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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.254 sec
: Elapsed time for training with 1000 events: 0.258 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00313 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: 0.000701 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00465 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: 0.000176 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00117 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 = 31564.9
: --------------------------------------------------------------
: 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 | 33107.7 31202 0.00993966 0.00100739 89562.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32630.4 30678.8 0.0100364 0.001001 88540.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31948.3 30000.3 0.0102179 0.00101187 86899.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31184.3 29322.5 0.0101933 0.00100818 87097.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30427.4 28559.3 0.0101798 0.00100688 87213 0
: 6 Minimum Test error found - save the configuration
: 6 | 29603.6 27653.1 0.0101549 0.00101309 87510 0
: 7 Minimum Test error found - save the configuration
: 7 | 28870.3 27056.9 0.010242 0.000978227 86357.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28421.3 26675.7 0.00992619 0.000981846 89442 0
: 9 Minimum Test error found - save the configuration
: 9 | 28058.7 26355.3 0.00993755 0.000996457 89474.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 27739.4 26055 0.00988088 0.000972518 89803.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27436.9 25770.5 0.00988545 0.000973297 89765 0
: 12 Minimum Test error found - save the configuration
: 12 | 27150 25497 0.00988914 0.000974998 89745 0
: 13 Minimum Test error found - save the configuration
: 13 | 26867.8 25238.6 0.00991051 0.000976876 89549.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26599.6 24985.8 0.00988305 0.000974358 89799.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26336.8 24739.6 0.00989944 0.000975557 89647.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26082.5 24496.2 0.00988454 0.000971327 89754.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25832.8 24256.9 0.00996448 0.000975987 89002.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25583.8 24026.8 0.00988713 0.000977297 89788.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25344.8 23797.7 0.00989104 0.000987938 89856.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25108.2 23571.8 0.00987543 0.000972176 89854.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24872.5 23352.9 0.00989531 0.000981448 89747.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24642.9 23136.7 0.00988902 0.000973797 89734.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24418.2 22920.7 0.00990878 0.000974257 89540.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 24193.5 22709.7 0.00989188 0.000974668 89714.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 23973.8 22500.4 0.00989695 0.000979267 89709.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23757.7 22292 0.00989363 0.000973227 89682 0
: 27 Minimum Test error found - save the configuration
: 27 | 23541.3 22088.9 0.00990206 0.000976077 89626 0
: 28 Minimum Test error found - save the configuration
: 28 | 23329.2 21888.4 0.0100963 0.000993798 87887.9 0
: 29 Minimum Test error found - save the configuration
: 29 | 23119 21691.3 0.00990668 0.000975817 89577 0
: 30 Minimum Test error found - save the configuration
: 30 | 22910.5 21498.6 0.00994274 0.000977248 89231 0
: 31 Minimum Test error found - save the configuration
: 31 | 22710.1 21301.8 0.00993438 0.000981318 89354.9 0
: 32 Minimum Test error found - save the configuration
: 32 | 22505.2 21111.3 0.00991586 0.000980126 89528.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22305.5 20922.5 0.00990991 0.000975588 89542.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22110.5 20732.2 0.00992763 0.000980388 89413 0
: 35 Minimum Test error found - save the configuration
: 35 | 21912.4 20548.1 0.00990819 0.000980356 89607.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21718.5 20366.8 0.00990394 0.000977427 89620.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21526.7 20188.3 0.00990729 0.000973407 89546.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21341.9 20005.7 0.00999755 0.000978847 88704.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21150.3 19831.6 0.00993441 0.000977308 89314.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20965.8 19658.2 0.00996647 0.000995827 89179.8 0
: 41 Minimum Test error found - save the configuration
: 41 | 20782.5 19486.7 0.00993394 0.000980597 89352.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20602.9 19314.4 0.00993105 0.000981257 89387.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20423.4 19144.3 0.00995767 0.000978808 89098.1 0
: 44 Minimum Test error found - save the configuration
: 44 | 20243.8 18979 0.00993487 0.000978618 89323 0
: 45 Minimum Test error found - save the configuration
: 45 | 20071.2 18810.9 0.00994426 0.000975767 89201.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19894.8 18648 0.00994493 0.000979287 89229.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19722.6 18487 0.00995563 0.000979517 89125.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19553 18326.4 0.009954 0.000980048 89146.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19384 18167.7 0.0101402 0.000990836 87438 0
: 50 Minimum Test error found - save the configuration
: 50 | 19218.3 18008.9 0.00994841 0.000979298 89195 0
: 51 Minimum Test error found - save the configuration
: 51 | 19050.8 17855 0.00998225 0.000997888 89043.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18889.6 17699.2 0.00993543 0.000980477 89336 0
: 53 Minimum Test error found - save the configuration
: 53 | 18727.7 17545.1 0.00993098 0.000978647 89362.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18564.3 17396.9 0.00994264 0.000980298 89262.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18406.8 17248.4 0.00995637 0.000979918 89122.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18248.4 17103.1 0.0099425 0.000982687 89287.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18094.8 16956.2 0.0099689 0.000983897 89037.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17939.7 16812.4 0.00995993 0.000980728 89094.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17788.6 16668 0.0100372 0.000981688 88343.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17635.1 16528.7 0.00994529 0.000979808 89231.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17486 16390.2 0.00999154 0.000995297 88926 0
: 62 Minimum Test error found - save the configuration
: 62 | 17340.1 16249.9 0.00995 0.000982337 89209.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17189.6 16116.8 0.00997751 0.000980917 88922.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 17048.1 15979.3 0.0099851 0.000983896 88877 0
: 65 Minimum Test error found - save the configuration
: 65 | 16904.5 15842.9 0.00997111 0.000982998 89006.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16761.5 15707.6 0.00996254 0.000983228 89093.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16615.2 15569.3 0.00998857 0.000999528 88997.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16459.4 15416 0.0100137 0.000990659 88662 0
: 69 Minimum Test error found - save the configuration
: 69 | 16332.1 15277 0.0100729 0.000997588 88151.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16185.6 15176 0.0101096 0.000995496 87775.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16049.2 15034.5 0.0100524 0.0010238 88607 0
: 72 Minimum Test error found - save the configuration
: 72 | 15892.9 14869.3 0.0100787 0.000995157 88071.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15747.1 14744.3 0.0100868 0.000999817 88037.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15607.5 14604.6 0.0100989 0.00101094 88029 0
: 75 Minimum Test error found - save the configuration
: 75 | 15463.6 14454.9 0.0100873 0.00100368 88070.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15321.8 14319.3 0.0101055 0.00100343 87892.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15178.3 14179.9 0.0101063 0.00100531 87902.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15037.4 14045.8 0.0101168 0.00100533 87801.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14902.1 13916.6 0.0101136 0.0010018 87798.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14762.6 13786.2 0.0101914 0.00100186 87055.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14630.4 13656.4 0.010134 0.0010044 87627.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14492.8 13534.1 0.0101785 0.00102083 87358 0
: 83 Minimum Test error found - save the configuration
: 83 | 14363.6 13405.2 0.0101378 0.00100845 87629.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14232.6 13279.3 0.0101356 0.00100904 87656.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14099.1 13161.1 0.0101411 0.00100496 87564.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13973.9 13037.6 0.0101319 0.00100642 87666.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13843.6 12919.6 0.0101586 0.0010168 87510.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13720.5 12798.2 0.0101544 0.00100784 87464.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13595 12679 0.0101519 0.0010066 87476.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13470.7 12563.4 0.0103534 0.00101969 85710.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13349 12447.8 0.0101584 0.00100786 87427 0
: 92 Minimum Test error found - save the configuration
: 92 | 13227.7 12334.3 0.0101839 0.0010269 87365.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13108 12221.3 0.0101637 0.00100821 87379.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12988.5 12111.5 0.0101466 0.00100789 87539.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 12872.5 11999.6 0.0101577 0.00100383 87394.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12753.1 11894.1 0.0101485 0.00100751 87517.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12642.3 11782.2 0.0101709 0.0010067 87296.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12526 11673.9 0.010177 0.00100798 87250.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12412.6 11567.4 0.0101649 0.00100735 87359.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12298.3 11465.4 0.0102222 0.00100988 86840.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12190.1 11358.9 0.0101536 0.00101004 87493.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12079.3 11254.5 0.0101745 0.00102244 87412.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 11968.5 11153.4 0.010178 0.00102035 87358.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11861.9 11050.6 0.0101717 0.00100692 87291 0
: 105 Minimum Test error found - save the configuration
: 105 | 11753 10951.1 0.0101836 0.0010096 87202.8 0
: 106 Minimum Test error found - save the configuration
: 106 | 11648.5 10850.1 0.0101815 0.00101489 87273.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11540.4 10754 0.0101916 0.00101299 87159.6 0
: 108 Minimum Test error found - save the configuration
: 108 | 11439.6 10653 0.0101648 0.00100946 87380.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11333.5 10556.8 0.0101706 0.00100881 87319.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11232.3 10459.2 0.0102517 0.00101378 86599.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11128.7 10365.8 0.010273 0.00101918 86451.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11030.6 10268.8 0.0102057 0.00102734 87162 0
: 113 Minimum Test error found - save the configuration
: 113 | 10929.2 10175 0.0101953 0.00100598 87057.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10830 10082.6 0.010183 0.0010095 87207.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10732.6 9989.89 0.0102028 0.00100983 87023.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10633.5 9900.97 0.0101878 0.0010111 87177.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10539.8 9808.64 0.0101854 0.0010131 87218.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10443.2 9718.72 0.0101818 0.0010187 87306.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10347.6 9630.89 0.0101687 0.00100743 87323.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10254 9543.91 0.0101777 0.00100846 87248.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10162.4 9455.06 0.010272 0.00101143 86387.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10068.9 9369.3 0.0101872 0.00101217 87193.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9977.89 9283.74 0.0102468 0.0010262 86762.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9887.1 9199.22 0.0101963 0.00101136 87098.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9796.9 9115.87 0.0102091 0.00101563 87018 0
: 126 Minimum Test error found - save the configuration
: 126 | 9709.58 9030.95 0.0101858 0.00100883 87174.7 0
: 127 Minimum Test error found - save the configuration
: 127 | 9620.85 8947.6 0.0101753 0.00101273 87312.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9532.33 8866.59 0.0101906 0.00100918 87132.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9446.83 8784.61 0.0101883 0.00101097 87171.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9359.14 8705.94 0.0102061 0.00100955 86989 0
: 131 Minimum Test error found - save the configuration
: 131 | 9275.71 8625.44 0.0103737 0.00102077 85534.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9191.36 8545.6 0.0102409 0.00101286 86692.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9107.76 8466.48 0.0102163 0.00103184 87104 0
: 134 Minimum Test error found - save the configuration
: 134 | 9023.17 8390.47 0.0101973 0.00100899 87066.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8941.57 8314.33 0.0101885 0.00101178 87177 0
: 136 Minimum Test error found - save the configuration
: 136 | 8861.26 8237.13 0.0101818 0.00101065 87230.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8778.74 8163.19 0.0102069 0.00101303 87014.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8701.69 8085.57 0.0101875 0.0010116 87184.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8620.31 8011.57 0.0102052 0.00101291 87029.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8541.44 7938.69 0.0102222 0.00101369 86876.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8464.41 7865.06 0.0102721 0.00101436 86413.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8386.51 7793.18 0.0101941 0.00101359 87141.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8311.06 7720.19 0.0102251 0.00102885 86992.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8233.7 7650.32 0.0102132 0.00101067 86932.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8159.39 7579.61 0.0102154 0.00101389 86941.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8085.09 7509.13 0.0102 0.00101226 87072.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 8010.39 7440.63 0.010211 0.00101446 86989.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7937.69 7371.98 0.0102387 0.00102914 86866.2 0
: 149 Minimum Test error found - save the configuration
: 149 | 7865.42 7303.4 0.0101982 0.00101249 87091.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7792.1 7237.88 0.0102364 0.00101551 86759.6 0
: 151 Minimum Test error found - save the configuration
: 151 | 7722.79 7169.49 0.0103532 0.00110449 86498.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7651.6 7102.79 0.0102221 0.00101502 86889.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7580.89 7037.73 0.0102196 0.00101628 86924.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7512.86 6971.14 0.0102357 0.00102539 86859.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7441.99 6908.69 0.0102109 0.00101346 86980.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7375.48 6843.86 0.0102223 0.00101625 86899.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7307.84 6779.96 0.0102298 0.00101539 86820.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7241.31 6716.12 0.0102101 0.00101498 87003 0
: 159 Minimum Test error found - save the configuration
: 159 | 7174.43 6653.63 0.0102281 0.00102965 86970.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7107.3 6593.67 0.0102023 0.00101559 87082.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 7042.96 6533.09 0.0103075 0.00101457 86086.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6978.48 6473.01 0.0102142 0.00101488 86962.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6914.76 6412.75 0.0102531 0.0010321 86758.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6851.57 6352.95 0.0102356 0.00102873 86891.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6788.16 6294.31 0.0102315 0.0010146 86797 0
: 166 Minimum Test error found - save the configuration
: 166 | 6726.88 6234.83 0.0102242 0.00102011 86917.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6664.02 6177.31 0.0102217 0.00101378 86881.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6603.02 6120.09 0.0102185 0.00101787 86951 0
: 169 Minimum Test error found - save the configuration
: 169 | 6542.43 6063.44 0.0102232 0.00102587 86981.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6482 6007.56 0.0102117 0.00101515 86989.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6422.66 5951.74 0.0102964 0.00101544 86198.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6363.98 5896.13 0.0103457 0.00102573 85837 0
: 173 Minimum Test error found - save the configuration
: 173 | 6305.19 5841.18 0.0103013 0.00103672 86350.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6246.83 5787.52 0.0103917 0.0011723 86773.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6189.64 5733.62 0.0103172 0.00101872 86035.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6133.16 5679.8 0.0102145 0.00101667 86977.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6076.49 5626.77 0.0102155 0.00101546 86956.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6020.26 5573.99 0.0102288 0.00101406 86817.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5965.42 5521.53 0.0102614 0.00101991 86565.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5909.01 5471.32 0.0102437 0.00101728 86707.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5855.59 5420 0.0102471 0.00102069 86707.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5801.55 5369.4 0.0102429 0.00102441 86781.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5748 5319.65 0.0102705 0.00105587 86818.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5694.82 5269.82 0.0102426 0.00101635 86709 0
: 185 Minimum Test error found - save the configuration
: 185 | 5642.41 5220.98 0.0102348 0.00101649 86783.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5590.89 5171.32 0.011567 0.00130269 77939.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5539.22 5122.85 0.0112068 0.00106334 78868.5 0
: 188 Minimum Test error found - save the configuration
: 188 | 5487.76 5075.08 0.010279 0.00101634 86368.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5436.26 5028.87 0.0102425 0.00101834 86729 0
: 190 Minimum Test error found - save the configuration
: 190 | 5387.88 4980.51 0.0102746 0.00102037 86447.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5336.63 4935.22 0.0102364 0.00101524 86757.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5287.17 4890.2 0.0102377 0.00101795 86770.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5240.04 4843.27 0.0102679 0.00103589 86654.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5190.49 4798.58 0.0102605 0.00101815 86558.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5142.81 4754.03 0.0102436 0.00101758 86711.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5095.9 4709.03 0.0102333 0.00101635 86796.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5048.27 4665.39 0.0102436 0.00101861 86721 0
: 198 Minimum Test error found - save the configuration
: 198 | 5002.28 4621.47 0.0102327 0.00101722 86810.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 4955.55 4578.4 0.0102452 0.00101731 86693.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4909.95 4536.09 0.0102352 0.00101713 86786.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4864.78 4493.23 0.0102207 0.0010158 86910.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4819.86 4451.39 0.0102354 0.00101631 86776.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4775.39 4409.7 0.0102392 0.00101633 86741 0
: 204 Minimum Test error found - save the configuration
: 204 | 4731.26 4369.47 0.0102989 0.00103681 86373.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4687.63 4328.41 0.0102506 0.00102079 86675.7 0
: 206 Minimum Test error found - save the configuration
: 206 | 4644.78 4287.88 0.0102686 0.00101653 86466.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4601.92 4248.16 0.0102343 0.00101708 86793.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4559.19 4208.48 0.0102161 0.00101586 86954 0
: 209 Minimum Test error found - save the configuration
: 209 | 4517.83 4169.08 0.0102324 0.00102663 86902.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4475.5 4131.18 0.0102236 0.00101503 86875.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4435.12 4091.88 0.0102406 0.00101514 86716.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4394.14 4054.07 0.0103709 0.0010298 85642.9 0
: 213 Minimum Test error found - save the configuration
: 213 | 4353.95 4015.3 0.0102303 0.00101983 86857.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4312.55 3979.48 0.0102633 0.00103215 86663.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4274.23 3942.52 0.010233 0.00102055 86838.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4235.46 3904.26 0.0102326 0.00101488 86789.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4195.58 3868.32 0.0102127 0.00101812 87007.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4157.02 3833.14 0.0102282 0.00101539 86835.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4119.68 3796.63 0.0102774 0.00101526 86373.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4081.32 3761.09 0.0102434 0.00101846 86721.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4043.97 3726.14 0.0102343 0.00101444 86769.5 0
: 222 Minimum Test error found - save the configuration
: 222 | 4006.71 3692.25 0.0102311 0.00101559 86810 0
: 223 Minimum Test error found - save the configuration
: 223 | 3970.93 3656.65 0.0103677 0.00103328 85704.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3934.47 3622.31 0.0102709 0.00103324 86602.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3897.39 3589.54 0.0102486 0.00101585 86648.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3862.03 3556.52 0.0102157 0.00101381 86938.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3827.59 3523.08 0.0102401 0.00102499 86813.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3791.88 3491.28 0.0102976 0.00102184 86246.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3758.26 3457.84 0.010269 0.00102827 86573.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3723.96 3424.52 0.0102335 0.00101769 86806.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3689.91 3392.6 0.0102642 0.0010178 86519.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3655.57 3361.7 0.0103316 0.00103306 86035.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3622.21 3330.8 0.0102202 0.00101585 86915.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3589.83 3299.47 0.0102715 0.00103676 86629.6 0
: 235 Minimum Test error found - save the configuration
: 235 | 3556.86 3268.9 0.0102471 0.00101483 86652.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3524.09 3239.38 0.010241 0.00101621 86723.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3492.96 3208.77 0.0102332 0.00101464 86781.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3461.05 3178.58 0.0102499 0.00101897 86665.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3429.2 3149.35 0.0102616 0.00101738 86540.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3398.08 3120.29 0.0102299 0.00101702 86835.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3367.24 3090.6 0.0102333 0.0010163 86795.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3336.47 3062.23 0.0102262 0.00101261 86828.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3305.61 3034.6 0.0102488 0.00101563 86644.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3276.49 3005.76 0.0102795 0.00103396 86528.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3246.11 2978.27 0.0102402 0.00101945 86760.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3216.8 2950.87 0.010232 0.00101906 86834.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3187.96 2922.9 0.0102351 0.00101677 86783.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3158.78 2895.29 0.0102826 0.0010212 86380.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3129.97 2868.49 0.010235 0.00101868 86802.3 0
: 250 Minimum Test error found - save the configuration
: 250 | 3101.5 2841.58 0.0102635 0.001016 86509.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3073.13 2816.17 0.0102409 0.00101787 86739.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3045.76 2789.2 0.0102418 0.00101425 86697 0
: 253 Minimum Test error found - save the configuration
: 253 | 3017.39 2764.18 0.0103502 0.00102605 85798.5 0
: 254 Minimum Test error found - save the configuration
: 254 | 2990.56 2738.25 0.0102934 0.00103492 86407.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2963.37 2712.65 0.0103299 0.00102046 85934.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2936.09 2687.98 0.0102673 0.00101769 86489.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2910.4 2662.23 0.0102361 0.00101966 86801.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2883.05 2638.25 0.010238 0.00101478 86737.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2857.41 2613.16 0.0102419 0.00101382 86691.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2831.07 2589.27 0.0102467 0.00101655 86672.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2805.61 2565.42 0.0102451 0.0010152 86674.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2779.99 2541.72 0.0102502 0.00101553 86629.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2755.26 2517.91 0.0102467 0.00101335 86642.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2729.8 2495 0.0102602 0.0010198 86576.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2705.39 2471.63 0.0102605 0.00103978 86760.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2680.7 2448.93 0.0102283 0.00101871 86865.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2656.69 2425.96 0.010231 0.00101228 86780.2 0
: 268 Minimum Test error found - save the configuration
: 268 | 2632.33 2403.9 0.010235 0.00101826 86798.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2608.91 2381.33 0.0102507 0.00101886 86656.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2584.83 2359.67 0.0102676 0.00101794 86489.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2561 2338.64 0.0102351 0.00101532 86770.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2538.59 2316.48 0.0102344 0.00101905 86811.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2515.33 2294.99 0.0105795 0.0010247 83727.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2492.62 2273.74 0.0102858 0.00104402 86563.2 0
: 275 Minimum Test error found - save the configuration
: 275 | 2469.91 2252.54 0.0102542 0.00101425 86580.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2447.27 2231.8 0.0102407 0.00101494 86713.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2424.82 2211.72 0.0102294 0.00101646 86834.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2402.63 2192.27 0.010246 0.00101658 86679.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2381.13 2172.28 0.0102519 0.00101881 86644.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2359.72 2151.7 0.0102548 0.00101797 86610 0
: 281 Minimum Test error found - save the configuration
: 281 | 2338.21 2131.51 0.0102348 0.00101626 86781.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2316.31 2112.24 0.0102351 0.00101753 86790.4 0
: 283 Minimum Test error found - save the configuration
: 283 | 2295.78 2092.71 0.0102838 0.00101857 86344 0
: 284 Minimum Test error found - save the configuration
: 284 | 2274.03 2073.84 0.0102638 0.00101752 86520.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2254.02 2053.99 0.0102816 0.0010393 86558.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2232.55 2035.8 0.0102489 0.00101729 86658.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2212.48 2017.26 0.0102605 0.00102048 86579.7 0
: 288 Minimum Test error found - save the configuration
: 288 | 2191.83 1999.09 0.010241 0.00102469 86802.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2172 1980.72 0.0102422 0.00101614 86710.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2152.1 1962.5 0.0102455 0.00102789 86790.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2132.43 1944.19 0.0102294 0.00101386 86809.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2112.56 1925.91 0.0102507 0.00101593 86629.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2092.73 1908.69 0.0103814 0.00103291 85575.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2073.68 1891.09 0.0102509 0.00101923 86658.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2054.58 1873.7 0.0102952 0.00104042 86442 0
: 296 Minimum Test error found - save the configuration
: 296 | 2035.35 1856.7 0.0102279 0.00101784 86861.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2016.69 1839.48 0.0102484 0.00101838 86673.6 0
: 298 Minimum Test error found - save the configuration
: 298 | 1997.41 1823.17 0.0102474 0.00102339 86730.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1979.54 1806.09 0.0102889 0.00101933 86304.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1961.13 1789.62 0.0102542 0.00101502 86587.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1942.79 1772.82 0.0102467 0.00101401 86648.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.24 1757.32 0.0102529 0.00101729 86621.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1906.95 1740.36 0.0102891 0.00101705 86280.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1888.86 1724.34 0.0102661 0.00101963 86519.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1870.85 1708.78 0.0102743 0.00103441 86581.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1853.75 1692.85 0.0102421 0.0010181 86730.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1835.8 1678.32 0.010232 0.00101561 86802 0
: 308 Minimum Test error found - save the configuration
: 308 | 1819.13 1662.34 0.010251 0.00101477 86615.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1801.77 1647.28 0.0102548 0.00101771 86607.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1785.4 1632.04 0.0102498 0.00101667 86644.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1768.03 1617.29 0.0102517 0.00101935 86651.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1751.2 1602.58 0.0102579 0.00101575 86560.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.91 1588.12 0.0103491 0.00111738 86658.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1718.85 1573.24 0.0102601 0.00101688 86549.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1702.69 1558.37 0.0102723 0.00103431 86599.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 1685.53 1545.34 0.0102335 0.00101644 86795.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1670.7 1530.29 0.01031 0.00102249 86137.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1654.5 1515.98 0.0102624 0.00101805 86539.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1638.45 1502.65 0.0102561 0.00101437 86563.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1623.22 1488.63 0.0102386 0.00101561 86739.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1607.56 1475.02 0.0102641 0.00101698 86513.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1592.37 1461.45 0.0102442 0.00101774 86707.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1577.16 1448.31 0.0102684 0.00101719 86474.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1561.92 1435.64 0.0102278 0.00101323 86819.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1547.42 1421.62 0.0102797 0.00103096 86498.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1532.33 1408.7 0.0102473 0.00101511 86653.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.99 1395.37 0.0102715 0.00101671 86441.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1502.88 1383.04 0.0102504 0.00101964 86666.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1489.03 1370.08 0.0102575 0.00101723 86577.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1474.51 1357.77 0.0102313 0.00101669 86818.8 0
: 331 Minimum Test error found - save the configuration
: 331 | 1460.42 1345.11 0.0102272 0.00101906 86880 0
: 332 Minimum Test error found - save the configuration
: 332 | 1446.39 1332.76 0.0102368 0.00101568 86757.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.9 1320.32 0.0102837 0.00101934 86352.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.8 1307.87 0.0103608 0.00102875 85725.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1405.31 1295.19 0.0102901 0.00103483 86437.7 0
: 336 Minimum Test error found - save the configuration
: 336 | 1391.3 1283.45 0.010261 0.00101794 86551 0
: 337 Minimum Test error found - save the configuration
: 337 | 1378.04 1271.7 0.0102595 0.00102226 86605.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1364.69 1259.95 0.0102694 0.00102065 86498.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.58 1248.33 0.0102431 0.00101773 86717.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1338.83 1236.9 0.0102521 0.00102626 86712.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.47 1225.73 0.010263 0.0010241 86590.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1313 1213.99 0.0102492 0.00101831 86665.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1300.4 1202.8 0.0103173 0.00102219 86066.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1287.74 1191.34 0.0102591 0.00102619 86646.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.54 1180.23 0.0102729 0.00103151 86567.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1263.12 1168.93 0.0102775 0.00102001 86416.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1250.72 1158.32 0.0102573 0.00101997 86604.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1238.53 1147.59 0.01027 0.00101883 86475.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1226.59 1137.62 0.0102408 0.00101462 86709.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1215.18 1126.27 0.0102417 0.00101674 86721.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.03 1115.79 0.0102647 0.00102503 86583.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1191.83 1104.8 0.0102559 0.00101941 86612.8 0
: 353 Minimum Test error found - save the configuration
: 353 | 1179.79 1094.64 0.0102706 0.00102006 86481.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1168.41 1084.29 0.0103583 0.0010274 85736.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1157.12 1074.22 0.010277 0.00104772 86680.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1145.87 1064.16 0.0102513 0.00101754 86639 0
: 357 Minimum Test error found - save the configuration
: 357 | 1134.92 1054.1 0.010241 0.00101583 86719.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1123.92 1043.7 0.0102803 0.00102247 86413.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1112.9 1033.76 0.0102564 0.00101703 86585.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1101.58 1024.49 0.010266 0.00101691 86495.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1091.41 1014.26 0.0102526 0.00101608 86612.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1080.54 1004.49 0.0102618 0.00101898 86554 0
: 363 Minimum Test error found - save the configuration
: 363 | 1069.59 995.805 0.0102685 0.00101655 86468 0
: 364 Minimum Test error found - save the configuration
: 364 | 1059.45 986.363 0.0102304 0.00101803 86839.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1049.81 976.013 0.0102383 0.00101584 86745.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1038.6 967.535 0.0102859 0.00103052 86435.9 0
: 367 Minimum Test error found - save the configuration
: 367 | 1028.89 958.03 0.0102484 0.00101496 86641.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1018.7 948.934 0.0102622 0.00101565 86518.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1008.99 939.346 0.0102513 0.00101612 86625.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.676 930.626 0.0102408 0.00101731 86735.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 989.03 921.858 0.010248 0.00102579 86746.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 979.558 912.413 0.0102348 0.00102446 86859.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.36 904.278 0.0102818 0.00101535 86332.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 960.332 895.333 0.0103359 0.00102346 85906.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 950.731 887.043 0.0102385 0.00101539 86738.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 941.334 878.199 0.0102841 0.00103444 86489.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 932.144 869.597 0.0102504 0.0010157 86630.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 922.744 861.536 0.0102437 0.00101915 86724.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 914.098 852.576 0.0102286 0.00101498 86828.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 904.64 844.425 0.0102348 0.00101854 86803.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 896.013 836.148 0.0102416 0.0010127 86684 0
: 382 Minimum Test error found - save the configuration
: 382 | 887.193 828.781 0.010237 0.00101582 86756.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 878.461 819.969 0.0102436 0.0010153 86690.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.307 812.356 0.0102498 0.00101765 86653.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.241 804.092 0.010251 0.00101867 86652.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.36 796.12 0.0102797 0.0010384 86568.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 843.984 788.315 0.0102516 0.00101671 86628 0
: 388 Minimum Test error found - save the configuration
: 388 | 835.434 780.928 0.0102379 0.00101686 86757.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 827.023 773.006 0.0102358 0.00101454 86755.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 819.118 765.394 0.010233 0.00101543 86790.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 810.759 757.974 0.0102508 0.00101696 86638 0
: 392 Minimum Test error found - save the configuration
: 392 | 802.51 750.483 0.0102667 0.00101702 86489.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.716 742.695 0.0102567 0.00101834 86595.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 786.784 735.425 0.0103507 0.00111164 86588.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 778.767 728.254 0.0102579 0.00101874 86588.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 770.915 720.78 0.0102834 0.00104178 86564.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 763.207 714.073 0.01025 0.00101693 86645 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.627 706.531 0.0102467 0.00101534 86661.4 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.052 699.613 0.0102658 0.001045 86760 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.617 692.324 0.0102598 0.00101601 86544.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.125 684.995 0.0102471 0.00101812 86683.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.596 678.747 0.0102532 0.00102009 86644.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.808 671.212 0.0102639 0.00102049 86547.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.034 664.655 0.0102433 0.00101836 86721.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.019 658.816 0.0102401 0.00101705 86738.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 697.023 651.136 0.0102612 0.00101918 86561.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 689.876 644.518 0.0102735 0.00102429 86493.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.914 638.196 0.0102581 0.00101736 86573.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.148 631.265 0.0102588 0.00101613 86555.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.357 625.489 0.0102479 0.00101622 86658.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.353 618.975 0.0102555 0.00101637 86588.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.619 612.105 0.0102825 0.00101955 86365.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.704 606.062 0.010241 0.00101789 86738.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.294 600.029 0.0102374 0.00101546 86749.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 635.839 593.786 0.0103893 0.00102587 85438.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.365 587.625 0.0102817 0.00103468 86514.2 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.954 581.287 0.0102513 0.00101284 86594.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.568 575.459 0.0102811 0.00101779 86362.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 609.94 569.484 0.010257 0.0010203 86611.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.787 563.207 0.0102587 0.00101782 86571.7 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.639 557.385 0.0102407 0.00101528 86716.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.466 551.921 0.0102697 0.00103114 86593.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.381 546.487 0.0103117 0.00101663 86066.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.511 540.037 0.0102608 0.00101549 86530.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.362 534.661 0.0102546 0.00101511 86584.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.531 529.771 0.0103035 0.00103185 86284.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 562.176 523.324 0.0102504 0.00101779 86649.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.765 518.688 0.0102509 0.00101628 86630.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.28 512.316 0.0102856 0.00101704 86313.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.324 507.01 0.0102408 0.00101461 86709.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.674 501.939 0.0102548 0.00101769 86607.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.178 496.36 0.0102593 0.00102649 86647.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.7 491.111 0.0102663 0.00102113 86532 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.987 485.595 0.0102606 0.00101998 86574.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.716 480.751 0.0103628 0.00102677 85689.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.684 475.638 0.0102671 0.00103288 86634.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.362 470.718 0.0102358 0.00102237 86830.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.048 465.576 0.0102601 0.00101616 86543.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.87 460.719 0.010237 0.00101616 86760 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.774 455.543 0.0102605 0.00101688 86546.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.479 450.859 0.0102441 0.00101494 86681.4 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.114 445.837 0.010268 0.00102636 86565.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.223 441.836 0.0102829 0.00101833 86350.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.501 436.323 0.0102683 0.00101916 86494.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.611 431.738 0.0102379 0.00101639 86754.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.641 426.792 0.0102441 0.00101591 86690.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.67 422.024 0.0102823 0.00103792 86539.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.141 417.508 0.0102497 0.00101482 86627.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.411 413.572 0.0102683 0.0010257 86555.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.67 408.377 0.0102578 0.00101653 86567.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.038 404.231 0.0102466 0.00101844 86691.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.634 399.792 0.0102563 0.00102785 86688 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.966 395.575 0.0102508 0.00101641 86632.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.617 390.981 0.0102644 0.00101651 86506.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 419 386.722 0.0103498 0.00102351 85778.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.826 382.33 0.010246 0.00101866 86698.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.425 378.355 0.0102916 0.00103525 86426.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.766 374.63 0.0102517 0.00101637 86624.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.867 369.89 0.0102655 0.00101661 86497.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.467 366.391 0.0102371 0.00101831 86779.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.39 362.161 0.0102432 0.0010156 86696.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.014 357.668 0.0102356 0.00101696 86780.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.083 354.131 0.0102343 0.00101509 86775.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.873 349.586 0.0102447 0.0010168 86693.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.798 346.124 0.0102518 0.00101844 86642.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.455 342.195 0.0102475 0.0010156 86656.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.625 338.372 0.0103171 0.00103046 86145.3 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.78 334.781 0.0102477 0.00101776 86674.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.177 330.797 0.0102438 0.00101438 86679.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.877 327.281 0.0102379 0.00101546 86745.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.319 323.077 0.0102364 0.00101291 86735.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.408 319.426 0.0102612 0.00101261 86499.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.622 316.181 0.0102417 0.00101537 86708.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.044 312.323 0.01025 0.00102359 86707.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.099 308.986 0.0103457 0.00110991 86619.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.889 305.058 0.0102557 0.00101702 86592.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.04 302.402 0.0102809 0.00103436 86519.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.602 298.257 0.0102601 0.00101813 86561.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.979 294.745 0.0102509 0.00101476 86616.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.531 291.352 0.0102481 0.00101877 86680.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.971 288.226 0.0102275 0.0010145 86834.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.686 285.108 0.0102775 0.00101837 86400.8 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.131 281.872 0.0102607 0.00101727 86547.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.942 278.368 0.0102435 0.00102181 86752.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.578 275.391 0.0102537 0.00101519 86594.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.684 272.28 0.0102439 0.00102471 86775.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.154 268.78 0.0102894 0.00103045 86403.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.768 265.803 0.0102441 0.00101379 86670.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.669 263.357 0.0102492 0.00101646 86648.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.439 259.872 0.0102471 0.00101559 86660.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.312 257.095 0.0102521 0.00101728 86628.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.332 253.882 0.0102488 0.00101679 86655.3 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.241 251.424 0.0102595 0.0010187 86572.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.272 248.374 0.0102436 0.00101774 86712.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.755 245.59 0.0102418 0.001013 86684.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.301 242.606 0.0103637 0.00102323 85648.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.097 239.537 0.0103127 0.00103719 86248.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.405 236.889 0.010252 0.00101462 86605 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.394 234.275 0.0102475 0.00101849 86683.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.571 231.384 0.0102663 0.00101782 86500.6 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.899 228.927 0.0102394 0.00101736 86748.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.121 225.98 0.0102356 0.00101605 86772.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.395 223.585 0.0102279 0.00101382 86823.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.646 220.737 0.0102318 0.00101364 86785.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.001 219.418 0.0102676 0.00101905 86500.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.14 215.951 0.0102259 0.00101427 86846.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.686 213.838 0.0102885 0.00104449 86542.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.842 210.634 0.0102554 0.00101386 86566 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.567 209.144 0.0102471 0.00101701 86673.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.59 206.476 0.010238 0.00101363 86727.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.308 203.787 0.0102321 0.00101466 86791.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.149 202.325 0.0102674 0.00101521 86465.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.451 198.91 0.0102772 0.0010431 86635.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.96 197.298 0.0102647 0.00102539 86586.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.373 195.152 0.0102736 0.00101474 86403.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.079 192.515 0.0103669 0.00102444 85630.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.361 191.991 0.010263 0.00101693 86523.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.456 188.599 0.0102562 0.00103012 86710.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.897 186.563 0.0102343 0.00101455 86769.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.356 183.76 0.0102363 0.00101379 86744.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.229 182.937 0.0102658 0.00101939 86520.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.032 179.666 0.0102533 0.00101519 86598 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.027 178.441 0.010264 0.00101444 86490.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.689 176.583 0.0102436 0.00101446 86681.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.727 173.519 0.0102432 0.00101564 86696.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.916 173.115 0.0102374 0.00101446 86740.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.11 170.172 0.0102463 0.00101437 86655.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.788 169.6 0.010258 0.00102963 86689.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.025 166.189 0.0102464 0.00101538 86664.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.695 164.639 0.0102435 0.0010141 86679.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.581 162.952 0.0102515 0.00101842 86644.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.827 159.827 0.0102696 0.00101895 86480.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.645 158.649 0.0102475 0.00101604 86660.6 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.272 157.269 0.0102418 0.00102441 86792.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.295 155.579 0.0102571 0.00101719 86580.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.554 154.202 0.0103421 0.00102316 85846.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.254 150.988 0.0102531 0.00101363 86585.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.285 150.571 0.0102635 0.00102463 86590.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.678 149.541 0.0102507 0.00101942 86661.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.647 146.447 0.0102828 0.00104273 86579 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.785 144.585 0.0102407 0.00101681 86731.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.05 143.568 0.010244 0.00101702 86702.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.086 142.238 0.0105279 0.00107864 84663 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.326 140.191 0.0103712 0.00102046 85555 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.548 138.171 0.0103604 0.0010234 85680.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.506 137.943 0.0102764 0.00102485 86472.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.867 135.517 0.0102849 0.00101962 86344.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.196 134.147 0.0103853 0.00104582 85657.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.328 132.449 0.010254 0.00101809 86618.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.773 131.752 0.0105385 0.00103253 84157.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.769 129.379 0.0103158 0.0010912 86724.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.349 127.807 0.0102651 0.00101705 86505.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.687 126.149 0.0103699 0.00102182 85578.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.99 126.057 0.0103894 0.00103159 85489.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.371 123.74 0.0104766 0.00102373 84630.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.485 122.221 0.010372 0.00103355 85667.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.098 121.989 0.0102551 0.00101642 86592.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.414 120.367 0.0103247 0.0010393 86156.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.886 119.222 0.0102391 0.00101597 86738.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.199 118.587 0.0102443 0.00102128 86739.7 0
: 561 | 128.859 119.611 0.010284 0.000990847 86085.2 1
: 562 Minimum Test error found - save the configuration
: 562 | 127.796 115.565 0.0102796 0.00101712 86369.9 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.057 113.256 0.0102448 0.00101704 86695.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.334 112.037 0.0103269 0.00105118 86246.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.674 110.704 0.010277 0.0010202 86422.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.219 109.27 0.0102616 0.00102655 86626.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.942 108.269 0.0102667 0.00103476 86656 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.769 107.289 0.0103093 0.00103903 86297.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.941 106.524 0.0102499 0.00102354 86708.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.55 104.553 0.010252 0.00101376 86596.6 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.312 102.751 0.0102748 0.00102425 86481.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.892 102.201 0.010317 0.0010326 86165.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.568 100.553 0.0102601 0.00101712 86552.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.292 99.7616 0.0103817 0.00103418 85584.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.835 98.7721 0.0103121 0.00101831 86079.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.66 97.6554 0.0102484 0.00101522 86644.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.413 96.6946 0.0103814 0.0010379 85620.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.953 94.9791 0.0102787 0.00103264 86523.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.873 94.222 0.0102592 0.00101498 86540.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.577 92.7418 0.0103112 0.00101988 86101.5 0
: 581 | 101.565 92.7528 0.0104786 0.00122036 86409.2 1
: 582 Minimum Test error found - save the configuration
: 582 | 100.177 91.7905 0.0103426 0.00102793 85886.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.2219 90.3007 0.0102768 0.00103721 86584 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.1929 87.9748 0.010317 0.00102094 86057.5 0
: 585 | 96.7413 88.6489 0.0102164 0.000981818 86630.9 1
: 586 Minimum Test error found - save the configuration
: 586 | 95.8129 86.7069 0.0132207 0.00123823 66764.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.4992 85.5835 0.0102803 0.00101749 86366.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.328 84.8755 0.0102932 0.00103717 86430 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.9703 83.0251 0.0102712 0.00101832 86460 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.0448 82.451 0.0102647 0.00103167 86645.1 0
: 591 | 90.2093 82.613 0.0102304 0.000994637 86619.8 1
: 592 Minimum Test error found - save the configuration
: 592 | 88.9963 80.7877 0.0102529 0.00101949 86641.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.1813 80.1796 0.010241 0.00101328 86695.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.7979 79.0081 0.0102731 0.00101917 86449.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.645 78.1213 0.01025 0.00102604 86730.3 0
: 596 | 84.6512 78.2932 0.0102353 0.000983298 86468.2 1
: 597 Minimum Test error found - save the configuration
: 597 | 83.7915 75.7301 0.0103812 0.00102673 85520.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.6425 75.5098 0.0104834 0.00110013 85257.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.6732 74.9564 0.010296 0.00101693 86215.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7629 74.4857 0.0102304 0.00101591 86819.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.7715 73.149 0.0102481 0.00101303 86626.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.834 72.19 0.0102408 0.00101646 86726.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.993 71.25 0.0102415 0.00101676 86723.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.3542 71.1273 0.0102518 0.00102297 86684.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.5698 69.5296 0.0102429 0.00101546 86698.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.3022 68.7231 0.010253 0.0010213 86657.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.3148 68.4338 0.0102475 0.00101366 86637.9 0
: 608 | 73.5071 68.5022 0.0102084 0.000980517 86693.7 1
: 609 Minimum Test error found - save the configuration
: 609 | 72.8811 66.7165 0.0102515 0.00101516 86614.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.6526 65.4331 0.0102361 0.00101338 86742.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8325 64.9637 0.0102758 0.00101692 86403.5 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.9293 63.5097 0.0102506 0.00101521 86623.1 0
: 613 | 69.3176 63.5569 0.0102139 0.000981306 86649.4 1
: 614 Minimum Test error found - save the configuration
: 614 | 68.4074 62.1357 0.0102447 0.00101602 86686.1 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.4462 61.9592 0.0102493 0.0010151 86634.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.6414 61.351 0.0102354 0.00101683 86781.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.908 60.2833 0.0103541 0.00102831 85783.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1971 59.94 0.0102617 0.00103203 86677 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3344 57.8372 0.0102505 0.00101624 86634 0
: 620 | 63.535 57.8595 0.010236 0.000994986 86570.2 1
: 621 Minimum Test error found - save the configuration
: 621 | 62.9404 57.0186 0.0102646 0.00102176 86553.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0756 56.1038 0.0119129 0.00138328 75976.4 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.3409 55.7469 0.0136274 0.00136389 65234.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5245 55.3575 0.0142025 0.00143275 62648 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.8707 54.835 0.0142248 0.00142237 62488 0
: 626 | 59.1218 54.8671 0.0116276 0.000984557 75166.8 1
: 627 Minimum Test error found - save the configuration
: 627 | 58.3637 54.5535 0.0102885 0.00103565 86460.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.875 52.4325 0.0102857 0.00101762 86318 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.8883 51.8208 0.0102662 0.0010176 86499.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.3264 50.3862 0.0102535 0.00101686 86611.5 0
: 631 | 55.6722 50.4934 0.0102037 0.000980068 86733.3 1
: 632 Minimum Test error found - save the configuration
: 632 | 54.9332 49.8241 0.01026 0.0010151 86534.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.3327 49.6531 0.010253 0.00101356 86585.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.6157 48.5915 0.0102596 0.00101498 86537.1 0
: 635 | 52.9842 48.8267 0.0102126 0.000982757 86675.6 1
: 636 Minimum Test error found - save the configuration
: 636 | 52.3796 47.2869 0.0104077 0.0010256 85268.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.7982 46.796 0.0103058 0.00103956 86334.5 0
: 638 | 51.384 47.7112 0.0102236 0.000983328 86577.9 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.6272 45.2606 0.0102553 0.00101865 86611.8 0
: 640 | 49.916 45.531 0.0102213 0.000982116 86587.9 1
: 641 Minimum Test error found - save the configuration
: 641 | 49.3132 44.6786 0.0102516 0.00101532 86614.7 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5562 44.1542 0.0102437 0.0010149 86684.8 0
: 643 | 48.035 44.9103 0.0102231 0.000980547 86556.6 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.5937 42.432 0.0102669 0.00101567 86475 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.0815 42.2689 0.0102748 0.00101582 86402.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.5607 41.5079 0.0102579 0.00101995 86599.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.8369 41.0061 0.0102731 0.00102968 86548.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2709 40.3509 0.0102462 0.00101651 86676.5 0
: 649 | 44.6136 40.4575 0.0102079 0.000980268 86696.3 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.0057 40.2533 0.0102459 0.00101623 86677.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.6412 40.1617 0.0102506 0.00101451 86616.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0326 39.0559 0.0102823 0.00101965 86368.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5259 38.491 0.0102701 0.00101853 86472.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.0575 37.9275 0.0102544 0.00101902 86623.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4551 37.6244 0.0102471 0.00101594 86662.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.1008 36.9004 0.0103472 0.00102354 85803.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5344 36.5625 0.0102697 0.00104112 86687.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.1023 36.1588 0.0102539 0.00101611 86601.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.6327 35.2875 0.010253 0.00101535 86601.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.105 34.6419 0.0102576 0.00101506 86556.3 0
: 661 | 38.6317 34.8629 0.0102303 0.000981378 86496.9 1
: 662 | 38.3172 35.0285 0.0102308 0.000983947 86516.4 2
: 663 Minimum Test error found - save the configuration
: 663 | 37.8628 34.143 0.0102737 0.0010212 86463.5 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.3605 33.8293 0.0102556 0.00101734 86596.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.8593 33.1171 0.0102402 0.00101354 86705.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.5198 32.8629 0.01025 0.00101636 86639.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.0756 32.5266 0.010253 0.00101453 86594.8 0
: 668 | 35.6623 33.0169 0.0102504 0.000983146 86325.4 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.5046 31.5714 0.0102633 0.00101863 86536.2 0
: 670 | 35.0433 32.0668 0.0102598 0.000984467 86250 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.2841 30.0604 0.0102792 0.00101818 86384 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6692 29.7817 0.0102408 0.00101558 86718.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.2796 29.7731 0.0102391 0.00101378 86717.5 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.9788 29.6468 0.0102461 0.00101206 86635.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.6132 28.958 0.0102417 0.00101393 86694.4 0
: 676 | 32.1047 29.1716 0.0103224 0.000983277 85660.9 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.7773 26.9664 0.0102754 0.00102397 86473.4 0
: 678 | 31.7002 27.6126 0.0102356 0.000982568 86458 1
: 679 | 31.2722 27.9103 0.0102434 0.000983947 86397.9 2
: 680 | 31.0555 27.8047 0.0102211 0.000985008 86617.2 3
: 681 Minimum Test error found - save the configuration
: 681 | 30.6984 26.5455 0.0102586 0.00101647 86560.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.9435 25.9473 0.0102325 0.00101366 86779.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.4871 25.6432 0.0102561 0.001015 86570.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9538 25.4103 0.0102613 0.00101491 86520.5 0
: 685 | 28.6244 25.4987 0.0102269 0.000984938 86561.8 1
: 686 Minimum Test error found - save the configuration
: 686 | 28.2355 24.043 0.0102709 0.00102812 86554.1 0
: 687 | 27.9547 24.4887 0.0102238 0.000981467 86558 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.6355 23.5983 0.0102624 0.00103369 86685.7 0
: 689 | 27.5728 24.1127 0.0102263 0.000980808 86528.4 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.9094 22.7511 0.0102348 0.00101237 86744.8 0
: 691 | 26.5211 23.1333 0.010217 0.000980566 86613.5 1
: 692 | 26.3411 23.1651 0.0102183 0.000984028 86634.1 2
: 693 Minimum Test error found - save the configuration
: 693 | 25.9412 22.0156 0.0102586 0.00101583 86554.2 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6086 21.1769 0.0102628 0.001018 86535.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2112 21.0329 0.0102646 0.00101899 86528 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.8932 20.4056 0.0102346 0.00101734 86793.3 0
: 697 | 24.569 20.4207 0.0103441 0.000985856 85485.9 1
: 698 | 24.1374 21.0525 0.010227 0.000979368 86508.5 2
: 699 | 23.8386 20.8836 0.0102109 0.000981397 86678.7 3
: 700 | 23.7207 20.6455 0.0102151 0.000983387 86658 4
: 701 Minimum Test error found - save the configuration
: 701 | 23.3162 20.0279 0.0102691 0.00101697 86466.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.976 18.9985 0.010273 0.00101796 86439.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.7442 18.2672 0.0102612 0.00101961 86565.2 0
: 704 | 22.4181 18.4592 0.0102125 0.000972378 86578.6 1
: 705 | 22.0223 18.6981 0.010215 0.000980397 86631.1 2
: 706 Minimum Test error found - save the configuration
: 706 | 22.0802 17.8112 0.0102537 0.00101429 86585.8 0
: 707 | 21.5443 18.3732 0.0102222 0.000981618 86574.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.2412 17.4049 0.0103 0.00104371 86427.9 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.1582 17.1243 0.0102687 0.001016 86460.8 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.7204 17.0643 0.0102728 0.00102009 86461.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4996 16.4566 0.0102683 0.00103006 86596.2 0
: 712 | 20.2535 16.7134 0.0102305 0.000983346 86513.5 1
: 713 Minimum Test error found - save the configuration
: 713 | 20.2571 16.236 0.0102525 0.00101705 86622.3 0
: 714 | 19.9511 17.2799 0.0102305 0.000981528 86495.9 1
: 715 | 19.8995 16.6435 0.0102224 0.000995848 86706.6 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.5271 15.9532 0.0102827 0.00102989 86460.1 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.96 14.8931 0.0103697 0.00102602 85619.2 0
: 718 | 18.527 16.2664 0.010258 0.000983518 86258 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.3807 14.6621 0.0103179 0.00102023 86043.5 0
: 720 | 18.0237 15.0905 0.010301 0.000983997 85864.9 1
: 721 | 17.9591 14.7867 0.0102065 0.000981986 86725.1 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.7537 14.1081 0.0104673 0.0010406 84865.2 0
: 723 | 17.4603 14.2666 0.0102338 0.000987198 86518.3 1
: 724 | 17.3026 15.091 0.0102542 0.000987608 86332 2
: 725 Minimum Test error found - save the configuration
: 725 | 16.9058 13.3898 0.01028 0.00102748 86462.9 0
: 726 | 16.5873 13.574 0.0102763 0.000984867 86100.9 1
: 727 | 16.4633 13.4476 0.0102388 0.000979977 86403.8 2
: 728 Minimum Test error found - save the configuration
: 728 | 16.4026 13.183 0.0102888 0.00103962 86494.2 0
: 729 | 15.9657 14.0153 0.0102295 0.000975637 86450 1
: 730 | 15.8243 13.4888 0.0102202 0.000983038 86606.3 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.7099 12.8029 0.0102506 0.00101482 86619.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.2811 12.3577 0.0102573 0.00101574 86565.2 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.4196 11.6732 0.0102889 0.00101454 86258.9 0
: 734 | 15.5356 12.1218 0.010231 0.000982958 86504.8 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.858 11.037 0.0103174 0.00102475 86089.4 0
: 736 | 14.845 13.2301 0.0102477 0.000984108 86359.3 1
: 737 | 14.6139 11.4958 0.0103365 0.000981468 85515.7 2
: 738 | 14.2549 11.2016 0.010255 0.000992138 86366.7 3
: 739 Minimum Test error found - save the configuration
: 739 | 14.1291 10.676 0.0102635 0.00101792 86528 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.8008 10.364 0.0102482 0.00101453 86639.6 0
: 741 | 13.5887 10.9253 0.0102268 0.000984427 86558 1
: 742 | 13.413 10.6495 0.0102415 0.000981428 86392.9 2
: 743 | 13.1835 10.9066 0.0102373 0.000985058 86465.5 3
: 744 Minimum Test error found - save the configuration
: 744 | 13.0057 10.0676 0.0102735 0.00102095 86462.5 0
: 745 | 12.9586 10.8458 0.0102175 0.000980147 86605 1
: 746 | 12.6863 10.5031 0.0102209 0.000982077 86591.3 2
: 747 | 12.4865 10.3836 0.0102034 0.000979348 86729.8 3
: 748 | 12.3737 10.2705 0.0102187 0.000971337 86510.8 4
: 749 Minimum Test error found - save the configuration
: 749 | 12.1012 9.44147 0.0102944 0.00103169 86368 0
: 750 | 12.0234 9.76633 0.0102197 0.000979677 86579.8 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.897 9.33633 0.0103045 0.00102172 86181.1 0
: 752 | 11.7702 9.40181 0.0102303 0.000981097 86494.2 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.7604 9.11661 0.0102366 0.00102114 86810.9 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.5366 8.7014 0.010245 0.00101611 86683.9 0
: 755 | 11.2147 9.77719 0.0102056 0.000982236 86736.5 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.3552 8.24194 0.0102555 0.00101499 86575.5 0
: 757 | 11.2128 8.9763 0.0103241 0.000979737 85612.9 1
: 758 | 11.0679 8.61518 0.0102419 0.000988218 86452.3 2
: 759 | 10.9922 9.54537 0.0102383 0.000983807 86445 3
: 760 Minimum Test error found - save the configuration
: 760 | 10.6581 8.05405 0.0102655 0.00102305 86557.3 0
: 761 | 10.854 9.39231 0.0102632 0.000990486 86274.3 1
: 762 | 10.4702 8.22517 0.0102298 0.000979707 86485.2 2
: 763 | 10.1454 8.51198 0.010211 0.000986607 86726.6 3
: 764 | 9.85032 8.34379 0.0102027 0.000982198 86763.6 4
: 765 | 9.73286 8.20672 0.0102117 0.000980727 86665.2 5
: 766 | 9.73578 8.36924 0.0102543 0.000986548 86320.7 6
: 767 Minimum Test error found - save the configuration
: 767 | 9.66565 7.56673 0.0103347 0.00104453 86112.1 0
: 768 | 9.65816 8.05805 0.0102614 0.000982198 86214 1
: 769 | 9.45023 8.11965 0.0102821 0.000982098 86021.8 2
: 770 | 9.24271 7.71108 0.0102085 0.000980619 86693.5 3
: 771 | 9.22783 7.6691 0.0102197 0.000980778 86590 4
: 772 Minimum Test error found - save the configuration
: 772 | 8.9431 7.53768 0.0102459 0.00101876 86701.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.92009 7.51165 0.0102863 0.00101756 86311.9 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.85461 7.16087 0.0102555 0.00101489 86574.8 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.6504 7.04081 0.0103273 0.00102114 85964.6 0
: 776 | 8.49569 7.42167 0.0102283 0.000982539 86526.2 1
: 777 | 8.51996 7.15858 0.0103244 0.00108625 86597 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.27563 6.24117 0.0102708 0.00103344 86604.4 0
: 779 | 8.31021 6.77103 0.010224 0.000979608 86539.3 1
: 780 | 8.44221 7.2499 0.010209 0.000981516 86697.4 2
: 781 | 8.24908 7.77618 0.0102803 0.000991037 86120.5 3
: 782 | 8.13023 6.72439 0.0102331 0.000986348 86517.3 4
: 783 | 7.97833 6.42178 0.0102276 0.000987087 86575.6 5
: 784 Minimum Test error found - save the configuration
: 784 | 7.75644 5.64811 0.0102943 0.00102255 86283.9 0
: 785 | 7.71662 5.99005 0.0102513 0.00101535 86618.2 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.70612 5.61353 0.0102566 0.00101531 86568.3 0
: 787 | 7.55958 5.9508 0.0102266 0.000982698 86543.6 1
: 788 | 7.74785 7.29284 0.0102358 0.000979708 86429.6 2
: 789 | 7.6598 6.54326 0.0102227 0.000982128 86574.8 3
: 790 | 7.59243 6.30728 0.0102296 0.000981666 86506 4
: 791 | 7.24407 5.97827 0.0102834 0.000982416 86012.9 5
: 792 | 7.15087 6.07032 0.0102477 0.000981027 86331 6
: 793 | 7.16402 5.66636 0.0102536 0.000981867 86283.5 7
: 794 | 6.84635 6.13456 0.0102001 0.000978578 86753.6 8
: 795 Minimum Test error found - save the configuration
: 795 | 6.90209 5.52775 0.0103332 0.00103221 86012.4 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.65323 5.40112 0.0102601 0.00101973 86576.8 0
: 797 | 6.57547 5.59917 0.010208 0.000980977 86701.9 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.68299 5.14574 0.01037 0.0010251 85607.9 0
: 799 | 6.921 6.0283 0.0102337 0.000981497 86466.3 1
: 800 | 6.68641 5.78015 0.0102323 0.000982727 86490.6 2
: 801 Minimum Test error found - save the configuration
: 801 | 6.42574 4.83192 0.010259 0.00102095 86598.7 0
: 802 | 6.2985 5.40576 0.0102016 0.000979258 86745.5 1
: 803 | 6.10451 5.72477 0.0102175 0.000979427 86598.1 2
: 804 | 6.14904 5.35481 0.0102063 0.000981948 86726.9 3
: 805 | 5.89798 4.91544 0.010207 0.000971408 86621 4
: 806 | 5.82108 5.09374 0.0102207 0.000981777 86590.5 5
: 807 | 5.72876 4.86214 0.0102237 0.000981598 86560.3 6
: 808 Minimum Test error found - save the configuration
: 808 | 5.68478 4.46722 0.0102644 0.00102154 86553.4 0
: 809 Minimum Test error found - save the configuration
: 809 | 5.61637 4.11339 0.010286 0.00105341 86649.8 0
: 810 | 5.51853 4.35352 0.0102216 0.000980518 86570 1
: 811 | 5.47136 5.47771 0.0102052 0.000979148 86710.6 2
: 812 Minimum Test error found - save the configuration
: 812 | 5.61097 3.6908 0.0103229 0.00102195 86012.4 0
: 813 | 5.34464 5.04335 0.010228 0.000982248 86526.3 1
: 814 | 5.39603 4.8091 0.0102284 0.000982388 86523.6 2
: 815 | 5.17181 4.62406 0.0102209 0.000982196 86591.8 3
: 816 | 5.15861 4.05366 0.0102264 0.000983987 86557.8 4
: 817 | 5.29064 4.6358 0.0102246 0.000972998 86471.3 5
: 818 | 5.10329 4.74746 0.0103412 0.000983527 85491.1 6
: 819 | 5.09792 4.68654 0.0102249 0.000981928 86551.9 7
: 820 | 4.87501 4.91514 0.010232 0.000981229 86479.4 8
: 821 | 4.89081 4.46219 0.0102211 0.000980997 86579.1 9
: 822 | 4.89028 4.30851 0.01022 0.000981626 86595.8 10
: 823 | 4.98775 4.63384 0.0102275 0.000982338 86531.4 11
: 824 | 4.67639 4.45494 0.0102329 0.000983648 86493.7 12
: 825 | 4.87666 4.08301 0.0102725 0.000984218 86129.7 13
: 826 | 4.6527 5.05581 0.0102306 0.000981136 86491.5 14
: 827 | 4.76741 4.63225 0.0102158 0.000981778 86636.2 15
: 828 | 4.71121 4.24708 0.0102229 0.000981707 86568.9 16
: 829 | 4.516 4.86583 0.0102134 0.000979766 86640.2 17
: 830 | 4.57421 4.01426 0.0102246 0.000981417 86550.1 18
: 831 | 4.38604 4.59164 0.0102516 0.000981787 86302.1 19
: 832 Minimum Test error found - save the configuration
: 832 | 4.38645 3.6378 0.0103021 0.00105414 86505.4 0
: 833 | 4.42027 4.39187 0.0102438 0.000982297 86379.3 1
: 834 | 4.41552 4.47993 0.0102185 0.000981548 86609 2
: 835 | 4.17427 5.55547 0.0102235 0.000980116 86548.3 3
: 836 | 4.1899 3.82875 0.0102231 0.000982798 86577 4
: 837 | 4.0976 4.56396 0.0102128 0.000978767 86636.2 5
: 838 | 4.11823 4.39762 0.0103446 0.000982638 85452 6
: 839 | 3.93472 3.73636 0.0102289 0.000981518 86511.1 7
: 840 | 3.88656 4.00387 0.0102898 0.000983217 85960.6 8
: 841 | 3.98832 3.95027 0.0102329 0.000981877 86476.9 9
: 842 | 4.13405 4.60451 0.0102228 0.000982817 86580.4 10
: 843 | 4.26334 4.48135 0.0102156 0.000982058 86640.7 11
: 844 | 3.98773 4.59881 0.0102708 0.000981288 86118.5 12
: 845 | 3.71931 4.09049 0.0102304 0.000979258 86475.5 13
: 846 | 3.56428 4.0896 0.0102214 0.000975216 86522.4 14
: 847 | 3.62707 4.19557 0.0102122 0.000979428 86648.1 15
: 848 | 3.77676 4.05668 0.0102312 0.000981687 86491.4 16
: 849 | 3.57146 5.31553 0.0102685 0.00100648 86374 17
: 850 | 3.91376 4.14844 0.0102709 0.000984076 86143.7 18
: 851 | 3.93664 4.05077 0.0102428 0.000982557 86390.7 19
: 852 | 3.61107 5.12316 0.0102157 0.000980538 86625 20
: 853 | 3.48349 3.81526 0.010219 0.000979497 86584.5 21
:
: Elapsed time for training with 1000 events: 8.76 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: 0.0126 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: 0.843 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.3105e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08644e+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: 0.0322 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: 0.0372 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: 0.00261 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: 0.0956 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: 0.889 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: 0.0218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00385 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: 0.0383 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00561 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: 0.00311 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00151 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: 0.0958 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0121 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: 0.896 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.677 0.116 5.52 1.71 | 3.213 3.216
: 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 : 0.00844 0.198 2.04 1.18 | 3.346 3.337
: 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.