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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 ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
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:1308
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: 0.248 sec
: Elapsed time for training with 1000 events: 0.252 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00237 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: 0.000697 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0039 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: 0.000187 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000298 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 = 31529.2
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33064.3 31127.6 0.0099722 0.00103991 89562.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32563.7 30596.8 0.0100643 0.00102052 88458.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31916.2 29986.9 0.0101813 0.00102096 87333.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31234.6 29394.4 0.0101969 0.00101952 87170.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30538.5 28719.2 0.0102146 0.00102438 87048.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29728.6 27795.3 0.0102754 0.00105512 86764.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28916.1 27044.6 0.0101142 0.00100272 87801.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28385.5 26636.1 0.0100117 0.000998236 88756.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28009.7 26297.7 0.00999559 0.000997966 88912.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27675.4 25990.8 0.00999248 0.000993136 88895.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27366.8 25701.8 0.0100034 0.000991287 88769.9 0
: 12 Minimum Test error found - save the configuration
: 12 | 27071.5 25428 0.0099739 0.000988527 89033.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26786.7 25167.5 0.00999185 0.000988916 88859.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26517.7 24908.8 0.0099754 0.000989186 89025.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26253.9 24655.4 0.00997144 0.000988667 89059.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 25992.8 24412.1 0.0101186 0.000992096 87657.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25737.9 24177.2 0.00989183 0.000982677 89795.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25495.1 23940 0.00990762 0.000986916 89679 0
: 19 Minimum Test error found - save the configuration
: 19 | 25250.9 23709.3 0.00990685 0.000980807 89625.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25012 23483.3 0.00989017 0.000978697 89771.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24779.2 23259 0.00990964 0.000978607 89575.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24547 23040.2 0.00991398 0.000979956 89545.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24319.4 22825.2 0.00990427 0.000980326 89646.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24093.7 22615.5 0.00991118 0.000982507 89599 0
: 25 Minimum Test error found - save the configuration
: 25 | 23875.2 22405.1 0.00991999 0.000982737 89512.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23659.3 22195 0.00991695 0.000984436 89560.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23441 21992.5 0.00994697 0.000999477 89410.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23225.6 21796.9 0.00991749 0.000984497 89555.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23019 21598.8 0.00991354 0.000981485 89565 0
: 30 Minimum Test error found - save the configuration
: 30 | 22813.6 21400.1 0.00993453 0.000980287 89343.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22608.3 21204.7 0.00992666 0.000980056 89419.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22405.7 21011.7 0.00995714 0.000989517 89209.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22203.4 20823.8 0.00993505 0.000986996 89404.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22006.1 20636.2 0.00994072 0.000988767 89365.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21808.4 20451.2 0.00995413 0.000990076 89245.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21614.4 20265.8 0.00995791 0.000987096 89178 0
: 37 Minimum Test error found - save the configuration
: 37 | 21419.8 20085.2 0.0100987 0.000998907 87914.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21230 19904.6 0.00997763 0.000993067 89041.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21041 19726.2 0.00999325 0.000989275 88849.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20853.1 19551.8 0.00996924 0.000994436 89138.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20672.2 19373.3 0.00998162 0.000991166 88983.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20485.2 19202.7 0.0099897 0.000992146 88913 0
: 43 Minimum Test error found - save the configuration
: 43 | 20305.9 19031.1 0.00999503 0.000996606 88904.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20126.8 18860.3 0.0099944 0.000995857 88903.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 19947.9 18695.1 0.0099841 0.000990636 88953.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19772.5 18529.6 0.0099875 0.000991375 88927.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19599.1 18366.3 0.0100035 0.000994596 88800.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19426.1 18201.9 0.010042 0.00100758 88550.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19254.2 18040.8 0.0100078 0.000996976 88782.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19085.2 17877.9 0.0100272 0.00100431 88663.7 0
: 51 Minimum Test error found - save the configuration
: 51 | 18915.4 17719.3 0.010034 0.00100275 88581.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18749.5 17559.2 0.0100417 0.0010009 88487.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18581.9 17403.5 0.0100474 0.00100365 88459.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18418.3 17243.7 0.0100431 0.00100008 88466 0
: 55 Minimum Test error found - save the configuration
: 55 | 18254.4 17089.5 0.0100527 0.000998836 88359.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18092 16934.5 0.0100654 0.00100123 88259.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 17929.4 16786.3 0.0100692 0.00100378 88247.4 0
: 58 Minimum Test error found - save the configuration
: 58 | 17772.7 16632.3 0.0102056 0.00103133 87200.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17615.6 16485.2 0.010083 0.00100692 88144.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17456.6 16331.8 0.0100922 0.00100996 88084.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17301 16183.9 0.0100694 0.00100482 88255.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17146.4 16037.5 0.0100778 0.00100119 88138.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 16993.4 15891.1 0.0101035 0.00100758 87951.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16839.1 15750.3 0.0101232 0.00100616 87748.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 16690.7 15605.5 0.0100939 0.00100485 88018.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16539.1 15466.5 0.0101018 0.00101401 88030.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16393.7 15324.6 0.0101615 0.00102165 87528.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16245.4 15187 0.010189 0.00102631 87310.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16099.4 15050.4 0.0101227 0.00101258 87814.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15956.4 14913.4 0.010123 0.00100967 87783.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15814.4 14776.9 0.0101136 0.0010073 87851.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15671.5 14643.7 0.0101386 0.00101284 87663.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15531.1 14511.6 0.0101285 0.00100685 87703.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15393 14379.5 0.0101285 0.00101097 87743.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15253 14251.6 0.0101421 0.00101887 87687.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15119.9 14120.2 0.0101435 0.00101601 87647.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 14982.5 13992.5 0.0101675 0.00101255 87384.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14847.7 13867.3 0.0102682 0.00114144 87654.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14713.1 13746.5 0.0101515 0.00101325 87544.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14585.3 13619.6 0.0101676 0.00101031 87362 0
: 81 Minimum Test error found - save the configuration
: 81 | 14451.1 13499.4 0.0101474 0.00100775 87530.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14324.1 13376.1 0.0101532 0.00101086 87504.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14196.7 13254.1 0.0101463 0.00101335 87594.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14067.7 13135.5 0.0101384 0.00101147 87652.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 13940.4 13020 0.0101516 0.00101306 87540.9 0
: 86 Minimum Test error found - save the configuration
: 86 | 13816.2 12902.7 0.0101438 0.00101087 87595.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13694.3 12787.7 0.0101635 0.0010233 87525.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13570.2 12671.5 0.0101477 0.00100886 87538.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13446.9 12560.9 0.010185 0.00102731 87358.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13328.3 12448.6 0.0101598 0.0010118 87450.3 0
: 91 Minimum Test error found - save the configuration
: 91 | 13208.2 12337.5 0.0101727 0.00101253 87334.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13089.9 12226.6 0.0101917 0.00101381 87165.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 12971.2 12119.4 0.0101618 0.00101747 87486.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12856.5 12007.5 0.010155 0.00101201 87498.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12741.4 11903.9 0.0101535 0.0010112 87505.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12626.2 11795 0.0101471 0.00101175 87571.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12511.4 11688.5 0.0101759 0.00101916 87367.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12400.7 11586.9 0.0101563 0.00101225 87488.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12287.7 11480 0.0102943 0.00104053 86451.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12178.2 11380.6 0.010185 0.00101537 87244 0
: 101 Minimum Test error found - save the configuration
: 101 | 12069 11276.8 0.0101664 0.00101868 87453.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11959.7 11175.8 0.0102027 0.00101617 87083.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11853.7 11073.1 0.0101722 0.00101435 87356.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11744.6 10975.9 0.0101648 0.001014 87424 0
: 105 Minimum Test error found - save the configuration
: 105 | 11640.9 10879.7 0.0101679 0.00101377 87392.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11534 10781.3 0.0101712 0.00101377 87360.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11431.5 10686.2 0.0101913 0.00101532 87183.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11328 10588.7 0.0101779 0.00101668 87324.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11226 10498 0.0102197 0.00103554 87106.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11125.9 10400.8 0.0101776 0.00101509 87312.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11024.6 10304 0.0101689 0.00101523 87396.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10924.2 10214.7 0.0101811 0.00101358 87264.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10828 10120.9 0.0101798 0.00101312 87272.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10727.2 10033.2 0.0101748 0.00101273 87316.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10631.6 9945.51 0.0101719 0.0010181 87395.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10535.9 9852.2 0.0101804 0.00102064 87338.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10440.9 9761.96 0.0101944 0.00101825 87182.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10348 9673.09 0.0102001 0.00101818 87128 0
: 119 Minimum Test error found - save the configuration
: 119 | 10254 9585.02 0.0103309 0.00104443 86146.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10158.6 9500.21 0.0101783 0.00101521 87307 0
: 121 Minimum Test error found - save the configuration
: 121 | 10068.1 9415.26 0.0101936 0.00101571 87166.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9977.66 9329.33 0.0102083 0.00102207 87086.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9887.13 9244.91 0.0101814 0.00101905 87313.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9797.15 9159.03 0.0101843 0.00101959 87291.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9707.03 9082.07 0.010198 0.00101984 87163.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9621.68 8997.6 0.0102013 0.00102277 87160 0
: 127 Minimum Test error found - save the configuration
: 127 | 9534.69 8914.52 0.0102118 0.00101824 87017.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9446.08 8835.61 0.0101906 0.00101836 87219.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9361.1 8754.32 0.0102234 0.00105081 87216.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9277.26 8673.92 0.010185 0.00101633 87253.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9191.96 8596.55 0.0101882 0.00101775 87236.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9108.55 8516.18 0.0102058 0.00101916 87082.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9026.14 8438.81 0.0102066 0.00102097 87092.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 8944.03 8362.63 0.0101954 0.00102259 87214.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 8863.41 8285.85 0.0102003 0.00101944 87138.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8781.53 8211.39 0.0101972 0.00101926 87165.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8704.2 8135.38 0.0102131 0.00101654 86989.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8622.75 8058.87 0.0101975 0.00101693 87140.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8544.21 7989.71 0.0101947 0.00101577 87155.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8466.72 7916.37 0.0103327 0.00104555 86140.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8390.71 7839.04 0.010209 0.00101872 87048.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8313.89 7766.99 0.0102161 0.00102356 87027.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8236.88 7695.59 0.0102093 0.00102472 87102 0
: 144 Minimum Test error found - save the configuration
: 144 | 8162.96 7627.65 0.0102058 0.00101847 87076 0
: 145 Minimum Test error found - save the configuration
: 145 | 8089.34 7550.67 0.0102037 0.00102351 87144.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8014.83 7485.31 0.0102146 0.00101771 86986 0
: 147 Minimum Test error found - save the configuration
: 147 | 7941.06 7416.59 0.0102103 0.00102334 87079.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7868.53 7352.17 0.0102103 0.00103114 87154.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7797.89 7279.4 0.0102078 0.00102691 87137 0
: 150 Minimum Test error found - save the configuration
: 150 | 7725.69 7211.69 0.0102486 0.00103705 86847.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7656.25 7144.16 0.0101995 0.00102096 87159.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7584.75 7082.88 0.0102135 0.00102231 87039.8 0
: 153 Minimum Test error found - save the configuration
: 153 | 7516.84 7014.23 0.0102025 0.00101873 87109.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7447.53 6950.22 0.0102137 0.00101726 86990.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7378.85 6889.4 0.0102108 0.00101633 87008.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7313.57 6821.31 0.010209 0.00101909 87052.3 0
: 157 Minimum Test error found - save the configuration
: 157 | 7244.43 6759.96 0.0102116 0.00102307 87064.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7179.25 6695.4 0.0102124 0.0010228 87054.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7113.3 6633.94 0.0102196 0.00102429 87000.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7048.15 6572.56 0.0103476 0.00104707 86016.3 0
: 161 Minimum Test error found - save the configuration
: 161 | 6983.45 6509.1 0.0102019 0.00101781 87107.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6920.7 6450.58 0.010223 0.00101738 86903.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6856.24 6389.73 0.0102219 0.00101835 86922.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6794.59 6328.44 0.0101977 0.00101967 87165.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6730.4 6273.24 0.0102034 0.00102223 87135 0
: 166 Minimum Test error found - save the configuration
: 166 | 6670.22 6208.87 0.0102206 0.0010221 86970.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6608.69 6155.35 0.0102191 0.00102579 87019.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6547.99 6093.26 0.0102407 0.00102292 86789.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6488.06 6040.78 0.010203 0.00101664 87085.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6429.51 5981.81 0.0102339 0.00103612 86977.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6368.74 5924.04 0.0102201 0.0010193 86948.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6309.93 5871.15 0.0102295 0.00101855 86853.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6253.44 5815.14 0.0102116 0.00102333 87067.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6195.24 5760.31 0.0102287 0.00102315 86903.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6138.51 5707.28 0.0102162 0.00102282 87019.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6081.9 5655.12 0.0102154 0.00102946 87089.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6026.87 5597.11 0.0102125 0.00101865 87014.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 5970.47 5546.66 0.0102016 0.00101924 87124 0
: 179 Minimum Test error found - save the configuration
: 179 | 5915.35 5497.83 0.0102156 0.00101968 86994.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5861.8 5441.14 0.0103568 0.00105001 85959 0
: 181 Minimum Test error found - save the configuration
: 181 | 5807.24 5391.2 0.0102208 0.00102643 87009.6 0
: 182 Minimum Test error found - save the configuration
: 182 | 5754.34 5339.21 0.0102165 0.00102125 87001.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5701.05 5289.36 0.0102229 0.00102539 86980.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5648.1 5242.48 0.0102078 0.00102128 87084 0
: 185 Minimum Test error found - save the configuration
: 185 | 5596.22 5190.52 0.0102143 0.00102045 87015 0
: 186 Minimum Test error found - save the configuration
: 186 | 5544.51 5148.33 0.0102093 0.00101861 87045 0
: 187 Minimum Test error found - save the configuration
: 187 | 5494 5096.58 0.0102181 0.00101991 86973.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5443.31 5046.05 0.0102256 0.00101878 86891.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5392.44 5002.99 0.010215 0.00102006 87004 0
: 190 Minimum Test error found - save the configuration
: 190 | 5343.22 4953.66 0.0102682 0.00106375 86914.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5293.72 4908.99 0.0102154 0.00102872 87082.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5245.46 4862.25 0.0102112 0.00102192 87058.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5196.48 4816.9 0.0102254 0.00102102 86915.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5148.43 4772.8 0.0102218 0.00101986 86937.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5101.28 4725.53 0.0102086 0.00101935 87058.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5054.28 4681.77 0.0102098 0.00102214 87073.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5007.61 4638.43 0.0102214 0.0010253 86993.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4960.99 4595.62 0.0102251 0.00102544 86959.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4916.38 4549.7 0.0102233 0.00102681 86989.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4870.31 4507.45 0.0102347 0.0010266 86879.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4825.49 4467.11 0.0103597 0.00104759 85909.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4781.47 4424.73 0.0102276 0.00102059 86890.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4736.99 4382.18 0.0102239 0.00101935 86913.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4693.19 4342.48 0.0102134 0.00102276 87044.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4649.75 4301.61 0.0102165 0.00102211 87009.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4607.88 4260.95 0.0102487 0.00102838 86764.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4564.57 4222.35 0.0102325 0.00102372 86873.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4523.94 4181.67 0.0102246 0.00102796 86988.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4481.25 4141.33 0.0102227 0.00103408 87064.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4440.42 4103.85 0.0102287 0.00101907 86865.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4399.23 4065.53 0.0102456 0.00103785 86883 0
: 212 Minimum Test error found - save the configuration
: 212 | 4358.28 4028.81 0.0102327 0.0010276 86908.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4319.44 3990.52 0.0102427 0.00102338 86774.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4279.19 3954.79 0.0102366 0.00103297 86922 0
: 215 Minimum Test error found - save the configuration
: 215 | 4239.85 3916.76 0.010239 0.00102512 86825.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4201.5 3880.95 0.0102271 0.00102612 86947.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4162.93 3843.36 0.0102482 0.00102326 86721.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4124.78 3807.44 0.0102288 0.00102323 86904.2 0
: 219 Minimum Test error found - save the configuration
: 219 | 4087.32 3771.01 0.0102499 0.00102732 86743.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4049.08 3736.13 0.0102556 0.00102246 86643.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4012.73 3701.03 0.010359 0.00103099 85763.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3975.84 3665.72 0.0102517 0.00102444 86699.2 0
: 223 Minimum Test error found - save the configuration
: 223 | 3938.84 3632.8 0.0102473 0.00102819 86776.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3903.57 3599.17 0.0102237 0.00102588 86977 0
: 225 Minimum Test error found - save the configuration
: 225 | 3867.85 3565.57 0.0102262 0.00102545 86949.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3832.61 3532.12 0.0102809 0.0010212 86395.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3797.81 3498.41 0.0102196 0.00102052 86965.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3762.96 3466.01 0.010224 0.00102266 86943.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3729.03 3433.26 0.0102329 0.001034 86966.4 0
: 230 Minimum Test error found - save the configuration
: 230 | 3694.13 3403.12 0.0102474 0.00102275 86724.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3661.36 3370.84 0.0102807 0.00104484 86618.6 0
: 232 Minimum Test error found - save the configuration
: 232 | 3627.76 3339.59 0.0102601 0.00102608 86636.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3595.17 3308.64 0.0102412 0.001023 86784.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3562.25 3277.47 0.0102464 0.00102183 86724.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3529.18 3248.1 0.0102207 0.00102164 86965.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3498.42 3217.33 0.01023 0.0010216 86877.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3466.8 3185.77 0.0102299 0.00102054 86867.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3434.34 3156.59 0.0102277 0.00102287 86910.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3403.28 3127.24 0.0102398 0.00102742 86840 0
: 240 Minimum Test error found - save the configuration
: 240 | 3372.29 3098.49 0.0102309 0.00102596 86909.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3342.28 3069.1 0.0103611 0.00105112 85929.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3310.82 3041.73 0.010267 0.00102502 86561.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3282.21 3012.49 0.0102181 0.00102198 86992.7 0
: 244 Minimum Test error found - save the configuration
: 244 | 3250.93 2985.47 0.010221 0.00102011 86948 0
: 245 Minimum Test error found - save the configuration
: 245 | 3222.24 2957.85 0.0102444 0.00102544 86777.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3193.18 2929.75 0.0102605 0.0010302 86671.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3164.29 2901.95 0.010259 0.00102507 86637.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3135.04 2875.51 0.0102479 0.00102479 86738.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3106.86 2848.57 0.0102447 0.00102576 86778.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3078.52 2822.46 0.0102394 0.00102188 86791.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3050.49 2796.58 0.0102565 0.00103984 86799.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3023.51 2769.73 0.0102331 0.00102308 86862 0
: 253 Minimum Test error found - save the configuration
: 253 | 2995.76 2744.21 0.0102217 0.00101989 86939.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2968.21 2718.77 0.0102379 0.00102123 86799 0
: 255 Minimum Test error found - save the configuration
: 255 | 2941.47 2693.96 0.0102365 0.00102523 86849.6 0
: 256 Minimum Test error found - save the configuration
: 256 | 2914.73 2669.36 0.0102398 0.00102397 86807.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2889.26 2643.73 0.0102496 0.00103057 86776.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2862.09 2619.59 0.0102563 0.00102191 86632.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2836.42 2595.55 0.0102194 0.0010206 86967.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2810.73 2572.28 0.0102313 0.00102218 86870.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2785.57 2547.91 0.0102259 0.00102402 86938.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2761.49 2522.85 0.010373 0.00102987 85624.5 0
: 263 Minimum Test error found - save the configuration
: 263 | 2734.5 2500.76 0.0102243 0.0010245 86958.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2710.63 2477.26 0.0102418 0.00102357 86784.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2685.67 2455.21 0.0102439 0.00102853 86811.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2661.93 2432.21 0.0102485 0.00102665 86750.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2637.34 2410.26 0.0102286 0.00102528 86925.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2614.39 2387.21 0.010255 0.00102277 86652.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2590.24 2365.03 0.0102264 0.0010206 86901.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2566.24 2343.96 0.0102411 0.00102146 86771.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2543.35 2322.53 0.0102394 0.00102517 86822.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2520.42 2301.62 0.0102772 0.00104037 86609.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2498.1 2279.82 0.0102361 0.00102621 86863.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2474.92 2259.36 0.0102442 0.00102404 86766.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2453.03 2237.71 0.0102287 0.00102361 86908.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2429.9 2217.77 0.0102385 0.0010216 86796.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2407.94 2197.76 0.0102338 0.00102405 86864.7 0
: 278 Minimum Test error found - save the configuration
: 278 | 2386.75 2177.07 0.0102273 0.00101897 86878 0
: 279 Minimum Test error found - save the configuration
: 279 | 2364.56 2156.57 0.0102373 0.00102298 86821.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2342.71 2137.22 0.0102363 0.00102993 86896 0
: 281 Minimum Test error found - save the configuration
: 281 | 2321.28 2118.16 0.010245 0.00103012 86816.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2300.9 2097.85 0.0103853 0.00103578 85566.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2279.03 2079.18 0.0102307 0.00102224 86877 0
: 284 Minimum Test error found - save the configuration
: 284 | 2258.52 2060.39 0.0102368 0.00101953 86793.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2237.66 2041.68 0.010263 0.00102997 86645.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2217.83 2022.18 0.0102367 0.00101856 86785.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2197.21 2003.48 0.0102421 0.00102523 86797.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2176.34 1985.71 0.0102505 0.00102662 86731.7 0
: 289 Minimum Test error found - save the configuration
: 289 | 2157.22 1967.26 0.0102543 0.00103309 86756.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2137.13 1949.56 0.0102454 0.00103302 86839.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2117.16 1931.45 0.010263 0.00102366 86586 0
: 292 Minimum Test error found - save the configuration
: 292 | 2097.92 1913.48 0.0102646 0.00103623 86689.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2078.7 1895.81 0.0102369 0.00102043 86801 0
: 294 Minimum Test error found - save the configuration
: 294 | 2059.25 1878.28 0.0102426 0.00102202 86762.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2040.34 1860.93 0.010255 0.0010257 86680.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2021.04 1844.4 0.0102865 0.00102597 86388.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2002.1 1828.22 0.0102812 0.00102587 86436.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1984.35 1811.18 0.0102489 0.00102711 86751.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1965.95 1794.4 0.0102314 0.00102092 86857.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1947.79 1777.28 0.010237 0.00102234 86817.9 0
: 301 Minimum Test error found - save the configuration
: 301 | 1929.3 1760.96 0.0102473 0.00102821 86776.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1910.72 1745.94 0.0103829 0.00103142 85548.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1894.16 1729.49 0.0102368 0.00102334 86829.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1876.02 1713.04 0.0102492 0.00103299 86803.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1858.19 1697.57 0.0102476 0.00102492 86742.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1840.49 1683.31 0.0102397 0.00103304 86893.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1823.78 1668.16 0.0102536 0.00102365 86674 0
: 308 Minimum Test error found - save the configuration
: 308 | 1806.73 1652.54 0.0102351 0.0010275 86884.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1789.84 1636.71 0.0102327 0.00102243 86859.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1772.54 1622.06 0.0102385 0.00102161 86797.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1755.95 1607.64 0.010234 0.0010279 86899.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1739.99 1592.11 0.0102773 0.00104924 86692 0
: 313 Minimum Test error found - save the configuration
: 313 | 1722.71 1578.52 0.0102506 0.00102349 86701 0
: 314 Minimum Test error found - save the configuration
: 314 | 1707.08 1563.72 0.010246 0.00102802 86786.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1691.03 1548.79 0.0102326 0.00102426 86877.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1674.59 1534.6 0.0102523 0.00103937 86834 0
: 317 Minimum Test error found - save the configuration
: 317 | 1658.27 1521.25 0.0102559 0.00102085 86626.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1643.07 1507.1 0.0102555 0.00102343 86654 0
: 319 Minimum Test error found - save the configuration
: 319 | 1627.56 1492.99 0.0102289 0.00102069 86878.6 0
: 320 Minimum Test error found - save the configuration
: 320 | 1611.69 1479.63 0.0102442 0.00102175 86744.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1596.57 1466.25 0.0102633 0.00102625 86607.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1581.28 1453.52 0.010398 0.00104924 85572.5 0
: 323 Minimum Test error found - save the configuration
: 323 | 1566.49 1439.03 0.010248 0.00102322 86722.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1551.34 1425.93 0.0102511 0.00102274 86689 0
: 325 Minimum Test error found - save the configuration
: 325 | 1536.38 1412.72 0.0102232 0.00101985 86924.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1521.66 1400.29 0.0102357 0.00102156 86823.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1507.25 1386.73 0.0102475 0.00101862 86684.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1492.56 1374.08 0.0102535 0.00102098 86650.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1478.86 1360.9 0.0102448 0.00102817 86800 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.03 1348.77 0.0102963 0.00102814 86317.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1450.18 1336.35 0.0102488 0.00103414 86818.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1436.26 1323.88 0.0102771 0.00105456 86743.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1422.18 1311.8 0.0102448 0.00102524 86771.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1408.44 1300.08 0.010237 0.00102064 86802.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1395.53 1287.29 0.0102441 0.0010217 86745.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1381.65 1275.67 0.0102471 0.00102884 86784.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1368.59 1263.67 0.0102382 0.00102533 86834.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1355.15 1251.94 0.0102416 0.0010256 86805.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1342 1240.58 0.0102287 0.00103205 86987.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.44 1229 0.010246 0.00102031 86714.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1316.54 1217.57 0.0102353 0.00102198 86830.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1303.75 1206.11 0.0102221 0.00102177 86953.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1291.23 1195.62 0.0103922 0.00104733 85608.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1278.52 1184.09 0.0102394 0.00102187 86790.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.29 1172.79 0.0102373 0.00102392 86830.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.05 1161.96 0.0102578 0.001026 86656.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1242 1150.86 0.0102698 0.00102854 86568.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1229.7 1140.48 0.010232 0.00102307 86872.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1218.22 1129.35 0.0102434 0.0010222 86756.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.63 1118.61 0.0102357 0.00102328 86838.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.24 1108.36 0.0102549 0.00103209 86741.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1183.04 1097.72 0.0102328 0.00102498 86883 0
: 353 Minimum Test error found - save the configuration
: 353 | 1171.36 1087.89 0.0102813 0.0010405 86572.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.28 1077.26 0.0102514 0.00102427 86700.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1148.88 1067.4 0.0102455 0.00102475 86760.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1137.76 1058.27 0.0102569 0.00102712 86676.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1127.25 1047.18 0.0102553 0.00102799 86699.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1115.98 1037.1 0.0102296 0.00102013 86866.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1104.89 1027.25 0.0102564 0.0010214 86627.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.33 1017.35 0.010235 0.00102085 86823 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.43 1007.89 0.0102635 0.00102665 86609.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.09 998.024 0.0102426 0.0010231 86772.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.49 988.161 0.010395 0.00105437 85647.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1051.79 979.235 0.0102377 0.00102539 86839.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.66 969.861 0.0102414 0.00102268 86779.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1031.82 960.099 0.0102744 0.00102073 86452.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.29 950.958 0.010249 0.00102187 86700.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1011.37 942.057 0.0102422 0.00102108 86757 0
: 369 Minimum Test error found - save the configuration
: 369 | 1001.29 933.37 0.0102412 0.0010241 86794.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 991.969 923.952 0.0102527 0.00102852 86728.5 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.978 915.102 0.010275 0.00103614 86590.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.315 906.711 0.0102516 0.00102426 86698.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 963.14 897.253 0.0102779 0.00103878 86588.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.917 889.142 0.0102461 0.00102031 86713.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.836 880.536 0.0102388 0.00102224 86800.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.84 872.165 0.0102457 0.00102057 86719.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 925.659 863.25 0.0102425 0.00102546 86796.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 915.938 855.378 0.0102631 0.00102647 86612.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.405 846.882 0.010245 0.00102616 86778.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.73 838.291 0.0102439 0.00102641 86791.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.22 830.729 0.0102663 0.00103355 86648 0
: 382 Minimum Test error found - save the configuration
: 382 | 880.649 822.257 0.010247 0.00102314 86731.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 871.503 814.59 0.0103777 0.00104729 85741.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.338 806.289 0.0102384 0.0010228 86809.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 854.831 798.619 0.0102614 0.00103162 86676.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.108 790.821 0.0102609 0.00102652 86632.3 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.036 783.016 0.0102568 0.00102527 86659.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.422 775.272 0.0102478 0.00102598 86750.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.393 767.672 0.0102707 0.00102203 86498.6 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.075 760.184 0.01025 0.00102243 86696.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.008 752.371 0.0102425 0.00102164 86760.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.923 744.887 0.0102389 0.0010182 86761 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.472 737.505 0.0102988 0.00103918 86396.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.009 730.214 0.0102592 0.00102567 86640.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.185 722.717 0.0102634 0.00103006 86642.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.073 715.967 0.0102814 0.00102749 86449.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.714 708.954 0.0102459 0.00102243 86735.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.087 701.301 0.0102313 0.00102105 86859.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.665 694.444 0.0102314 0.00102141 86861.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.314 687.455 0.0102521 0.00102606 86710.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.694 680.027 0.0102414 0.00102206 86774.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.232 673.179 0.0102413 0.00102415 86794.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.192 666.114 0.0103724 0.00114726 86719.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 705.65 659.633 0.0102634 0.00102826 86625.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 698.605 652.961 0.0102523 0.00102471 86696.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 691.699 646.398 0.0102449 0.00102242 86744.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 684.578 639.716 0.0102302 0.0010244 86901.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.764 632.914 0.0102612 0.00102034 86571.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.827 626.704 0.010236 0.00102101 86815.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.045 620.262 0.0102399 0.00102507 86816.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 657.068 614.344 0.0102751 0.00103352 86564.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 650.672 607.619 0.0102509 0.00102646 86726.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.884 601.435 0.0102389 0.0010229 86805.1 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.376 595.376 0.0102794 0.0010375 86562.2 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.105 589.066 0.0102546 0.00102095 86639.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.409 583.312 0.0102539 0.00102242 86660 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.443 576.777 0.0102439 0.00102028 86733.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.933 570.693 0.0102429 0.00102353 86774.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.434 564.928 0.0102488 0.00103354 86812.1 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.278 559.143 0.0102454 0.00102947 86806.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.998 553.343 0.0102603 0.00102516 86625.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.995 547.654 0.0102493 0.0010208 86687.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.98 542.068 0.0102507 0.00102002 86667.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.928 536.722 0.0103759 0.00104658 85751.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.043 530.172 0.0102422 0.00102063 86753.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.035 524.998 0.0102499 0.00102697 86740.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.464 519.322 0.0102571 0.00102578 86661.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.65 513.944 0.0102467 0.00102783 86778.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.826 509.098 0.010246 0.00102512 86759.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.433 503.428 0.0103212 0.00103007 86103.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.757 498.61 0.0102652 0.00102242 86553.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.938 492.796 0.0102753 0.00103033 86533.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 524.109 486.415 0.0102353 0.00101999 86812 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.853 481.741 0.0102842 0.00104026 86543.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.664 476.726 0.0102648 0.00102558 86587.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.29 471.839 0.0102652 0.00103008 86626.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.924 466.568 0.0102602 0.00102642 86638.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.857 461.342 0.0102643 0.00102002 86540 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.487 456.737 0.0102289 0.00102039 86875.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 486.343 451.741 0.0102309 0.00102025 86855.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.496 446.721 0.0102421 0.00102152 86762.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.139 442.242 0.0102503 0.00102005 86671.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 471.549 437.16 0.0102382 0.0010227 86810.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.371 432.737 0.01039 0.00105072 85659.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.713 428.168 0.010269 0.00102706 86561.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.614 423.935 0.0102628 0.00102204 86573.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.118 418.764 0.0102381 0.0010236 86819.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 447.295 414.259 0.0102277 0.00101972 86880.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.02 409.053 0.0102451 0.00101975 86717.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.675 405.217 0.0102542 0.00102175 86650.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.307 400.332 0.0102468 0.00102261 86728.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.464 396.085 0.0102489 0.0010316 86793.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.196 391.824 0.0102603 0.00102467 86621.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.604 387.706 0.0102797 0.00103745 86558.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.404 382.963 0.0102432 0.00102296 86765.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.05 378.658 0.0102521 0.00101849 86640.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.471 374.469 0.0102529 0.00101995 86646 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.298 370.899 0.0102281 0.00101825 86863.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.087 366.599 0.0102398 0.00102066 86776.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.999 362.853 0.0102653 0.00102431 86570.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.957 358.551 0.0102763 0.00102717 86494.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.497 354.836 0.0102387 0.00102232 86801.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.633 350.285 0.010245 0.00102081 86728.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.629 346.241 0.0103822 0.00104546 85682.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 373.503 342.517 0.0102598 0.00102522 86631.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.473 338.614 0.0102354 0.00102049 86815.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.579 335.64 0.0102326 0.00102144 86851.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 362.016 331.195 0.0102566 0.00102591 86667.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.84 327.403 0.0102464 0.00102779 86780.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.021 324.083 0.0102527 0.00103085 86750.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.25 320.144 0.0102391 0.00101939 86770.2 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.45 317.063 0.0102364 0.00101745 86778 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.84 312.889 0.0102461 0.00101731 86685.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.106 309.445 0.0102766 0.00103352 86550.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.657 305.81 0.010242 0.00102912 86834.5 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.705 302.698 0.0102477 0.00102406 86733.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.582 299.233 0.0102414 0.00102414 86793.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.839 296.148 0.0102372 0.00102359 86828.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.477 292.404 0.0102385 0.00102009 86782.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.877 288.673 0.0102904 0.0010228 86322 0
: 481 Minimum Test error found - save the configuration
: 481 | 314.492 285.518 0.0102351 0.00101789 86794.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.188 282.643 0.0102334 0.00101961 86826.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.838 279.347 0.0102267 0.00101977 86891 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.286 276.161 0.0103512 0.00113109 86766.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.046 273.073 0.0102669 0.00102245 86538.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.853 269.787 0.0102419 0.00102554 86801.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.444 266.666 0.0102505 0.00102092 86678.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.479 264.075 0.0102328 0.00102015 86837 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.221 260.4 0.0102348 0.001022 86835.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.881 257.531 0.0102342 0.00101781 86802.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.96 254.581 0.010228 0.00101884 86870.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.031 251.614 0.0102411 0.00102222 86778.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.768 248.938 0.0102423 0.00102243 86768.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.091 245.759 0.0102426 0.00102366 86777.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.649 242.97 0.0102894 0.00103479 86443 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.99 240.258 0.0102418 0.00102196 86769.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.118 237.648 0.0102274 0.00101951 86882.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.338 234.562 0.0102308 0.00101966 86851 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.213 231.927 0.0102377 0.0010257 86843.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.322 229.137 0.0102503 0.00102249 86694.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.658 226.52 0.0102416 0.00102163 86767.7 0
: 502 Minimum Test error found - save the configuration
: 502 | 249.975 223.7 0.0102432 0.00102445 86780 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.045 220.998 0.0102567 0.00103287 86731.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.49 218.891 0.0102349 0.00101919 86808.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.583 216.323 0.0103804 0.00102878 85546.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.993 213.372 0.0102372 0.00101963 86791.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.449 210.971 0.0102359 0.00101682 86776.2 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.869 208.825 0.010249 0.00102339 86715.5 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.5 206.315 0.01025 0.00102647 86734.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.804 203.764 0.01025 0.00102823 86751.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.443 200.984 0.0102464 0.00102097 86717 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.56 198.479 0.0102719 0.00102898 86552.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.996 196.279 0.0102725 0.00105285 86771.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.805 194.036 0.0102542 0.00102712 86701.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.367 191.91 0.0102938 0.00103637 86417 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.833 189.786 0.0102451 0.00102112 86730.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.313 187.81 0.0102457 0.0010248 86759.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.127 185.481 0.0102757 0.00102498 86480 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.933 182.684 0.0102618 0.00102767 86635.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.478 180.78 0.0102617 0.00102882 86646.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.205 178.81 0.0102416 0.00102423 86792.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.014 176.39 0.0102492 0.00102226 86702.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.739 174.22 0.0102362 0.00102065 86809.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.559 172.021 0.0102704 0.00102669 86545.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.313 170.401 0.010371 0.00103372 85678.4 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.184 168.166 0.010254 0.00102514 86684.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.207 165.982 0.0102462 0.00102549 86760.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.845 164.14 0.0102379 0.00101993 86787.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.712 162.689 0.0102456 0.00102171 86731.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.738 161.061 0.0102578 0.00102348 86632.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.928 158.202 0.0102362 0.00101808 86785.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.567 156.709 0.0102378 0.00101924 86781.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.778 154.457 0.0102308 0.00102216 86874.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.503 152.865 0.0102541 0.00102067 86641.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.588 151.123 0.0102827 0.00104594 86610.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.51 149.861 0.0102327 0.00101933 86830 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.63 147.445 0.0102418 0.00102795 86825.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.621 145.561 0.0102419 0.00101901 86740.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.595 143.799 0.0102554 0.00101856 86609.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.801 142.29 0.0102374 0.00101783 86771.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.13 140.756 0.0102508 0.0010303 86763.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.077 138.767 0.0102656 0.00102156 86542.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.419 137.026 0.0102566 0.00102493 86658.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.508 135.286 0.0102411 0.00102287 86784.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.69 134.011 0.0103886 0.00103329 85513.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.847 132.469 0.0102418 0.00101874 86739.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.131 130.66 0.010243 0.00101892 86729.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.153 129.071 0.0102412 0.00101856 86742.6 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.45 127.667 0.0102659 0.00102237 86546.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 144.869 125.867 0.0102532 0.00102217 86664.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.03 124.605 0.0102626 0.00102677 86619.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.305 123.236 0.0102631 0.00103321 86674.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.805 121.889 0.0102484 0.00102209 86708.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.108 120.137 0.0102351 0.00101993 86813.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.795 118.739 0.0102978 0.00104758 86484 0
: 556 Minimum Test error found - save the configuration
: 556 | 134.857 117.7 0.0102361 0.0010185 86790.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.29 116.206 0.0102462 0.00102031 86712.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.862 114.822 0.0102509 0.00102937 86753.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.084 113.507 0.0102394 0.00102751 86844.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.539 112.432 0.0102485 0.00102164 86703.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.325 110.619 0.0102651 0.00102131 86544.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.615 109.781 0.0102354 0.00101976 86808.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.26 108.676 0.0102349 0.00101848 86801.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.984 106.835 0.0102363 0.00101762 86780 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.15 105.358 0.0102343 0.00102066 86827.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 119.781 104.478 0.010369 0.00104941 85841.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.698 103.223 0.0102475 0.00102531 86746.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.28 101.96 0.0102652 0.00102269 86556.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.782 100.755 0.0102324 0.00102256 86863.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.287 99.0775 0.0102441 0.00102022 86731.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.08 98.2952 0.0102362 0.00101912 86795.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.528 97.0122 0.0102415 0.00101943 86748.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.158 95.9693 0.0102359 0.00102844 86886.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 108.943 94.6934 0.0102453 0.00103331 86843.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.473 93.2477 0.0102519 0.00102316 86685.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.036 92.1793 0.0102881 0.00103969 86501.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.002 91.1227 0.0102401 0.00102073 86773.9 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.551 90.3995 0.0102368 0.00102076 86805.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.54 88.9369 0.0102342 0.00101911 86814.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.21 87.9635 0.0102519 0.00102051 86660.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.8539 86.8511 0.010237 0.00101907 86787 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.9433 85.7229 0.0102313 0.00102191 86868 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.5796 84.7715 0.0102408 0.00102235 86782.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.47 83.7168 0.0102671 0.00102501 86560.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.3397 83.1242 0.0102477 0.00102082 86702.9 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.4311 81.9766 0.010365 0.00104622 85848.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.0871 80.8238 0.0102416 0.00102444 86794.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.1849 79.8652 0.0102291 0.00101989 86869.7 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.1896 78.8398 0.0102286 0.00102031 86878.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.7604 77.7696 0.0102485 0.00102423 86728 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.8911 76.8487 0.0102547 0.00102206 86648.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.058 76.2725 0.0102369 0.00102578 86851.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.8362 75.1739 0.0102364 0.00102494 86848.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.7323 74.4357 0.0102513 0.00103093 86764.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.7714 73.5138 0.0102647 0.00102323 86566.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.8533 72.1345 0.0102801 0.00103553 86536.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.6276 71.2131 0.0102322 0.00102196 86860.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.568 71.1916 0.0102392 0.00102414 86814.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.8325 69.5359 0.0102669 0.00102314 86544.5 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.7594 69.1164 0.0102448 0.00102502 86770 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.7151 67.9625 0.0102365 0.00102237 86822.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.8013 66.9559 0.0102568 0.00102192 86627.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.1982 65.842 0.0102614 0.00101987 86565.8 0
: 604 | 76.1973 66.7234 0.0102011 0.000990396 86855.7 1
: 605 Minimum Test error found - save the configuration
: 605 | 75.3789 64.2196 0.0102428 0.00101859 86728.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.2824 63.5548 0.0103664 0.00104641 85837.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.3713 62.5494 0.010266 0.00102936 86611.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.3164 61.7096 0.0102321 0.0010282 86920 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.7596 61.1199 0.0102336 0.00102456 86870.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.8886 60.7321 0.0102776 0.00102989 86507.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.8519 59.4102 0.0102417 0.00102119 86763.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.1218 58.9518 0.0102354 0.00101835 86795.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.1952 58.0119 0.0102291 0.00101812 86853.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.3138 57.06 0.0102272 0.001025 86935.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.4741 56.5634 0.0102611 0.00103399 86700.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.8311 55.5963 0.010301 0.00104535 86433.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.004 54.9013 0.0102397 0.00102333 86802.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.11 53.8459 0.0102406 0.00102164 86778 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.3382 53.3744 0.0102348 0.0010199 86816.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.5797 52.3288 0.010242 0.00102116 86759.8 0
: 621 | 61.8032 52.4746 0.0101981 0.000989947 86879.2 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.1131 51.1272 0.0102258 0.00102148 86915.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.3745 50.438 0.010249 0.00102381 86718.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.6787 49.8286 0.0102375 0.00102316 86821.5 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.9549 49.1423 0.0102592 0.0010269 86652.7 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.2569 48.6042 0.0103902 0.00116144 86685.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.628 48.1062 0.0102348 0.0010187 86804.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.9581 47.3943 0.010228 0.00102065 86887.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1414 46.5532 0.0103927 0.0010266 85414.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.3532 45.801 0.0102632 0.00102071 86556.4 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.6272 45.0278 0.010232 0.00102292 86870.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.1776 44.7989 0.0102395 0.0010244 86814.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.6065 44.0905 0.0102528 0.0010353 86791.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.8931 43.4791 0.0102378 0.00102862 86870 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.2388 42.6907 0.0102262 0.00102182 86914.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.5557 41.8441 0.0102418 0.00102248 86774.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.8866 41.4069 0.0102637 0.0010463 86792.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.261 41.0264 0.0102168 0.00101886 86976 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.6483 39.886 0.0102517 0.00103259 86776.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.0949 39.5474 0.0102284 0.00102288 86904.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 48.4602 38.8895 0.0102428 0.00102685 86805.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.7992 37.9952 0.010245 0.00102628 86780.2 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.392 37.6256 0.010232 0.0010219 86861.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7237 37.1714 0.0102411 0.00102774 86830.7 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.0855 37.0067 0.0113401 0.00104225 77686.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.7302 36.028 0.0102551 0.00102048 86630.3 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.0821 35.9718 0.010232 0.00102353 86876.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.7114 35.3443 0.010241 0.00102374 86793.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.1934 34.7451 0.0102693 0.00103137 86599.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.6129 33.5656 0.0102472 0.00102389 86737 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.0103 33.341 0.0102566 0.00101957 86607.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.3899 32.7042 0.0102447 0.00101761 86701.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.7996 32.23 0.0102648 0.00101869 86522.8 0
: 654 | 41.3767 32.2803 0.0102258 0.000988656 86606.5 1
: 655 Minimum Test error found - save the configuration
: 655 | 40.8709 31.4674 0.0102344 0.00102183 86837.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.2875 30.7358 0.0102538 0.00102845 86717.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.8814 30.4889 0.010279 0.00102406 86440.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.3578 30.1784 0.0102431 0.00102259 86762.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.1289 29.6619 0.0102609 0.00102091 86580.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.4991 28.9707 0.0102494 0.00101956 86674.9 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.9339 28.783 0.0102551 0.00101836 86610.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.4213 27.9557 0.0102527 0.00101926 86641.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.9898 27.4649 0.0102544 0.00102182 86649.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.5784 27.2819 0.0102585 0.00102411 86632.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.1378 26.5612 0.0102643 0.00102387 86576.2 0
: 666 | 35.8042 26.6475 0.01022 0.000987447 86649.5 1
: 667 Minimum Test error found - save the configuration
: 667 | 35.3999 26.5017 0.0102565 0.00102214 86632.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.9277 25.9566 0.0102523 0.00102078 86660 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.7769 25.103 0.0102513 0.00101921 86654.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.9654 24.6813 0.0102506 0.00102089 86676.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.612 24.3998 0.0102281 0.00102016 86881.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.2306 23.8752 0.0102603 0.00103126 86682.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.8997 23.5471 0.0104748 0.00105457 84923.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.3105 23.2786 0.0103461 0.00102661 85841.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.9925 23.1157 0.0102859 0.0010266 86399.7 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.7043 22.6603 0.0102499 0.00101923 86667.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.3238 22.2447 0.0102894 0.00103064 86404.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.9003 21.812 0.0102608 0.00102059 86578.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.3881 21.3971 0.0102606 0.00101963 86570.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.1504 21.3549 0.0102393 0.00102274 86800.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.7258 20.9222 0.0102471 0.00102376 86736.2 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.2356 20.7447 0.0102508 0.00102618 86724.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.0329 20.4783 0.0102637 0.00102253 86569.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.798 19.8465 0.0102369 0.00101892 86786.7 0
: 685 | 28.5536 19.887 0.0102099 0.000989816 86766.7 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.0947 19.7668 0.0102633 0.0010218 86565.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.6926 19.4926 0.0102719 0.00101971 86466.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.169 18.7301 0.0102646 0.00102363 86571 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.866 18.5653 0.0102538 0.00102157 86652.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.6748 18.3031 0.0102452 0.00102491 86765.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.1913 17.635 0.0102574 0.0010231 86633.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.6739 17.435 0.0102311 0.00102036 86855 0
: 693 | 25.4437 17.5056 0.0102075 0.000988436 86776.4 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.0315 16.942 0.0102639 0.00102954 86633.3 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.8764 16.7597 0.0102435 0.00101931 86728.4 0
: 696 | 24.4178 16.9396 0.0102036 0.000990307 86831.5 1
: 697 Minimum Test error found - save the configuration
: 697 | 23.9986 16.1249 0.0102847 0.00104625 86594.8 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.7106 15.674 0.0102507 0.00102425 86707.2 0
: 699 | 23.5387 15.841 0.0102247 0.000990615 86635.7 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.2329 15.3066 0.0102528 0.00102185 86664.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0042 15.1292 0.0102396 0.00101864 86758.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.4076 14.8179 0.0102454 0.00101818 86699.8 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.1921 14.5426 0.0102367 0.00101629 86763.6 0
: 704 | 21.8642 14.6127 0.0102233 0.000989146 86635 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.6068 14.2941 0.0102464 0.00102832 86786.2 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.277 13.9168 0.0102465 0.00103477 86845.4 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.0002 13.5712 0.0104267 0.00105359 85350.1 0
: 708 | 20.7365 13.6262 0.0102233 0.000988736 86630.8 1
: 709 | 20.3952 13.7386 0.0102155 0.000989046 86707 2
: 710 Minimum Test error found - save the configuration
: 710 | 20.1905 13.2922 0.0102834 0.00102778 86433.6 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.129 12.6921 0.0102349 0.00101868 86803.6 0
: 712 | 19.6346 12.6958 0.0102099 0.000990776 86776.2 1
: 713 | 19.3616 12.7301 0.0102012 0.000990106 86851.5 2
: 714 | 19.0982 13.0738 0.0102386 0.000988916 86489.2 3
: 715 Minimum Test error found - save the configuration
: 715 | 18.97 12.1654 0.0102415 0.00102538 86804.3 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.5564 12.1115 0.0102546 0.00102215 86651.2 0
: 717 | 18.4925 12.6077 0.0102317 0.000988927 86554.4 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.1527 11.8455 0.0103011 0.00104049 86387.3 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.8316 11.6574 0.0102492 0.0010221 86700.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7324 10.9784 0.0102416 0.00101988 86751.4 0
: 721 | 17.4698 11.0163 0.0102035 0.000987345 86804.3 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.0614 10.6024 0.0102538 0.00102334 86669.4 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.0219 10.5896 0.0102625 0.00103392 86687 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.8258 10.4796 0.0102501 0.00102127 86684.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.5345 10.2641 0.0102318 0.00101844 86830.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3304 10.0649 0.0102446 0.00102345 86757.1 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.1645 9.66405 0.0102298 0.00101678 86833.4 0
: 728 | 15.8953 9.71089 0.0103214 0.000988415 85717.3 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.5838 9.35835 0.0104244 0.00103654 85216.5 0
: 730 | 15.5388 9.77163 0.010225 0.000988377 86611.4 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.1589 9.19663 0.010256 0.00102672 86680.3 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1463 8.71643 0.0102502 0.00102203 86691.4 0
: 733 | 14.7839 8.83387 0.0102244 0.000992107 86652.2 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.5346 8.67155 0.0102455 0.00102001 86716.6 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.275 8.54871 0.0102501 0.00102201 86692.1 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.1641 8.24033 0.0102415 0.00101833 86737.8 0
: 737 | 13.8545 8.30108 0.0102217 0.000989116 86650 1
: 738 | 13.8028 8.35937 0.0102347 0.000988836 86524.8 2
: 739 Minimum Test error found - save the configuration
: 739 | 13.7104 8.15146 0.0102765 0.00103046 86523.2 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.4281 7.93164 0.0102434 0.00102199 86754.6 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.2476 7.91802 0.0102511 0.00101939 86657.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.1174 7.57586 0.0102421 0.00102077 86755.1 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.0081 7.46825 0.0102379 0.00101999 86787.1 0
: 744 Minimum Test error found - save the configuration
: 744 | 12.7127 7.08759 0.0102372 0.00101754 86771.1 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.4219 6.88992 0.0102547 0.00102273 86655.5 0
: 746 | 12.4482 7.33676 0.0102238 0.000989536 86633.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.336 6.8778 0.0102446 0.00102682 86789 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.1655 6.72586 0.0103792 0.00105302 85780.3 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.0923 6.6412 0.0102617 0.00102148 86577.6 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.7771 6.2636 0.0102284 0.00101996 86877.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.4902 6.1947 0.0102294 0.00101854 86853.5 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.4919 6.01973 0.0102578 0.001017 86572.9 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.2379 5.77839 0.0102361 0.00102133 86817.3 0
: 754 | 10.9682 5.89765 0.0102471 0.000990067 86420.7 1
: 755 | 10.9608 5.90926 0.0102103 0.000992477 86788.5 2
: 756 Minimum Test error found - save the configuration
: 756 | 10.6988 5.53259 0.0102753 0.00102557 86488.5 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.5981 5.43096 0.0102527 0.0010235 86681.8 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4948 5.34642 0.0102766 0.00103832 86596.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.2861 4.88325 0.0102465 0.00101924 86699.8 0
: 760 | 10.2443 4.9747 0.0102232 0.000988046 86625.1 1
: 761 | 10.0907 5.09828 0.0102058 0.000991765 86824.2 2
: 762 | 9.9849 5.0192 0.010207 0.000989506 86791.2 3
: 763 Minimum Test error found - save the configuration
: 763 | 9.89046 4.68459 0.0102471 0.00102547 86752.4 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.65036 4.31195 0.0102531 0.00102609 86701.7 0
: 765 | 9.68751 4.6462 0.0102144 0.000987815 86705.9 1
: 766 | 9.58835 4.33964 0.0102003 0.000988166 86841.5 2
: 767 | 9.47798 4.4949 0.0102 0.000988976 86852.6 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.26909 4.26219 0.0103968 0.00105137 85603.1 0
: 769 | 9.16397 4.58939 0.0102192 0.000987997 86662.9 1
: 770 | 9.25448 4.26393 0.0102137 0.000987546 86710.3 2
: 771 Minimum Test error found - save the configuration
: 771 | 8.76375 3.94978 0.0102523 0.00102741 86721.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.58584 3.7516 0.0102591 0.001025 86635.5 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.53416 3.74055 0.0102536 0.00102009 86640.5 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.45855 3.43707 0.0102444 0.00101983 86725 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.38941 3.37886 0.0102301 0.00101998 86860.8 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.31953 3.34551 0.0102898 0.00102227 86323.3 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.43013 3.31475 0.0102299 0.00101798 86843.7 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.28487 3.17838 0.0102613 0.00103945 86750.8 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.9037 3.06898 0.0102682 0.0010222 86523.9 0
: 780 | 7.81924 3.32532 0.010231 0.000990918 86578.9 1
: 781 | 7.86681 3.13917 0.010242 0.000987956 86449 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.67835 2.84505 0.0102545 0.00102226 86653.2 0
: 783 | 7.50049 3.01997 0.0102132 0.000988777 86726.7 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.55455 2.79776 0.0102658 0.00102246 86548.8 0
: 785 | 7.52095 2.93624 0.0102044 0.000991397 86833.9 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.48321 2.77194 0.010238 0.00102148 86800.2 0
: 787 | 7.28275 2.8849 0.010206 0.000986958 86777.3 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.03034 2.69976 0.0103813 0.00114649 86628.7 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.07061 2.55789 0.0102645 0.00102449 86579.5 0
: 790 Minimum Test error found - save the configuration
: 790 | 7.02198 2.40138 0.0102354 0.00102109 86821.5 0
: 791 | 6.75578 2.42221 0.0102008 0.000986877 86824.9 1
: 792 Minimum Test error found - save the configuration
: 792 | 6.68932 2.28838 0.0102561 0.0010197 86614.2 0
: 793 | 6.60962 2.40857 0.0102147 0.000987337 86698.4 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.60056 2.26698 0.0102523 0.00103178 86762.8 0
: 795 | 6.51706 2.51528 0.0102116 0.000991447 86766.6 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.57105 2.23295 0.0102518 0.00102545 86708.3 0
: 797 | 6.47701 2.41042 0.0102227 0.000990387 86652.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.16372 2.01036 0.0102443 0.00102215 86747.2 0
: 799 | 6.0882 2.06302 0.0102287 0.000987686 86570.4 1
: 800 | 5.94497 2.06699 0.0102158 0.000985886 86675 2
: 801 | 6.07443 2.45666 0.0102082 0.000987076 86757.4 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.0979 2.00318 0.0102412 0.00102435 86797.9 0
: 803 Minimum Test error found - save the configuration
: 803 | 6.01538 1.91988 0.0102342 0.00102394 86859.8 0
: 804 | 5.9614 2.00656 0.0102327 0.000988886 86544.4 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.7938 1.86064 0.0102534 0.00102363 86675.7 0
: 806 | 5.72671 2.09018 0.0102193 0.000988596 86667 1
: 807 | 5.73073 2.27085 0.0102255 0.000988007 86603.2 2
: 808 Minimum Test error found - save the configuration
: 808 | 5.80495 1.83784 0.010255 0.00101848 86612.8 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.53765 1.63931 0.0103711 0.00104677 85796.9 0
: 810 | 5.39277 1.94104 0.0102014 0.000990367 86852.1 1
: 811 | 5.3067 2.00794 0.0102232 0.000988635 86631 2
: 812 | 5.30677 1.83301 0.0102368 0.000988697 86504.2 3
: 813 | 5.25959 1.69524 0.0102173 0.000988067 86681.4 4
: 814 | 5.29208 1.78484 0.0102313 0.000991597 86582.5 5
: 815 | 5.21722 1.73412 0.0101985 0.000988876 86865.3 6
: 816 | 5.27068 2.07059 0.0102196 0.000989567 86673.7 7
: 817 | 4.91165 2.33349 0.0102143 0.000988937 86717.7 8
: 818 | 5.07522 1.81342 0.0102111 0.000987327 86732.7 9
: 819 | 5.03746 1.79437 0.0102338 0.000988037 86526 10
: 820 | 5.01627 2.4547 0.0102261 0.000989777 86614.6 11
: 821 | 5.01132 1.68375 0.0102129 0.000991297 86752.8 12
: 822 Minimum Test error found - save the configuration
: 822 | 4.63147 1.59411 0.0102563 0.00102562 86667.2 0
: 823 Minimum Test error found - save the configuration
: 823 | 4.56125 1.56609 0.0102485 0.00102919 86774.4 0
: 824 | 4.56143 1.73159 0.0102239 0.000988416 86622.3 1
: 825 | 4.51573 1.88852 0.0102127 0.000991936 86760.5 2
: 826 | 4.64388 1.78683 0.0101993 0.000987997 86849.7 3
: 827 | 4.51229 1.6709 0.0102519 0.000987935 86356.3 4
: 828 | 4.4104 1.78676 0.0102125 0.000985987 86706.2 5
: 829 | 4.27974 2.15718 0.0103448 0.000991676 85532.9 6
: 830 Minimum Test error found - save the configuration
: 830 | 4.31944 1.42519 0.0102539 0.00103044 86735 0
: 831 | 4.21599 1.81688 0.010219 0.000988585 86670.4 1
: 832 | 4.22554 1.52371 0.0102115 0.000988006 86735.4 2
: 833 | 4.17606 1.73173 0.0102116 0.000990857 86761.1 3
: 834 | 4.1343 1.73996 0.0102141 0.000988387 86713.9 4
: 835 | 4.15132 2.53196 0.0102074 0.000987777 86771.1 5
: 836 | 4.23319 2.01915 0.0102108 0.000991116 86770.9 6
: 837 | 4.00713 1.85182 0.0102146 0.000987576 86701.5 7
: 838 | 3.99635 1.63103 0.0102088 0.000989308 86773 8
: 839 | 3.85708 1.83596 0.010232 0.000987917 86541.8 9
: 840 | 3.83743 1.46634 0.0102019 0.000989527 86840.1 10
: 841 | 3.75939 2.0545 0.01021 0.000985035 86721.2 11
: 842 | 3.6255 1.62759 0.0102063 0.000987356 86777.7 12
: 843 | 3.63853 1.59678 0.0101986 0.000987626 86853 13
: 844 | 3.78889 2.01774 0.0102122 0.000989757 86745.2 14
: 845 | 3.91272 2.14212 0.0102168 0.000988556 86690 15
: 846 | 3.90832 2.55669 0.0102102 0.000987867 86746.4 16
: 847 | 3.60751 1.68851 0.0102108 0.000993246 86791.2 17
: 848 | 3.47821 1.84261 0.0102362 0.000989526 86517.9 18
: 849 | 3.39281 2.13424 0.01031 0.00108745 86744.3 19
: 850 | 3.52647 2.05504 0.0102321 0.000989387 86554.8 20
: 851 | 3.56194 2.63271 0.0102055 0.000990766 86817.2 21
:
: Elapsed time for training with 1000 events: 8.71 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0109 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: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 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= 3.28675e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06627e+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: 0.0292 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: 0.0361 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: 0.00131 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: 0.0945 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: 0.887 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: 0.0199 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00252 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: 0.0366 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00425 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: 0.00206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000353 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: 0.0944 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 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: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0991 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 : -0.657 0.0775 5.44 1.52 | 3.243 3.235
: 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 : -0.0162 0.148 1.89 1.07 | 3.388 3.374
: 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.