355.7 0.0100768 0.00104966 88621.6 0
: 41 Minimum Test error found - save the configuration
: 41 | 20465.8 19186.1 0.0102241 0.000995086 86683.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20285.9 19018.6 0.010082 0.000991347 88002.9 0
: 43 Minimum Test error found - save the configuration
: 43 | 20111.5 18848 0.0100671 0.00102346 88459.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 19933.6 18682.3 0.0100484 0.000990297 88318.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 19758.8 18519.7 0.0100438 0.000992547 88386 0
: 46 Minimum Test error found - save the configuration
: 46 | 19588.4 18356.1 0.0100666 0.00101794 88411.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19416.2 18196.8 0.0100145 0.000990085 88648 0
: 48 Minimum Test error found - save the configuration
: 48 | 19249.2 18037 0.0100244 0.000987077 88521.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19080.9 17880.9 0.0100286 0.000986827 88477.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 18916.9 17724.7 0.0100519 0.000986766 88250 0
: 51 Minimum Test error found - save the configuration
: 51 | 18750.2 17574.8 0.0101524 0.00108533 88231 0
: 52 Minimum Test error found - save the configuration
: 52 | 18591.8 17421.4 0.0100121 0.000989577 88667 0
: 53 Minimum Test error found - save the configuration
: 53 | 18430.2 17271.4 0.0100216 0.000993176 88609.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18272.5 17121.8 0.0100806 0.00100944 88191.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18115.7 16973.6 0.0103288 0.000994427 85704.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 17959.8 16827.7 0.0101394 0.000995427 87489.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 17805.3 16684.4 0.0100388 0.000990716 88416.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17651.3 16544.9 0.0100278 0.000988196 88499.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17504 16401.5 0.010071 0.000994427 88138.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17351 16264.7 0.0100768 0.000998117 88118.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17204.7 16125.5 0.0101419 0.0010294 87791.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17058.3 15978.6 0.0101656 0.00100139 87295.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 16902.8 15829.7 0.0101272 0.000998757 87638.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16744.6 15683.2 0.0101689 0.00101906 87433.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16630.4 15542.9 0.0101344 0.00100559 87634.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16465.9 15437.6 0.0102219 0.0010046 86793.1 0
: 67 Minimum Test error found - save the configuration
: 67 | 16327.4 15292 0.0101476 0.00101343 87583.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16174.3 15126.6 0.0101463 0.00100764 87540 0
: 69 Minimum Test error found - save the configuration
: 69 | 16019.8 14990.5 0.0101694 0.00100812 87323.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 15876.4 14836.4 0.0102027 0.00101239 87047.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15727.8 14705.9 0.0103115 0.00101662 86069.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15582.6 14557.8 0.0102043 0.00101657 87072.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15439.4 14425.4 0.0102309 0.00101886 86842.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15297.9 14294.4 0.0103125 0.00103638 86243 0
: 75 Minimum Test error found - save the configuration
: 75 | 15160.3 14161.8 0.0103019 0.00101869 86176.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15022.6 14027.8 0.0102782 0.0010162 86374.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 14883.2 13900.3 0.0102223 0.00101362 86874.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14750.2 13767 0.0102373 0.00104516 87031.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14612 13639.7 0.010251 0.0010426 86876.8 0
: 80 Minimum Test error found - save the configuration
: 80 | 14478.9 13513.4 0.0102654 0.00103415 86662.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14345 13387.4 0.0102689 0.00102762 86568 0
: 82 Minimum Test error found - save the configuration
: 82 | 14214.8 13262.7 0.0103397 0.00102244 85862.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14083.5 13140.3 0.0102968 0.00103836 86407.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 13955.4 13017.7 0.0103217 0.00107675 86534 0
: 85 Minimum Test error found - save the configuration
: 85 | 13826.5 12899.5 0.0103118 0.00103201 86209.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13701.4 12781.5 0.0103638 0.00102 85618.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13577.1 12664.4 0.0102547 0.00103135 86736.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13454 12547.1 0.010252 0.00101535 86611.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13331.8 12431.8 0.0102397 0.00101176 86693.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13211 12317.7 0.0103484 0.00101885 85748.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13091.2 12204.8 0.0104319 0.00102331 85028.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 12970.5 12096 0.0103959 0.00102359 85358 0
: 93 Minimum Test error found - save the configuration
: 93 | 12854.6 11985.3 0.0103081 0.00102625 86189.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12738.7 11875.3 0.0103026 0.00105326 86492.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12622.8 11766.8 0.0103658 0.00104778 85855.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12509.2 11657.8 0.0103145 0.00102219 86092.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12395.8 11550.7 0.0102177 0.00101241 86906.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12281.8 11446.3 0.0103069 0.00102399 86180 0
: 99 Minimum Test error found - save the configuration
: 99 | 12171.7 11341.5 0.0103998 0.00102265 85313.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12060.7 11238.9 0.0102981 0.00102954 86313.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 11953.1 11134.1 0.0102586 0.00101569 86552.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11843.1 11032.9 0.0104198 0.00102395 85144 0
: 103 Minimum Test error found - save the configuration
: 103 | 11736.1 10932.1 0.0103572 0.00102879 85759.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11631.5 10829.6 0.0104724 0.00108368 85208.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11522.7 10732.8 0.0103422 0.00101749 85793.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11419.7 10634.9 0.0102452 0.00101621 86683.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11315.6 10538.5 0.0103515 0.00106444 86141.5 0
: 108 Minimum Test error found - save the configuration
: 108 | 11215.7 10439.1 0.0102886 0.00102053 86317.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11111.1 10344.7 0.0103734 0.00104611 85769.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11009.9 10251.6 0.0102588 0.00101541 86548.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 10911.2 10157.4 0.0106431 0.0010232 83160.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10811.5 10065 0.0103348 0.00106878 86337 0
: 113 Minimum Test error found - save the configuration
: 113 | 10713.9 9972.48 0.0104433 0.0010588 85247.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10617.1 9880.19 0.0104238 0.00109107 85719.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10520 9789.57 0.0103107 0.0010157 86067.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10424.6 9699.63 0.010256 0.00101581 86578 0
: 117 Minimum Test error found - save the configuration
: 117 | 10329.6 9610.88 0.0103212 0.00102215 86029.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10234.3 9524.96 0.010316 0.00104071 86250.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10143.9 9435.65 0.0103076 0.00103141 86242.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10050.7 9348.65 0.0103409 0.00102297 85855.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 9958.03 9264.21 0.0102735 0.00102136 86466 0
: 122 Minimum Test error found - save the configuration
: 122 | 9866.65 9181.51 0.0103754 0.00102697 85575.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 9779.94 9094.93 0.0103347 0.00102032 85888.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9689.64 9010.9 0.0103742 0.00105408 85835.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9600.94 8928.32 0.0103281 0.00106816 86393.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9512.34 8848.22 0.0102553 0.0010145 86572.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9428.63 8764.37 0.0103042 0.00102225 86189.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9340.09 8685 0.0103054 0.00102494 86202.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9255.9 8604.86 0.0102852 0.0010259 86400 0
: 130 Minimum Test error found - save the configuration
: 130 | 9171.8 8524.99 0.0102595 0.00101947 86579.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9087.7 8446.49 0.0102522 0.00102045 86657.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9004.32 8369.38 0.0103762 0.00103425 85635.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 8922.21 8292.77 0.0103176 0.00102606 86100.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 8840.97 8216.4 0.0103497 0.00102098 85757 0
: 135 Minimum Test error found - save the configuration
: 135 | 8761.74 8138.65 0.0110138 0.00105044 80294.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8679.21 8065.19 0.0104209 0.00109418 85774.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8601.05 7990.64 0.0102958 0.00102371 86280.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8523.58 7915.24 0.0103195 0.00102763 86096.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8442.99 7844.4 0.0104308 0.0010252 85056 0
: 140 Minimum Test error found - save the configuration
: 140 | 8366.62 7772.78 0.0102867 0.0010372 86490.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8291.8 7699.45 0.0103731 0.00102605 85588.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8213.78 7629.8 0.0104723 0.00106554 85045 0
: 143 Minimum Test error found - save the configuration
: 143 | 8140.8 7557.55 0.0103114 0.00105553 86431.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8064.36 7488.69 0.0103208 0.00102345 86045.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 7991.78 7418.53 0.0103417 0.00104999 86098.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 7917.33 7350.9 0.010289 0.00102081 86316.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 7845.42 7282.94 0.0102731 0.00101997 86457.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7772.95 7216.44 0.0102803 0.00102957 86479.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7703.72 7147.59 0.0102974 0.00102185 86248.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7631.13 7082.25 0.0102907 0.00102147 86307.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7562.55 7015.49 0.0103316 0.00102455 85956 0
: 152 Minimum Test error found - save the configuration
: 152 | 7491.86 6951.22 0.0103821 0.00105001 85725.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7423.25 6887.41 0.0103325 0.0010244 85946.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7354.12 6825.82 0.0102822 0.00102246 86395 0
: 155 Minimum Test error found - save the configuration
: 155 | 7289.36 6760.51 0.0103293 0.00104251 86143.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7222 6696.63 0.0103562 0.00102337 85719 0
: 157 Minimum Test error found - save the configuration
: 157 | 7154.22 6635.53 0.010295 0.00102095 86262.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7088.67 6574.72 0.0102993 0.00102215 86232.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7025.03 6512.32 0.0102765 0.00102749 86495.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 6959.43 6452.04 0.0102693 0.00101813 86475.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 6895.61 6392.14 0.01034 0.0010242 85875.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6832.07 6333.08 0.0104934 0.00110735 85233.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6770.89 6272.4 0.0103904 0.00104839 85634.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6706.23 6215.66 0.0103712 0.00104991 85824.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6646.81 6156.24 0.0103338 0.00106181 86281.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6583.41 6100.55 0.0102981 0.00101993 86223.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6523.1 6044.99 0.0102791 0.00102187 86419 0
: 168 Minimum Test error found - save the configuration
: 168 | 6464.09 5988.31 0.0103166 0.00102155 86067 0
: 169 Minimum Test error found - save the configuration
: 169 | 6404.51 5932.64 0.0103155 0.00102459 86105.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6345.07 5877.76 0.0102957 0.00102262 86271.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6288.09 5821.21 0.010272 0.00102174 86483.8 0
: 172 Minimum Test error found - save the configuration
: 172 | 6228.22 5768.11 0.0103711 0.00102475 85594.7 0
: 173 Minimum Test error found - save the configuration
: 173 | 6171.59 5714.35 0.0103436 0.00102503 85849.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6115.26 5660.1 0.0103035 0.00102319 86203.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6057.66 5608.19 0.0103565 0.00104085 85876.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6001.91 5556.58 0.0102706 0.00101877 86468.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 5947.76 5503.6 0.0102729 0.00102098 86468.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 5891.25 5453.47 0.0103321 0.00105624 86245.7 0
: 179 Minimum Test error found - save the configuration
: 179 | 5838.14 5401.96 0.0102946 0.00102516 86305.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5782.82 5353.09 0.0102988 0.00102026 86220.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5730.84 5302.26 0.0103108 0.00103382 86235 0
: 182 Minimum Test error found - save the configuration
: 182 | 5676.8 5253.73 0.0103658 0.00104895 85866.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5625.85 5203.38 0.0104112 0.00102939 85271.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5572.57 5155.19 0.0102877 0.00101828 86305.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5521.63 5107.07 0.01034 0.00104833 86098.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5470.79 5058.72 0.0103132 0.00102602 86140.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5419.63 5011.9 0.0103315 0.00103034 86011 0
: 188 Minimum Test error found - save the configuration
: 188 | 5369.51 4965.51 0.0103523 0.00102451 85764.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5321.04 4917.79 0.01029 0.00102349 86331.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5269.97 4873.6 0.0103327 0.00102417 85942.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5222.29 4827.75 0.0103549 0.00102701 85764.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5174.78 4781.52 0.0103572 0.0010254 85728.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5126.3 4736.73 0.0103302 0.0010442 86150.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5078.52 4692.61 0.0102874 0.0010195 86319.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5031.72 4649.24 0.0103395 0.00104415 86064.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 4985.4 4605.75 0.0102855 0.00101912 86333.1 0
: 197 Minimum Test error found - save the configuration
: 197 | 4939.35 4562.41 0.0103208 0.00102252 86037.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4893.76 4519.94 0.0103017 0.00102396 86227.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4848.41 4477.54 0.0102981 0.00102488 86270 0
: 200 Minimum Test error found - save the configuration
: 200 | 4803.42 4436.25 0.0103161 0.00102219 86078.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4759.26 4394.85 0.0103553 0.0010404 85883.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4715.26 4354.22 0.0103752 0.00102834 85590.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4672.75 4312.49 0.0104472 0.00103749 85018.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4628.64 4272.59 0.0103485 0.00103138 85863.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4586.22 4232.59 0.0103201 0.00102421 86059.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4544.18 4192.81 0.0103086 0.00102489 86172.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4501.2 4154.99 0.0103401 0.00103111 85938.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4460.74 4116 0.0105627 0.00108599 84417 0
: 209 Minimum Test error found - save the configuration
: 209 | 4419.38 4077.91 0.0105283 0.00105102 84412 0
: 210 Minimum Test error found - save the configuration
: 210 | 4379.23 4039.46 0.0103176 0.0010254 86093.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4338.35 4002.1 0.0103515 0.00103802 85897.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4298.36 3965.24 0.0104348 0.00104394 85189.3 0
: 213 Minimum Test error found - save the configuration
: 213 | 4259.4 3928.21 0.0114123 0.0011499 77954.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4220.93 3889.92 0.0110535 0.00103236 79831 0
: 215 Minimum Test error found - save the configuration
: 215 | 4180.6 3854.56 0.0104269 0.00105466 85358.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4142.49 3819.27 0.0103073 0.00102496 86185.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4105.06 3783.59 0.010392 0.00102756 85429.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4067.19 3748.02 0.0103701 0.00103075 85658.6 0
: 219 Minimum Test error found - save the configuration
: 219 | 4029.79 3713.26 0.0103494 0.00104294 85962.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 3993.37 3677.99 0.010306 0.00102376 86185.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 3956.25 3644.95 0.0103196 0.00102374 86060.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3920.93 3609.44 0.0106796 0.00118241 84235.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3884.59 3576.89 0.0115968 0.00107148 76007.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3849.22 3542.6 0.0103762 0.00106902 85955.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3813.17 3510.46 0.0103949 0.00104652 85576.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3779.46 3476.8 0.01038 0.0010234 85500.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3744.13 3444.71 0.0103792 0.00110294 86241.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3709.99 3412.76 0.0103166 0.00104185 86255.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3676.5 3380.81 0.0103001 0.001035 86345.9 0
: 230 Minimum Test error found - save the configuration
: 230 | 3642.93 3349.15 0.0103411 0.00105473 86147.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3609.39 3318.26 0.0113833 0.00105253 77438.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3577.02 3287.15 0.0119106 0.00104534 73628.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3543.62 3257.39 0.013506 0.00165551 67507.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3511.99 3227.02 0.0155346 0.00158385 57344.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3479.63 3198.04 0.013451 0.00106414 64584.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3449.26 3166.81 0.0103991 0.00103038 85390.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3416.91 3137.79 0.0105114 0.00103847 84451.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3386.17 3108.03 0.0118716 0.00162984 78111.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3354.84 3079.48 0.0133596 0.00143199 67071.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3324.46 3050.9 0.0149467 0.0016764 60284.8 0
: 241 Minimum Test error found - save the configuration
: 241 | 3294.31 3022.64 0.0122517 0.00105758 71466.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3264.4 2994.68 0.0125831 0.00156679 72619.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3234.71 2966.72 0.0146247 0.00155625 61216.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3205.16 2939.88 0.0134256 0.00146048 66860.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3176.77 2911.41 0.0119066 0.00103575 73591.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3147.45 2884.25 0.0103907 0.00109148 86028.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3118.61 2857.56 0.0103037 0.00102198 86190.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3091.04 2830.45 0.0102878 0.00102363 86354.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3061.99 2804.73 0.0102933 0.00101907 86260.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3034.15 2779.24 0.0104116 0.0010372 85338.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3007.73 2752.54 0.0103797 0.00106092 85847.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2979.75 2727.09 0.0104931 0.00104316 84657 0
: 253 Minimum Test error found - save the configuration
: 253 | 2952.29 2702.58 0.0104376 0.00104039 85131.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2925.95 2677.79 0.0103798 0.00103159 85578.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2899.67 2652.95 0.0104643 0.00105072 84983.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2873.07 2628.23 0.0105428 0.00104546 84234.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2846.98 2604.31 0.0107807 0.00112439 82846.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2822 2579.6 0.0107855 0.00109892 82588.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2795.88 2555.99 0.0113495 0.00104222 77615.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2770.73 2532.37 0.0112922 0.00109725 78469.9 0
: 261 Minimum Test error found - save the configuration
: 261 | 2745.51 2508.73 0.011407 0.00107351 77418.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2720.69 2485.47 0.0117357 0.00105744 74918.3 0
: 263 Minimum Test error found - save the configuration
: 263 | 2696.29 2462.65 0.0111678 0.00138352 81763.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2671.41 2440 0.0107241 0.00105233 82715.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2647.29 2417.64 0.0116907 0.00103958 75109.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2623.2 2396.12 0.010605 0.001083 84015.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2600.04 2373.38 0.0108841 0.00106329 81459.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2576.25 2351.64 0.011502 0.00132296 78592.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2553.17 2330.06 0.0113814 0.00108648 77708 0
: 270 Minimum Test error found - save the configuration
: 270 | 2529.56 2309.17 0.0108623 0.00131178 83764.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2506.84 2287.51 0.0107115 0.00110197 83250.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2484.46 2266.13 0.0106838 0.00103774 82935.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2461.56 2245.39 0.0107212 0.00115569 83633.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2439.02 2224.76 0.01083 0.00102798 81615.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2416.93 2204.26 0.0116496 0.00119779 76541.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2394.85 2184.25 0.0105609 0.00104615 84079.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2373.07 2164.13 0.0111075 0.0010342 79417.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2351.71 2144.2 0.0121033 0.00119942 73368.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2330.15 2124.46 0.0113007 0.00105529 78083.5 0
: 280 Minimum Test error found - save the configuration
: 280 | 2308.56 2105.11 0.0120896 0.00112788 72981 0
: 281 Minimum Test error found - save the configuration
: 281 | 2288.1 2085.25 0.0113391 0.00108941 78051.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2266.6 2066.22 0.0106345 0.00108498 83774.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2245.86 2047.43 0.010722 0.00105469 82752.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2225.53 2028.53 0.0107084 0.00106424 82951.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2204.97 2010.13 0.0106668 0.0010446 83141 0
: 286 Minimum Test error found - save the configuration
: 286 | 2184.77 1991.93 0.0106207 0.00105731 83652.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2164.77 1973.57 0.0104483 0.00103522 84988 0
: 288 Minimum Test error found - save the configuration
: 288 | 2144.79 1955.69 0.0111785 0.00105589 79031 0
: 289 Minimum Test error found - save the configuration
: 289 | 2125.07 1938.23 0.0104622 0.00108983 85357 0
: 290 Minimum Test error found - save the configuration
: 290 | 2105.26 1920.62 0.01062 0.00109045 83949.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2086.18 1902.65 0.0107131 0.00103336 82646.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2067.18 1884.19 0.0103515 0.00103357 85856.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2047.39 1867.63 0.0103358 0.00103502 86013.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2028.79 1850.15 0.010367 0.00104301 85799.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2010.27 1832.92 0.0103216 0.00102989 86098 0
: 296 Minimum Test error found - save the configuration
: 296 | 1990.77 1816.86 0.010499 0.00106061 84760 0
: 297 Minimum Test error found - save the configuration
: 297 | 1973.09 1799.62 0.0104954 0.00105057 84702.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1954.32 1783.36 0.010421 0.00103799 85260.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1936.25 1767.05 0.0105948 0.00108235 84099.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1918.37 1750.89 0.0103445 0.00103465 85930.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1900.17 1734.91 0.0105993 0.00107192 83968.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1882.98 1718.63 0.010768 0.00109316 82688.9 0
: 303 Minimum Test error found - save the configuration
: 303 | 1864.65 1703.25 0.0104037 0.00105514 85574.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1847.53 1688.02 0.0103511 0.00103449 85868 0
: 305 Minimum Test error found - save the configuration
: 305 | 1830.11 1673.48 0.0104843 0.00113833 85598.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1813.45 1657.57 0.0104937 0.00104181 84638.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1796.24 1641.99 0.0104177 0.00103675 85279.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1779.08 1627.1 0.010556 0.00104473 84111 0
: 309 Minimum Test error found - save the configuration
: 309 | 1762.82 1611.66 0.0104698 0.0010786 85186 0
: 310 Minimum Test error found - save the configuration
: 310 | 1745.67 1597.43 0.0105588 0.00104756 84110.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1729.19 1582.71 0.0104681 0.00103345 84793.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1712.75 1568.55 0.0104562 0.0010398 84958.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1696.9 1553.83 0.0104757 0.0010469 84846.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1680.42 1539.57 0.0104764 0.00103143 84701.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1664.86 1525.2 0.0103952 0.00107432 85828.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1648.62 1511.91 0.0104545 0.00104458 85016.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1633.26 1498.21 0.0104515 0.00103201 84930.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1617.87 1484.15 0.0108306 0.00125949 83584.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1602.25 1470.6 0.0107396 0.00108727 82881.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1587.28 1456.41 0.0104489 0.00105066 85122.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1571.56 1443.21 0.010627 0.00110418 84009 0
: 322 Minimum Test error found - save the configuration
: 322 | 1556.62 1429.89 0.0105922 0.00104461 83790.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1541.83 1416.58 0.0104518 0.00103706 84972.9 0
: 324 Minimum Test error found - save the configuration
: 324 | 1526.91 1403.53 0.010824 0.0010929 82210.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1512.24 1390.89 0.0105145 0.00110122 84986 0
: 326 Minimum Test error found - save the configuration
: 326 | 1498.23 1377.69 0.010741 0.00106931 82715.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1483.43 1365.29 0.0105153 0.00105728 84583.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1468.94 1352.8 0.010561 0.00105956 84197.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1455.04 1340.36 0.0105907 0.00106505 83983.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1440.98 1328.09 0.0105294 0.00103441 84254.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1427.12 1315.98 0.0105381 0.00107974 84580.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1413.73 1303.41 0.0103478 0.00102771 85835.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1399.81 1291.35 0.0103518 0.0010199 85727.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1386.5 1279.26 0.0103392 0.00102786 85916.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1373.21 1267.73 0.0102897 0.00102056 86307.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1360.07 1255.55 0.0104594 0.00112135 85670.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1346.61 1244.4 0.0103704 0.00104235 85762.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1333.84 1232.2 0.0103332 0.00102129 85911.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1320.83 1220.93 0.0103734 0.00104169 85729.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1308.16 1209.57 0.0103801 0.0010239 85505.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1295.28 1198.41 0.0103515 0.00101753 85708.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1283.2 1186.89 0.0103727 0.00102431 85575.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1270.69 1175.9 0.010324 0.00102622 86041.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1257.9 1165.87 0.0102959 0.00102069 86251.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1246.6 1153.79 0.0103545 0.00102416 85741.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1234.25 1142.77 0.0102985 0.00102077 86227.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1221.94 1132.61 0.0103024 0.00101844 86170.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1210.42 1121.68 0.0102811 0.00102265 86407.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1198.4 1111.32 0.0103874 0.00104419 85623.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1186.95 1100.68 0.0103479 0.00102479 85808.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1175.62 1090.04 0.0103314 0.00103527 86057 0
: 352 Minimum Test error found - save the configuration
: 352 | 1164.11 1079.88 0.010306 0.00103386 86280.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1152.81 1069.56 0.0103302 0.00102422 85966.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1141.61 1059.43 0.0103366 0.00102155 85882.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1130.33 1049.91 0.0103412 0.00102174 85841.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1119.39 1039.97 0.0104092 0.00111487 86074.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1108.5 1029.91 0.0103103 0.00102276 86136.9 0
: 358 Minimum Test error found - save the configuration
: 358 | 1097.38 1020.55 0.010317 0.00102655 86109.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1086.91 1010.88 0.0103824 0.00102277 85473.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1076.28 1001.61 0.0103767 0.00102586 85554.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1065.8 992.167 0.0103578 0.00102066 85679.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1055.57 982.713 0.010307 0.0010205 86146.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1045.33 972.71 0.0102975 0.00102293 86257.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1034.93 963.512 0.010287 0.0010322 86441.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1024.97 953.872 0.010285 0.00102158 86360.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1014.68 945.151 0.0102714 0.00101992 86472.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1004.86 936.014 0.01033 0.00102263 85953.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 995.03 927.071 0.0102974 0.00102196 86249.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 985.024 918.13 0.0103845 0.00107087 85895.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 975.835 909.207 0.0103363 0.00102477 85914.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 965.862 900.971 0.0103286 0.00103683 86097.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 956.766 891.566 0.0103268 0.00102171 85974.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 947.04 883.153 0.0103112 0.00102687 86166.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 937.549 875.014 0.0103488 0.00102246 85778.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 928.385 866.44 0.0103798 0.00103917 85647.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 919.402 857.886 0.0103302 0.00103185 86037.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 910.261 849.357 0.0108102 0.0010335 81827.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 901.198 841.44 0.0103585 0.00105879 86024.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 892.399 833.167 0.0103753 0.00104007 85696.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 883.466 824.832 0.0103264 0.00103732 86122.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 874.939 816.713 0.0104159 0.00102659 85203.3 0
: 382 Minimum Test error found - save the configuration
: 382 | 865.979 808.598 0.0103733 0.00102653 85591.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 857.641 800.888 0.010388 0.00102746 85464.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 848.896 793.356 0.0103501 0.00102235 85765.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 840.677 785.502 0.010394 0.00102724 85408.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 832.303 777.62 0.0103116 0.00102176 86115.9 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.05 769.939 0.0103313 0.00104123 86113.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 815.941 762.019 0.0103878 0.00106416 85803.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 807.593 754.3 0.0104019 0.00104303 85480.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 799.129 747.144 0.010329 0.00102158 85952.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 791.625 739.81 0.0103546 0.00103079 85801.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 783.661 732.341 0.0103074 0.00102042 86141.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 775.686 725.031 0.0103391 0.00102493 85890.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 768.006 718.37 0.0103267 0.00103436 86092 0
: 395 Minimum Test error found - save the configuration
: 395 | 760.321 711.007 0.0105591 0.00106918 84300.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.124 703.357 0.0103991 0.00102336 85326.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 744.961 696.506 0.010457 0.00103221 84882.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 737.988 689.376 0.0104071 0.00102386 85258.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 730.06 682.595 0.0103581 0.00104058 85859.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 722.961 675.646 0.0103737 0.00102189 85544.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 715.715 668.459 0.0103248 0.00102385 86012.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 708.172 662.03 0.0103351 0.00102361 85915.4 0
: 403 Minimum Test error found - save the configuration
: 403 | 701.262 655.27 0.010335 0.00102298 85910.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 694.215 648.75 0.0103281 0.001029 86029.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 687.273 641.756 0.0105056 0.00102973 84425.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.148 635.486 0.0103598 0.00102486 85699.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 673.106 628.962 0.0103009 0.0010233 86229.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 666.669 622.243 0.0115656 0.00111766 76570.3 0
: 409 Minimum Test error found - save the configuration
: 409 | 659.742 615.925 0.0118132 0.0012898 76020.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 653.001 609.297 0.0112985 0.00112677 78649.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 645.884 603.694 0.0104639 0.00102607 84765.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 639.662 597.53 0.0102938 0.00102076 86271.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 633.032 591.068 0.0104193 0.00102322 85141.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 626.902 584.83 0.0103028 0.00101987 86179.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 619.915 579.411 0.01031 0.00102575 86167.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.031 573.084 0.0104059 0.00103228 85345.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 607.456 567.25 0.0103619 0.00102378 85670.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 601.456 561.139 0.0103002 0.00102189 86222.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.174 555.068 0.0103184 0.00104179 86238.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 588.974 549.285 0.0102923 0.00102058 86283.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 583.11 543.912 0.0103635 0.00104315 85833.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 577.155 537.957 0.0102948 0.00101865 86243 0
: 423 Minimum Test error found - save the configuration
: 423 | 571.014 532.161 0.0103072 0.00102157 86154.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.066 526.834 0.0103293 0.00102927 86021 0
: 425 Minimum Test error found - save the configuration
: 425 | 559.279 521.283 0.0103463 0.00102461 85821.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.649 515.274 0.0103238 0.00104264 86196 0
: 427 Minimum Test error found - save the configuration
: 427 | 547.935 509.814 0.0103385 0.00105369 86162.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 542.276 505.175 0.0102987 0.00101746 86195.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.691 499.659 0.0103663 0.00103978 85776.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.181 494.172 0.0103129 0.00102021 86088.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 525.642 489.051 0.0103084 0.00102283 86155.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.373 483.356 0.010302 0.00102757 86259.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 514.624 478.259 0.010294 0.0010217 86278.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 509.2 473.441 0.0103753 0.00102203 85531.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 504.035 468.46 0.0102923 0.00101902 86268.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 498.789 463.208 0.0103635 0.00110734 86428.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 493.464 458.443 0.0103038 0.00101921 86163.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.664 453.32 0.0102872 0.00102083 86333.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 483.684 448.492 0.0104378 0.00107292 85425.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.344 443.948 0.0103604 0.00102483 85694.1 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.439 439.533 0.0103652 0.00102145 85618.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 468.556 433.946 0.0103037 0.0010227 86197.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 463.8 429.742 0.0102992 0.00101803 86195.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.782 424.807 0.0103473 0.00102109 85779.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 453.942 419.987 0.0103099 0.00102177 86131.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 449.08 415.792 0.0103237 0.00101886 85976.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 444.371 411.199 0.0103419 0.00102687 85882.9 0
: 448 Minimum Test error found - save the configuration
: 448 | 439.841 406.791 0.0103139 0.00102958 86167.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.146 402.131 0.0103639 0.00104223 85821.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 430.602 398.281 0.0103632 0.0010259 85677.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 426.297 394.282 0.0103481 0.00104928 86032.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.941 389.298 0.0103073 0.00102919 86224.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.318 385.263 0.0103307 0.00101987 85921 0
: 454 Minimum Test error found - save the configuration
: 454 | 413.319 381.641 0.0103221 0.00103326 86125.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 408.674 376.681 0.0104445 0.00111661 85764.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.094 372.782 0.0103505 0.00102344 85772 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.27 368.294 0.01042 0.00102876 85185.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 395.809 364.474 0.0103792 0.00102421 85515.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.724 360.327 0.0104051 0.00104211 85443.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.214 356.315 0.0103219 0.00102181 86020.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.374 351.917 0.0103213 0.0010214 86022.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.25 348.719 0.0103618 0.00102657 85696.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.417 344.545 0.0103021 0.00102367 86221.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.236 340.532 0.0103495 0.0010212 85760.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.236 336.542 0.0103465 0.00102379 85811.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 363.281 333.093 0.0104057 0.0010279 85307.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.538 329.426 0.0103219 0.0010348 86141.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 355.462 326.014 0.010287 0.00102301 86356.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.056 321.981 0.0103492 0.00103458 85886.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.283 317.935 0.0103376 0.00102231 85880.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.656 314.55 0.0102855 0.00102289 86368.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.704 311.088 0.0103102 0.00102587 86167 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.171 307.592 0.0103125 0.00102026 86093.4 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.341 304.302 0.010323 0.00101996 85993.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 329.779 300.635 0.0103135 0.00102206 86100.9 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.327 298.018 0.0103102 0.00102013 86113.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 322.987 294.218 0.0104368 0.0010311 85054.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.381 290.597 0.0102931 0.00102159 86285.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 316.073 287.325 0.0104029 0.00104144 85456.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.452 283.785 0.0103189 0.00102241 86054 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.103 281.621 0.0103054 0.0010237 86191.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 305.948 277.864 0.0102963 0.00102428 86281.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.881 275.058 0.0103117 0.00102772 86170 0
: 484 Minimum Test error found - save the configuration
: 484 | 299.38 271.401 0.0102962 0.00102368 86276.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 296.01 268.071 0.0103112 0.00101663 86071.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.661 264.861 0.0103204 0.00102303 86045.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.511 261.865 0.0103332 0.0010208 85907.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.337 259.275 0.0103044 0.00102096 86175 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.353 256.208 0.0103803 0.00105519 85789.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.377 253.025 0.0103218 0.00102833 86081.7 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.03 250.464 0.0103425 0.00102174 85830 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.514 247.547 0.0103321 0.00102246 85932.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.291 244.375 0.010325 0.00102424 86014.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.181 242.686 0.0103194 0.0010202 86029.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.578 240.036 0.0103089 0.00102042 86128.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.852 236.904 0.0103653 0.00104841 85865.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.554 234.295 0.0104008 0.00102532 85329.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.711 231.684 0.0103431 0.00102231 85829.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 254.064 229.485 0.0103549 0.00103966 85880.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.37 226.488 0.0103939 0.00102147 85356.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.509 223.502 0.0102929 0.00102382 86308.5 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.601 221.48 0.0104442 0.00107257 85363.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 243.016 219.824 0.0104259 0.00102918 85136.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.488 217.721 0.0108965 0.00106551 81375.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.641 214.286 0.0109623 0.001159 81605.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 235.03 212.319 0.0115203 0.0011441 77099.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.448 209.711 0.0129791 0.00105167 67072.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 230.001 207.908 0.0126871 0.00199499 74821.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.759 205.196 0.0130822 0.00139962 68477.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.84 203.331 0.0121197 0.00105338 72291.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.552 200.441 0.0116345 0.00104963 75579.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.949 197.922 0.0118181 0.00118696 75250.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.678 196.904 0.0111663 0.00111377 79581.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 214.984 194.133 0.0115486 0.00126109 77764.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.001 191.547 0.0107126 0.00104341 82737.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.369 188.917 0.0114028 0.00104558 77241.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.2 186.541 0.0106053 0.00107256 83921.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.603 184.534 0.0105354 0.00103634 84219 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.658 183.173 0.0104866 0.00102961 84593.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.42 180.855 0.0104083 0.00104798 85467.2 0
: 521 Minimum Test error found - save the configuration
: 521 | 199.39 178.673 0.0104329 0.00103065 85085.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.972 176.205 0.0105263 0.00103652 84301.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.465 174.165 0.0104724 0.00102488 84678.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.383 172.583 0.0105859 0.00103217 83737.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.23 170.417 0.0110152 0.00113082 80936.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.925 168.95 0.0114576 0.0012096 78063.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 186.007 167.6 0.0124463 0.00146589 72857 0
: 528 Minimum Test error found - save the configuration
: 528 | 184.218 166.082 0.0123316 0.00118814 71791.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.766 163.072 0.0113562 0.00121089 78854 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.033 160.989 0.0124215 0.0012367 71525.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.096 160.019 0.0121527 0.0011756 72878.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.087 157.047 0.0105415 0.00105331 84315.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.645 155.95 0.011157 0.00104091 79082 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.684 153.177 0.0104813 0.0010292 84637.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.561 152.025 0.0105658 0.00104288 84007.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.946 151.196 0.010592 0.00105272 83863.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.888 149.747 0.0105089 0.00102966 84394.5 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.961 146.625 0.010939 0.00104918 80891 0
: 539 | 162.007 146.704 0.0107292 0.00100978 82309.4 1
: 540 Minimum Test error found - save the configuration
: 540 | 160.186 144.632 0.0131205 0.00160833 69491.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.399 142.513 0.0111197 0.00108092 79691.1 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.39 140.132 0.0106422 0.00115994 84367.8 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.553 139.176 0.0108276 0.00103337 81680.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.67 138.073 0.0105551 0.00105789 84235.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 151.008 136.652 0.0105573 0.00105005 84146.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 149.256 134.593 0.0110859 0.00110376 80143.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.554 133.353 0.0113387 0.00120942 78979.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.807 133.263 0.0122496 0.00107741 71606.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.269 130.146 0.0110697 0.00111793 80387.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 142.515 128.373 0.0138821 0.00150118 64615.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 140.711 127.631 0.0151601 0.00155913 58819.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.1 126.329 0.0165906 0.00108199 51584.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.474 124.315 0.0108002 0.00103859 81953.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.799 123.434 0.0107433 0.00108106 82796.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.202 122.959 0.0105422 0.00103261 84125.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.611 120.368 0.010397 0.00103621 85462.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.278 118.752 0.0103457 0.00102215 85804.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.553 116.538 0.0105441 0.00102302 84024.4 0
: 559 | 127.953 116.59 0.0105039 0.0010062 84231.3 1
: 560 Minimum Test error found - save the configuration
: 560 | 126.55 114.773 0.0111931 0.00156718 83108.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.151 113.751 0.0107729 0.00116414 83257.5 0
: 562 | 123.643 114.166 0.0109795 0.00109454 80930.7 1
: 563 Minimum Test error found - save the configuration
: 563 | 122.324 111.653 0.0109457 0.00115016 81670 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.89 110.694 0.0108418 0.0010525 81721.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.327 107.804 0.0104491 0.00102412 84880.9 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.044 107.729 0.010454 0.00104454 85021.2 0
: 567 | 116.565 107.872 0.0104832 0.000994726 84312.5 1
: 568 Minimum Test error found - save the configuration
: 568 | 115.072 104.629 0.0103165 0.00102086 86061.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.706 104.536 0.0103489 0.00102143 85767.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.245 102.394 0.0103653 0.0010429 85814.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.895 101.232 0.0104985 0.00104652 84638.6 0
: 572 | 109.654 101.95 0.0104704 0.000997236 84449.3 1
: 573 Minimum Test error found - save the configuration
: 573 | 108.831 99.9914 0.0105602 0.00106189 84225.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.251 97.9468 0.0104384 0.00102649 84998.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.7 96.5866 0.010412 0.0010291 85261 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.568 95.8309 0.0104665 0.00106066 85053.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.296 94.7551 0.010367 0.00106321 85986.5 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.277 94.0049 0.0103916 0.00103669 85516.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.007 91.7765 0.0105459 0.00107611 84479.3 0
: 580 | 100.129 92.0983 0.0104201 0.00102298 85132.8 1
: 581 Minimum Test error found - save the configuration
: 581 | 99.3244 90.133 0.0106356 0.00107571 83682.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.725 89.6704 0.0104143 0.00105861 85509.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.5925 88.4893 0.0111432 0.00106576 79385.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.6261 87.2221 0.0116837 0.00111831 75718.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.3143 86.5857 0.0123385 0.00128694 72387.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.8876 84.7627 0.0122377 0.00109138 71772.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.8369 83.6856 0.012534 0.00169381 73799.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.774 83.3033 0.0112404 0.0012772 80295.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.388 81.7348 0.0117137 0.0012173 76216.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.2816 80.8842 0.0116601 0.0011546 76150.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.6188 80.391 0.0117739 0.00105009 74600 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.354 78.8615 0.0118609 0.00125825 75452.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.3214 77.6224 0.012339 0.00104824 70854.3 0
: 594 | 84.5351 77.8834 0.010464 0.00104658 84949.1 1
: 595 Minimum Test error found - save the configuration
: 595 | 83.5804 75.6946 0.0105958 0.0010286 83619.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.3549 75.1618 0.0110314 0.00108911 80464.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.4977 73.9 0.0109155 0.00103027 80928.6 0
: 598 | 80.5149 74.1255 0.0119431 0.0010458 73412.5 1
: 599 Minimum Test error found - save the configuration
: 599 | 79.6905 72.3934 0.011911 0.0014761 76665.8 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.7923 72.0664 0.0116562 0.00106214 75514.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.8846 69.9478 0.0117337 0.00130055 76678.8 0
: 602 | 77.0437 70.0613 0.0106574 0.00104747 83246.9 1
: 603 Minimum Test error found - save the configuration
: 603 | 76.1356 68.2301 0.0116325 0.00104618 75569.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.0632 67.6849 0.0103681 0.00102528 85627.1 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.1998 66.7737 0.0104019 0.00102444 85310.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.4059 64.7105 0.0102982 0.00102172 86239.8 0
: 607 | 72.4776 65.6187 0.0104594 0.00101535 84709 1
: 608 Minimum Test error found - save the configuration
: 608 | 71.6111 64.1922 0.0105166 0.00106593 84650 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.1255 63.384 0.0106244 0.00106061 83648.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.9835 62.4203 0.0104527 0.00105718 85147.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.1002 61.3685 0.0104892 0.00105867 84830.7 0
: 612 | 68.3191 61.9469 0.0103669 0.000997867 85387.4 1
: 613 Minimum Test error found - save the configuration
: 613 | 67.412 60.1334 0.0104283 0.00102622 85087.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.5926 58.9386 0.0103452 0.0010246 85831 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.7495 58.7291 0.0103266 0.00102063 85966.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.1454 58.4108 0.0103337 0.00104067 86085.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.4444 57.0582 0.0103186 0.00103766 86198.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.6449 55.819 0.0103414 0.00102068 85830.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.1872 55.1552 0.010322 0.00102769 86073.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.1176 54.6612 0.0103786 0.00103647 85633.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.2804 53.455 0.0104215 0.00104428 85313.1 0
: 622 | 60.7404 54.3031 0.0103319 0.00101631 85877.2 1
: 623 Minimum Test error found - save the configuration
: 623 | 60.2172 52.8734 0.0102994 0.00102171 86227.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.1177 51.2396 0.0103154 0.00102689 86127.6 0
: 625 | 58.5019 52.0071 0.0105665 0.00116493 85091.9 1
: 626 Minimum Test error found - save the configuration
: 626 | 57.6346 50.1348 0.0111157 0.00111126 79964.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.035 49.3263 0.0121808 0.00152806 75097.7 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.4592 48.1896 0.0111742 0.0010557 79063.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.5263 47.5487 0.0111774 0.00118314 80045.6 0
: 630 | 54.8919 47.7583 0.0113938 0.00134198 79587.4 1
: 631 Minimum Test error found - save the configuration
: 631 | 54.4107 46.5367 0.0117965 0.00141014 77024.2 0
: 632 | 53.9148 47.104 0.0128123 0.00141229 70175.5 1
: 633 Minimum Test error found - save the configuration
: 633 | 53.1066 45.2455 0.0124557 0.00128548 71618.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.3641 44.9203 0.0120817 0.00111809 72968.9 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.7973 44.3941 0.0131798 0.00165274 69402.1 0
: 636 | 51.1111 44.4283 0.0123608 0.000997087 70399.5 1
: 637 Minimum Test error found - save the configuration
: 637 | 50.6244 43.3503 0.0117566 0.00103904 74644.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.0349 42.9078 0.0105315 0.0010451 84330.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.4833 42.1836 0.0105537 0.00106213 84285.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.8896 41.9874 0.0106847 0.0010395 82943.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.491 40.8991 0.0108288 0.00102887 81633.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.7593 40.5684 0.0105873 0.00107898 84136.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.1043 39.529 0.0108616 0.00115072 82381.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.5441 38.9965 0.0105356 0.00109113 84705.7 0
: 645 | 45.9733 39.0217 0.0105789 0.00103031 83782 1
: 646 Minimum Test error found - save the configuration
: 646 | 45.5237 38.7796 0.0104425 0.00105417 85211.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.7255 37.4903 0.0107495 0.00104882 82468.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.0755 36.9488 0.0104089 0.00103464 85339.8 0
: 649 | 43.662 36.9786 0.0105553 0.000991237 83646 1
: 650 Minimum Test error found - save the configuration
: 650 | 43.1915 36.1967 0.0105835 0.00107872 84168.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.5517 35.8366 0.0104509 0.00103607 84972.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.1154 35.0544 0.0104517 0.00103405 84946.9 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.6027 34.1539 0.0104325 0.00102843 85069.5 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.1692 33.5809 0.0107156 0.00112095 83379.5 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.6875 33.384 0.0104393 0.00103324 85051.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.1795 32.3662 0.010508 0.0010329 84431.4 0
: 657 | 39.7607 33.4395 0.0104033 0.000989706 84983.5 1
: 658 | 39.4788 32.7272 0.0105262 0.00100982 84065.7 2
: 659 Minimum Test error found - save the configuration
: 659 | 38.9074 31.4194 0.0110342 0.00109572 80494.9 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.2865 30.7594 0.0105953 0.00110578 84303.8 0
: 661 | 37.8032 30.8289 0.010859 0.00100133 81154.7 1
: 662 Minimum Test error found - save the configuration
: 662 | 37.3246 30.0969 0.0104664 0.00106189 85065.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.02 29.2477 0.0103736 0.00103627 85677.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.6831 28.88 0.0104138 0.00104311 85372.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.9902 27.8368 0.0103369 0.00102916 85949.5 0
: 666 | 35.8228 28.234 0.010641 0.00104747 83389.6 1
: 667 | 35.7296 29.0788 0.0103082 0.000991427 85866.7 2
: 668 Minimum Test error found - save the configuration
: 668 | 35.1095 27.644 0.0103662 0.00105274 85896.8 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.4282 26.6692 0.0104411 0.00107929 85453.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.8087 26.3255 0.0103082 0.0010237 86165.3 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.402 26.0391 0.0103743 0.00103913 85697.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.0585 25.5333 0.0103569 0.00102199 85699.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.5579 25.245 0.0103299 0.00102635 85988.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.1627 24.7383 0.0103244 0.00103027 86076 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.7982 23.9759 0.0103525 0.00102448 85763.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.498 23.6004 0.0105007 0.00104722 84625.2 0
: 677 | 31.5467 23.9361 0.0105308 0.000999405 83932.8 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.0583 23.1284 0.0105874 0.00112441 84539.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.3977 22.7307 0.0117541 0.00112988 75299.7 0
: 680 | 30.2071 24.2141 0.0105657 0.000999926 83631.1 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.6889 21.5661 0.0106551 0.00104436 83239.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.1361 21.2043 0.0106564 0.00117699 84393.1 0
: 683 | 28.7757 22.2049 0.0109725 0.00115111 81455 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.2743 20.5617 0.0107654 0.00111621 82908.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 27.9605 20.3258 0.0105809 0.00107605 84167.6 0
: 686 | 27.6347 20.6738 0.0106621 0.000993467 82741.5 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.2171 20.1445 0.0107112 0.00106616 82943.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.9366 19.3506 0.0111335 0.00107285 79517.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.4592 19.0916 0.0105705 0.0010789 84285.3 0
: 690 | 26.2567 19.4098 0.0141324 0.00155034 63582.5 1
: 691 | 26.059 19.4446 0.0123233 0.000992997 70607.3 2
: 692 Minimum Test error found - save the configuration
: 692 | 25.8689 18.3288 0.0103354 0.00104225 86085.2 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.281 18.2505 0.0103143 0.00102205 86093 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.0298 17.8554 0.0102993 0.00102895 86296.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.7623 17.5077 0.0103494 0.00104672 85996.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.3272 17.0818 0.0104763 0.00103953 84774.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.8715 16.5894 0.0103686 0.00103214 85685.7 0
: 698 | 23.5935 16.877 0.010313 0.000989727 85807 1
: 699 | 23.35 16.7046 0.0102725 0.000990216 86185.9 2
: 700 Minimum Test error found - save the configuration
: 700 | 22.9896 16.4986 0.0103137 0.00102723 86146.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.739 15.8935 0.0102943 0.00102312 86288.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.3584 15.4577 0.0103487 0.00103015 85850 0
: 703 | 22.1249 15.6068 0.0102789 0.000988506 86110.3 1
: 704 | 22.3528 17.303 0.0102701 0.000987926 86186.7 2
: 705 Minimum Test error found - save the configuration
: 705 | 22.1471 15.3255 0.0104875 0.00107282 84973.9 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.2714 14.5133 0.010413 0.00106509 85581 0
: 707 | 20.837 14.5438 0.0102632 0.000987905 86250.5 1
: 708 | 20.6847 14.9841 0.0102899 0.000989905 86021.3 2
: 709 Minimum Test error found - save the configuration
: 709 | 20.4337 14.1499 0.0103197 0.00102491 86069.3 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.0845 13.7574 0.0102969 0.00102117 86246.9 0
: 711 Minimum Test error found - save the configuration
: 711 | 19.8258 13.3379 0.0103612 0.00103798 85807.6 0
: 712 | 19.9798 13.5318 0.0102698 0.000988656 86196.2 1
: 713 | 19.3432 13.4847 0.0102677 0.000991927 86245.8 2
: 714 Minimum Test error found - save the configuration
: 714 | 19.3452 13.2169 0.010307 0.00102341 86173.6 0
: 715 | 19.0408 14.896 0.0103357 0.000989456 85595.9 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.0114 12.9661 0.0103135 0.0010244 86122.8 0
: 717 | 18.2531 13.1577 0.0102621 0.000988317 86264.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.0741 12.0624 0.0103548 0.00104282 85910.5 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.8428 11.8342 0.0102961 0.00102461 86285.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.5469 11.7884 0.0103138 0.00102403 86116.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.4438 11.7876 0.0103154 0.00102419 86103 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.2339 11.3898 0.0102994 0.00102488 86257.6 0
: 723 Minimum Test error found - save the configuration
: 723 | 16.9578 10.9528 0.0103091 0.00102294 86149.6 0
: 724 | 16.6143 11.4569 0.0102944 0.00100876 86154.5 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.4625 10.3351 0.0107143 0.00104923 82771.9 0
: 726 | 16.2939 10.6131 0.010399 0.000990497 85029 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.0656 10.2653 0.0105253 0.00104353 84372.3 0
: 728 | 15.7924 10.3029 0.0105912 0.000991536 83336.2 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.6 9.94179 0.0109179 0.00105663 81125.7 0
: 730 | 15.4547 10.2477 0.0109214 0.00100191 80649.1 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.3709 9.47325 0.0104671 0.00108213 85243.1 0
: 732 | 15.1482 10.2609 0.0104749 0.000990316 84347.7 1
: 733 | 15.3162 9.74693 0.0104352 0.00100402 84825.1 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.648 9.18669 0.0108404 0.00107995 81963.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.3451 8.75841 0.0105445 0.00103607 84135.6 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.1621 8.65778 0.0104064 0.00103067 85326.6 0
: 737 | 14.0323 8.89352 0.0103208 0.000988535 85724.2 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.8587 8.28538 0.0105741 0.00103581 83872.4 0
: 739 | 13.793 10.475 0.0103973 0.000982226 84969.9 1
: 740 | 13.9549 8.81441 0.0103304 0.000987037 85622.3 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.3701 7.66357 0.010413 0.00108247 85740.1 0
: 742 | 13.1243 8.25533 0.0104428 0.000992295 84651.5 1
: 743 Minimum Test error found - save the configuration
: 743 | 12.9506 7.47872 0.0108494 0.00107622 81856.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.8197 7.45163 0.0104216 0.00103 85182.8 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.5571 7.06859 0.0104762 0.00103005 84690.9 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.2642 6.9674 0.0103311 0.00102327 85948.7 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.1445 6.95684 0.0103572 0.00103114 85781.2 0
: 748 | 12.1538 7.63963 0.0102803 0.000987736 86090.6 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.4571 6.85567 0.0103854 0.0010321 85531.7 0
: 750 | 11.9881 7.26064 0.0103128 0.0010011 85913.4 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.6111 6.19012 0.0103197 0.00102843 86102.3 0
: 752 | 11.3721 6.54021 0.0104169 0.00107632 85648.1 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.2692 6.14379 0.010401 0.00105766 85622.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.0519 6.06173 0.0103784 0.00103222 85596.7 0
: 755 Minimum Test error found - save the configuration
: 755 | 10.8519 5.95534 0.0103119 0.00102102 86106 0
: 756 | 10.9869 6.09411 0.0102585 0.000986807 86284.2 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.9565 5.57353 0.0103325 0.00102411 85943.7 0
: 758 | 10.5804 6.0367 0.0102977 0.000988775 85939.3 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.3387 5.11829 0.0103262 0.0010281 86039.1 0
: 760 | 10.3671 5.44333 0.0102797 0.000990506 86121.2 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.056 4.91836 0.0103073 0.00102556 86190.7 0
: 762 | 10.0409 4.99288 0.0108925 0.000993857 80818.9 1
: 763 | 9.85493 5.11456 0.0103516 0.000989876 85453.9 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.63809 4.73373 0.0103482 0.00103055 85858.9 0
: 765 | 9.57163 4.96368 0.0103536 0.000991266 85448.7 1
: 766 Minimum Test error found - save the configuration
: 766 | 9.50439 4.1992 0.0105724 0.00103072 83842.8 0
: 767 | 9.83914 4.96054 0.0102704 0.000988836 86192.6 1
: 768 | 9.29032 4.23313 0.010268 0.000987787 86204.9 2
: 769 | 9.56204 4.57118 0.0105794 0.000997357 83489.3 3
: 770 | 9.13906 4.37704 0.0103119 0.000990556 85824.9 4
: 771 Minimum Test error found - save the configuration
: 771 | 8.95959 4.03686 0.0103408 0.0010333 85952.3 0
: 772 | 8.79549 4.21123 0.0103543 0.00101142 85626.9 1
: 773 Minimum Test error found - save the configuration
: 773 | 8.69045 3.95134 0.0103494 0.00103684 85905 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.70241 3.39427 0.010316 0.00102192 86076.1 0
: 775 | 8.46223 3.62659 0.0104137 0.000988118 84875 1
: 776 | 8.25589 3.43581 0.0103226 0.00100987 85903.6 2
: 777 | 8.43086 3.45178 0.0103133 0.00102689 86147.2 3
: 778 Minimum Test error found - save the configuration
: 778 | 8.11731 3.17139 0.0103866 0.00105423 85723.1 0
: 779 | 8.13958 3.17994 0.0102625 0.000987036 86249.5 1
: 780 | 8.11246 3.90192 0.0102847 0.000988477 86056 2
: 781 Minimum Test error found - save the configuration
: 781 | 7.99559 3.07722 0.010422 0.00110547 85868.4 0
: 782 | 7.78099 3.29141 0.0103682 0.00103709 85734.9 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.61782 2.96156 0.0103728 0.00105242 85833.3 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.63203 2.88918 0.010375 0.00104317 85728.2 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.60439 2.86994 0.0104264 0.00103139 85151.2 0
: 786 | 7.41591 3.04934 0.0103153 0.0010036 85913.2 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.13846 2.546 0.0103092 0.00103014 86215.9 0
: 788 | 7.13884 2.85788 0.0103588 0.000995017 85435.4 1
: 789 | 7.00666 2.62987 0.010443 0.00114022 85995.4 2
: 790 | 6.97998 2.61988 0.0104096 0.000995377 84977.6 3
: 791 | 6.96765 2.65094 0.0103204 0.000989086 85732.6 4
: 792 Minimum Test error found - save the configuration
: 792 | 6.88353 2.38065 0.0104661 0.00103501 84826.2 0
: 793 | 6.73169 2.59759 0.0102997 0.000987786 85911.6 1
: 794 | 6.5789 2.39052 0.010284 0.000990147 86078.7 2
: 795 | 6.55351 2.89571 0.0102973 0.000986816 85924.4 3
: 796 Minimum Test error found - save the configuration
: 796 | 6.51992 2.22334 0.0103193 0.00102421 86067 0
: 797 | 6.53043 2.42253 0.0102452 0.000987026 86410.5 1
: 798 | 6.35931 2.50336 0.0102904 0.000987457 85994 2
: 799 Minimum Test error found - save the configuration
: 799 | 6.2212 2.19202 0.0103229 0.00102489 86039.6 0
: 800 | 6.04566 2.31068 0.0102791 0.00100074 86222.5 1
: 801 | 6.10578 2.46462 0.0103089 0.00100358 85972.1 2
: 802 | 6.05872 2.32108 0.0103761 0.000992407 85254 3
: 803 | 6.0598 2.32263 0.0102758 0.000987437 86129.3 4
: 804 | 5.99796 2.36964 0.0102646 0.000987137 86230.9 5
: 805 | 5.9541 2.33754 0.0103776 0.000996986 85282.6 6
: 806 | 5.81514 2.28574 0.0102985 0.000990056 85943.9 7
: 807 | 5.77318 2.28262 0.0102835 0.000989466 86076.4 8
: 808 Minimum Test error found - save the configuration
: 808 | 5.66442 2.14292 0.0106235 0.00105827 83636.4 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.53915 2.1171 0.0103193 0.00102517 86075.7 0
: 810 | 5.53276 2.23094 0.0102812 0.000986737 86073 1
: 811 | 5.54132 2.28563 0.0103537 0.00100502 85573.4 2
: 812 | 5.40185 2.34736 0.0102803 0.000991466 86125.2 3
: 813 | 5.36566 2.27535 0.010278 0.000992867 86159.3 4
: 814 | 5.20524 2.28537 0.010299 0.000987586 85915.9 5
: 815 | 5.14724 2.29486 0.0102643 0.000988367 86244.6 6
: 816 | 5.30608 2.37032 0.0103041 0.000989806 85889.3 7
: 817 Minimum Test error found - save the configuration
: 817 | 5.10499 1.94111 0.0103178 0.00102869 86122.4 0
: 818 | 4.93301 2.1571 0.0103153 0.00101378 86007.1 1
: 819 | 4.93499 2.78025 0.0102725 0.000977366 86066.5 2
: 820 | 4.94312 2.43674 0.0102763 0.000987515 86125.7 3
: 821 | 4.90507 2.4347 0.0104039 0.000993958 85016.7 4
: 822 Minimum Test error found - save the configuration
: 822 | 4.7861 1.78222 0.010371 0.00103196 85661.4 0
: 823 | 4.69168 2.18738 0.0104416 0.000991396 84654.5 1
: 824 | 4.70722 2.22095 0.0102832 0.000989947 86083.6 2
: 825 | 4.6792 2.6754 0.0103893 0.00109602 86084 3
: 826 | 4.63476 2.9364 0.0103195 0.000988196 85732.6 4
: 827 | 4.72154 2.31045 0.0102734 0.000987215 86149.6 5
: 828 | 4.46508 2.39981 0.0102792 0.000988626 86108.5 6
: 829 | 4.65446 2.80222 0.0102925 0.000986506 85966.1 7
: 830 | 4.55029 2.54048 0.0103661 0.00101151 85519.8 8
: 831 | 4.50255 2.63849 0.0103764 0.000993076 85257.6 9
: 832 | 4.50752 2.67368 0.010295 0.000989237 85968.6 10
: 833 | 4.25134 2.44158 0.0102785 0.000989366 86122 11
: 834 | 4.21653 2.61232 0.0102829 0.000988046 86068.9 12
: 835 | 4.10504 3.03934 0.0103182 0.000987396 85737.2 13
: 836 | 4.09177 3.25908 0.0102953 0.000988196 85955.8 14
: 837 | 4.08767 2.84464 0.0104052 0.00100735 85125.9 15
: 838 | 4.09137 2.63659 0.0105076 0.00100571 84193.3 16
: 839 | 3.84801 2.78002 0.0102995 0.000988965 85924.6 17
: 840 | 3.84226 2.82347 0.0104802 0.00101288 84501.4 18
: 841 | 3.75521 3.02615 0.0103152 0.000989237 85781.8 19
: 842 | 3.75729 3.10056 0.0103365 0.000989137 85585.3 20
: 843 | 3.70158 2.9464 0.0102757 0.000991437 86166.9 21
:
: Elapsed time for training with 1000 events: 8.93 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: 0.0118 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: 0.83 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.164 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= 3.25284e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03127e+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: 0.0369 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: 0.0365 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00134 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0944 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: 0.893 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0204 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00253 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: 0.0365 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00417 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: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000298 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: 0.0946 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.88 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 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 : -0.735 0.0324 5.55 1.57 | 3.235 3.222
: 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 : -0.120 0.0428 2.01 1.12 | 3.374 3.366
: 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.