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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.261 sec
: Elapsed time for training with 1000 events: 0.265 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00258 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: 0.000712 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00387 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: 0.000183 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000295 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 = 31537.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33102.3 31160.7 0.00986859 0.00102497 90460.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32576 30596.5 0.0099089 0.00100704 89868.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31888.1 29986.7 0.0100882 0.00101245 88147.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31242.9 29419.8 0.0101311 0.00101135 87721.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30587 28785.8 0.0100981 0.00101241 88050.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29813.4 27910.7 0.0101151 0.00102856 88042 0
: 7 Minimum Test error found - save the configuration
: 7 | 29025.2 27171.8 0.0100467 0.000993786 88369.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28524.1 26762 0.00995374 0.000986786 89216.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 28147.7 26434.6 0.00990641 0.000983165 89653.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27819.5 26133.5 0.00991249 0.000984115 89601.9 0
: 11 Minimum Test error found - save the configuration
: 11 | 27516.1 25844.7 0.00995636 0.00100852 89407.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27222.5 25571.1 0.00990416 0.000995715 89802.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26940.4 25309.1 0.00992384 0.000986255 89509.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26668.1 25055 0.00992321 0.000986726 89520.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26403.8 24806.8 0.00991737 0.000982555 89537.4 0
: 16 Minimum Test error found - save the configuration
: 16 | 26150.7 24557.4 0.00994484 0.000985005 89287.3 0
: 17 Minimum Test error found - save the configuration
: 17 | 25895.7 24317.7 0.00989421 0.000984995 89794.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25646.1 24086.2 0.00990236 0.000981335 89675.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25404.9 23856.7 0.010032 0.000991066 88486.1 0
: 20 Minimum Test error found - save the configuration
: 20 | 25165.8 23631.8 0.00992177 0.000982526 89493 0
: 21 Minimum Test error found - save the configuration
: 21 | 24934.5 23406.3 0.00995096 0.00100207 89396.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24701.2 23187.8 0.00992048 0.000986135 89542.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24473.7 22972.7 0.00993881 0.000999106 89488.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24249.7 22760.2 0.00995809 0.000987345 89178.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24028.5 22550.7 0.00994751 0.000984115 89251.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23809.4 22345.4 0.0099083 0.000980426 89607 0
: 27 Minimum Test error found - save the configuration
: 27 | 23595.3 22140.8 0.00994022 0.000989015 89373.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23382.5 21938.8 0.00990806 0.000982425 89629.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23169.9 21742.9 0.00993685 0.000992056 89437.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 22967.2 21542.3 0.00991692 0.000982725 89543.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22758 21350 0.00996535 0.00102395 89471.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22555 21160.2 0.00995729 0.000987326 89186.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22355 20971.6 0.00992505 0.000985274 89487.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22157.9 20783.1 0.00992548 0.000988796 89518.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21962.2 20596.2 0.00997997 0.000985366 88942.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21768.9 20410.5 0.00993164 0.000984395 89413 0
: 37 Minimum Test error found - save the configuration
: 37 | 21572.6 20233.5 0.0100336 0.000987505 88435.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21388.2 20050.4 0.00995138 0.000987945 89251.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21197.4 19873.8 0.0100314 0.00107467 89318.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21011.1 19699.8 0.00995949 0.000986645 89157.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20828.5 19525.9 0.00993761 0.000987507 89384.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20644 19357.8 0.00997784 0.00100274 89135.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20466.7 19187.2 0.00993547 0.000984515 89375.9 0
: 44 Minimum Test error found - save the configuration
: 44 | 20288.8 19017.8 0.00993301 0.000986326 89418.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20112 18850.9 0.0099434 0.000988225 89333.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19937.4 18685.9 0.00994426 0.000993605 89378.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19763.4 18524.4 0.00997954 0.00101205 89211.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19592 18365 0.0101004 0.000997006 87879.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19423.3 18206.3 0.00989876 0.000984376 89742.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19257.6 18046.4 0.00994882 0.000987446 89272 0
: 51 Minimum Test error found - save the configuration
: 51 | 19089.2 17891.8 0.00992975 0.000984725 89435.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18925.1 17738.5 0.00997808 0.00100456 89151.1 0
: 53 Minimum Test error found - save the configuration
: 53 | 18764.7 17583.4 0.00996231 0.000985516 89118.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18601.7 17432.6 0.00998596 0.000991416 88942.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18442.2 17282.7 0.00996881 0.000989715 89095.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18283.3 17132.7 0.00999784 0.00100582 88967.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18126 16972.1 0.0100619 0.000997496 88257.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17957.2 16827.8 0.010013 0.000998837 88749.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17804.1 16677.3 0.0100444 0.00103148 88761.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17651.1 16536.3 0.0101582 0.00100896 87438.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17493.2 16380.9 0.0100765 0.00100745 88212.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17348.6 16227.1 0.0100853 0.00100449 88098.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17184.2 16093 0.0101241 0.00102809 87950.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 17031.8 15932.2 0.0101266 0.00102589 87905.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16875.1 15787.3 0.0101293 0.00100972 87723.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16723.8 15641.2 0.0101296 0.00101417 87763.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16575.1 15500.2 0.0101376 0.00102107 87752.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16426.3 15357.2 0.0101617 0.00103088 87615 0
: 69 Minimum Test error found - save the configuration
: 69 | 16278.3 15219.3 0.0102322 0.00101546 86798.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16133.7 15080.9 0.0101359 0.00101168 87679.1 0
: 71 Minimum Test error found - save the configuration
: 71 | 15989.6 14943.6 0.0101276 0.00101314 87773 0
: 72 Minimum Test error found - save the configuration
: 72 | 15842.5 14809.6 0.0101342 0.00101082 87686.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15704.4 14672.4 0.010232 0.0010515 87141 0
: 74 Minimum Test error found - save the configuration
: 74 | 15560.6 14539.1 0.0101759 0.0010138 87315.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15419.3 14404.3 0.0101627 0.00101691 87471.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15279.4 14273.1 0.0101714 0.00101921 87410.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15142.1 14140.1 0.01015 0.00101572 87582.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15005 14009.4 0.0101612 0.00101596 87477.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14867 13884.6 0.0101673 0.00101684 87427.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14735.3 13756.8 0.0101993 0.00101695 87123.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14603.9 13628.1 0.010244 0.00102258 86754.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14467.7 13507.9 0.0101472 0.0010126 87578.7 0
: 83 Minimum Test error found - save the configuration
: 83 | 14341.9 13382.5 0.010196 0.00104899 87460.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14211.2 13260.4 0.0103355 0.00102126 85889.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 14082.1 13141.6 0.0102211 0.00102079 86953.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13957.1 13021.7 0.0102263 0.00101697 86868.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13831.1 12903.9 0.0101599 0.00102572 87583.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13706.9 12787 0.0102084 0.00101519 87020.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13583.4 12671.3 0.0101682 0.00101724 87422.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13461.9 12556.7 0.0101996 0.00101563 87108.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13341.7 12441.5 0.0101711 0.00101605 87383.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13220.4 12329.9 0.0101716 0.00102505 87465.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13103.2 12216.6 0.0102101 0.00102992 87144 0
: 94 Minimum Test error found - save the configuration
: 94 | 12983.7 12106.9 0.0102103 0.00102159 87063.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12867.2 11998 0.0101739 0.0010152 87348.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12753.6 11887.5 0.0101879 0.00101846 87246 0
: 97 Minimum Test error found - save the configuration
: 97 | 12636.6 11780.3 0.0102011 0.0010504 87425 0
: 98 Minimum Test error found - save the configuration
: 98 | 12523.3 11674.1 0.0101822 0.00101278 87246.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12411.8 11566.8 0.010216 0.00102248 87017.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12300.2 11460.6 0.0102005 0.00101767 87119.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12187.7 11357.8 0.0102862 0.00102402 86372.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12079 11254.4 0.0102189 0.00102176 86983.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11970.1 11152.2 0.0114261 0.00105089 77107.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11862.2 11050.9 0.0101916 0.00101925 87218.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11755.6 10950.1 0.0101846 0.00102001 87292.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11648.9 10851.3 0.0102059 0.00102287 87117.5 0
: 107 Minimum Test error found - save the configuration
: 107 | 11544.8 10752.1 0.0101886 0.00101615 87217.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11439.8 10655.2 0.01021 0.00101855 87037.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11337.1 10558.2 0.0101805 0.00101588 87292.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11235.2 10461.9 0.0101942 0.00102337 87232.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11131.8 10369.2 0.0101992 0.00101463 87102.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11034.2 10273 0.0102011 0.00101848 87121.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10933 10179.9 0.0101808 0.00101577 87287.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10834.4 10087.4 0.0102352 0.00103688 86972.8 0
: 115 Minimum Test error found - save the configuration
: 115 | 10737.9 9993.84 0.0102008 0.00101881 87126.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10638 9905.29 0.0102355 0.00101899 86800.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10543.8 9814.34 0.0101921 0.00101784 87200.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10448.5 9724.29 0.0102121 0.00102195 87050.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10352.7 9636.82 0.0101844 0.00101844 87279.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10260.3 9548.29 0.0102122 0.00102074 87037.1 0
: 121 Minimum Test error found - save the configuration
: 121 | 10166.3 9462.2 0.0102904 0.00102432 86336.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10075.1 9375.43 0.0102878 0.00103874 86495.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9984.79 9288.2 0.0102326 0.00102196 86856.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9892.78 9204.07 0.0102739 0.00104849 86717.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9803.98 9119.32 0.010191 0.00101793 87212.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9713.68 9037.44 0.0101968 0.00101983 87175 0
: 127 Minimum Test error found - save the configuration
: 127 | 9626.32 8955.1 0.0102059 0.00101951 87085.6 0
: 128 Minimum Test error found - save the configuration
: 128 | 9540.33 8871.96 0.0101871 0.0010225 87292.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9451.86 8791.86 0.0102168 0.00102109 86996.8 0
: 130 Minimum Test error found - save the configuration
: 130 | 9366.35 8712.39 0.0102253 0.00102472 86950.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9281.56 8632.86 0.0101925 0.00101884 87206.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9197.36 8554.21 0.0101891 0.00102235 87271.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9114.9 8474.41 0.0101882 0.0010227 87284.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9031.42 8396.47 0.0102453 0.00103841 86891.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8949.41 8318.84 0.0102242 0.00102003 86917.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8867.21 8243.47 0.0102159 0.00102005 86996 0
: 137 Minimum Test error found - save the configuration
: 137 | 8786.61 8168.74 0.0101948 0.00102131 87207.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8707.61 8093.37 0.0102342 0.00102224 86843.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8628.36 8018.45 0.0102351 0.00103188 86926.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8548.27 7946.76 0.0102017 0.00102279 87156.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8472.7 7872.86 0.0102045 0.00101988 87102.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8392.51 7803.21 0.0102995 0.00103036 86308.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8319.02 7730.46 0.0101989 0.0010236 87190.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8242.14 7658.99 0.0102358 0.00103626 86960.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8166.87 7588.57 0.0102365 0.00103093 86903.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8092.63 7519.01 0.0104592 0.00103736 84909.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8018.11 7450.14 0.0102422 0.00102246 86769.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7945.81 7381.34 0.010218 0.0010328 87096.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7873.21 7312.94 0.0102121 0.001019 87022.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7800.9 7246.22 0.0102912 0.00103571 86435.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7729.41 7179.7 0.0102428 0.00102264 86766.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7659.29 7114.04 0.0102027 0.00102031 87123.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7588.55 7049.61 0.0102009 0.00102131 87149.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7520.42 6983.87 0.0102445 0.00104067 86920.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7450.73 6920.44 0.0102274 0.00102216 86907.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7382.68 6856.71 0.0101994 0.00101892 87140.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7315.67 6793.6 0.0101996 0.00101997 87149.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7248 6731.78 0.0101978 0.00101809 87148.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7182.26 6668.93 0.0102375 0.00102684 86856.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7116.37 6608.08 0.0102043 0.0010283 87184 0
: 161 Minimum Test error found - save the configuration
: 161 | 7051.28 6546.66 0.0102102 0.00102404 87087.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6987.1 6485.57 0.0102829 0.00102496 86412.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6921.61 6427.03 0.0102116 0.00102334 87067.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6859.56 6366.69 0.0102369 0.00103615 86949.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6796.64 6307.92 0.0102439 0.00105005 87014.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6733.71 6249.63 0.0101868 0.001018 87252.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6672.09 6192.01 0.0102017 0.00101965 87126.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6610.72 6135.61 0.0102139 0.00101859 87000.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6550.41 6077.37 0.0102248 0.00102224 86932.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6490 6021.87 0.0102191 0.00102075 86972.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6430.13 5966.88 0.0102408 0.00102957 86850.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6372.17 5909.95 0.0102843 0.00103159 86461.4 0
: 173 Minimum Test error found - save the configuration
: 173 | 6312.42 5854.96 0.0102353 0.00102194 86830.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6254.68 5801.11 0.0102504 0.00102577 86724.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6197.52 5746.93 0.010258 0.00103633 86752.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6139.27 5695.58 0.0102327 0.0010227 86861.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6084.65 5640.44 0.0102186 0.0010203 86972.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6027.34 5589.08 0.0102071 0.00102023 87080.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5972.95 5535.2 0.0102358 0.00102497 86854.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5916.79 5485.67 0.0102393 0.0010215 86788.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5862.77 5433.8 0.0102071 0.00102107 87089 0
: 182 Minimum Test error found - save the configuration
: 182 | 5808.27 5383.2 0.0103079 0.00102655 86194 0
: 183 Minimum Test error found - save the configuration
: 183 | 5755.11 5334.08 0.0102412 0.00103434 86891.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5702.3 5283.81 0.010259 0.00105011 86872.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5649.54 5234.92 0.0102867 0.00104243 86539.7 0
: 186 Minimum Test error found - save the configuration
: 186 | 5598.13 5185.06 0.0102235 0.00102395 86961.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5545.47 5136.86 0.0102136 0.00102337 87049.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5495.25 5089.34 0.0102533 0.00102115 86653.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5443.82 5040.91 0.0102177 0.00102213 86997.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5393.64 4996.04 0.0102605 0.00102662 86637.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5344.43 4947.33 0.0102215 0.00103944 87126.1 0
: 192 Minimum Test error found - save the configuration
: 192 | 5293.67 4902.95 0.010215 0.0010231 87033.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5246.16 4856.41 0.0102467 0.00102579 86759.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5198.18 4810.01 0.0102153 0.00102484 87047.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5149.15 4766.47 0.0103051 0.001046 86401.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5101.47 4721.76 0.0102482 0.00102614 86748.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5055.33 4677.67 0.0102956 0.00102731 86315.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5009.14 4632.23 0.0102115 0.00102242 87059.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4961.83 4589.53 0.0102243 0.00102652 86977.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4916.17 4547.01 0.0102729 0.00103439 86594.2 0
: 201 Minimum Test error found - save the configuration
: 201 | 4871.38 4504.88 0.0102248 0.00102122 86922.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4826.5 4461.75 0.0102252 0.0010258 86961.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4781.5 4420.2 0.0103445 0.001026 85850.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4736.77 4380.25 0.0102372 0.00102608 86851.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4694.35 4338.8 0.0102679 0.00104765 86765.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4650.71 4298.34 0.0102393 0.00103487 86914.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4608 4258.5 0.0102246 0.00102063 86918.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4565.71 4218.56 0.0102333 0.00102377 86866.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4522.92 4180.06 0.0102446 0.00103553 86871.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4481.43 4141.19 0.0102251 0.00102595 86964.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4440.88 4101.97 0.0102131 0.00102314 87051.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4399.56 4064.87 0.0102544 0.00102525 86681.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4360.29 4024.8 0.0102999 0.00107277 86701.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4319.67 3987.72 0.0102727 0.00102526 86510.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4279.27 3951.14 0.0102531 0.00102409 86683.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4239.84 3914.3 0.0102511 0.00102607 86720.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4202.01 3877.38 0.0102385 0.0010337 86910.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4162.66 3841.79 0.0102816 0.00102228 86399.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4124.68 3805.84 0.0102863 0.00105148 86628.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4087.46 3769.49 0.0102418 0.00102551 86802.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4049.22 3734.69 0.0102405 0.00102185 86781 0
: 222 Minimum Test error found - save the configuration
: 222 | 4012.79 3699.75 0.0102314 0.00102223 86869.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3975.48 3665.55 0.0103725 0.00105914 85897.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3940.25 3630.41 0.0102693 0.00103572 86640.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3903.02 3597.51 0.0102785 0.00104428 86634.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3867.83 3563.89 0.0102503 0.00102404 86709 0
: 227 Minimum Test error found - save the configuration
: 227 | 3832.43 3530.76 0.0102532 0.00102257 86667.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3797.43 3497.64 0.010273 0.00103162 86567 0
: 229 Minimum Test error found - save the configuration
: 229 | 3763.17 3464.67 0.0102869 0.00103925 86508.2 0
: 230 Minimum Test error found - save the configuration
: 230 | 3728.43 3432.28 0.0102534 0.00104294 86857.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3694.58 3400.04 0.010207 0.00102141 87092.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3660.59 3368.72 0.0102405 0.00102333 86794.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3627.45 3337.65 0.0102475 0.00102633 86756.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3594.2 3306.73 0.0102541 0.0010297 86726.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3562.54 3274.53 0.010275 0.00104034 86630.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3529.52 3244.21 0.0102498 0.00102749 86745.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3497.14 3214.01 0.0102434 0.00102049 86740.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3465.29 3184.27 0.0102769 0.00102382 86457.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3433.73 3155.2 0.0102586 0.0010415 86795 0
: 240 Minimum Test error found - save the configuration
: 240 | 3402.39 3126.26 0.0102101 0.00102254 87074.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3372.68 3096.51 0.0102264 0.0010244 86937.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3340.97 3067.92 0.0102434 0.0010268 86799.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3310.64 3039.64 0.0103504 0.00102948 85828.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3280.81 3010.97 0.0104113 0.00103721 85341.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3251.09 2982.48 0.0102768 0.00105418 86743.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3221.15 2955.18 0.0102475 0.00102585 86752.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3191.74 2928.31 0.0102555 0.00103217 86736.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3163.1 2900.9 0.0102197 0.0010209 86967.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3133.97 2874.38 0.0102487 0.00102604 86742.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3106.07 2847.63 0.010251 0.00102644 86724.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3078.04 2820.55 0.0102369 0.0010252 86846.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3049.63 2794.51 0.0102351 0.00102483 86859.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3022.04 2768.99 0.0102491 0.00102561 86735.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2994.57 2743.49 0.0102274 0.00102202 86905.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2967.54 2717.41 0.0102228 0.00102212 86950.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2940.27 2692.66 0.0102736 0.00103955 86635.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2914.02 2667.29 0.010271 0.00103089 86579.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2887.56 2642.42 0.010259 0.00103941 86771.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2861.18 2618.29 0.0102267 0.00102568 86946.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2835.87 2593.34 0.0102298 0.00102054 86868.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2809.9 2569.44 0.0102453 0.00102371 86753 0
: 262 Minimum Test error found - save the configuration
: 262 | 2783.81 2546.3 0.0102279 0.00102456 86925 0
: 263 Minimum Test error found - save the configuration
: 263 | 2759.36 2522.59 0.0103121 0.00111029 86939.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2734.22 2498.84 0.0102383 0.00102855 86864.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2708.62 2476.92 0.0102476 0.00102288 86723.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2684.98 2453.76 0.0102724 0.00104082 86659.4 0
: 267 Minimum Test error found - save the configuration
: 267 | 2660.59 2430.95 0.0102276 0.00102202 86903.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2636.35 2408.99 0.0102723 0.00102765 86536.4 0
: 269 Minimum Test error found - save the configuration
: 269 | 2612.29 2387.04 0.0102427 0.00102473 86787.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2589.86 2363.55 0.0102404 0.00102312 86793.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2565.5 2342.2 0.0102165 0.0010207 86996.6 0
: 272 Minimum Test error found - save the configuration
: 272 | 2542.55 2320.06 0.0102381 0.00102957 86875.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2519.15 2298.79 0.0102344 0.00102378 86856.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2495.75 2278.66 0.0102488 0.00102345 86717.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2473.84 2257.55 0.010265 0.00102611 86590.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2451.42 2236.75 0.0103122 0.00106161 86481.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2429.15 2216.31 0.0102502 0.00102698 86737.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2406.65 2196.51 0.0102357 0.00102513 86856.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2385.12 2176.88 0.010244 0.00102604 86786.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2364.83 2155.48 0.0102412 0.00102326 86787 0
: 281 Minimum Test error found - save the configuration
: 281 | 2342.2 2135.52 0.0102197 0.00102968 87051.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2320.19 2116.63 0.0102488 0.00102346 86717.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2299.46 2097.12 0.0102547 0.00102092 86638.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2278.21 2078.08 0.0103552 0.0010294 85783.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2257.6 2058.96 0.0102271 0.00103243 87006.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2237.19 2039.78 0.0102634 0.00103979 86733.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2215.86 2021.71 0.0102446 0.00102531 86774.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2196.27 2002.78 0.010254 0.00104231 86846.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2176.17 1984.15 0.0102421 0.00102552 86800 0
: 290 Minimum Test error found - save the configuration
: 290 | 2155.79 1965.94 0.0102745 0.00103561 86590.6 0
: 291 Minimum Test error found - save the configuration
: 291 | 2135.75 1948.5 0.010228 0.00102473 86925.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2116.33 1931.1 0.0102338 0.00102344 86858.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2097.27 1912.82 0.0102853 0.00102866 86424.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2077.65 1895.06 0.0103053 0.0010303 86253 0
: 295 Minimum Test error found - save the configuration
: 295 | 2058.64 1877.4 0.0102367 0.00102229 86820.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2039.42 1860.23 0.0102657 0.00104319 86744.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2020.05 1843.88 0.0102391 0.00102421 86815.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2001.93 1826.66 0.0102475 0.00104147 86899.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1983.35 1810.01 0.0102564 0.00102148 86627.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1965.02 1794.47 0.0102348 0.00102722 86885.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1946.92 1777.73 0.0102296 0.00102162 86881.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1928.6 1760.86 0.0102308 0.00102531 86904.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1910.54 1744.57 0.0102339 0.00102126 86837.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1892.75 1728.6 0.0103313 0.00102581 85971 0
: 305 Minimum Test error found - save the configuration
: 305 | 1875.02 1712.96 0.0102338 0.00102461 86869.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1857.67 1697.49 0.010255 0.00104013 86816 0
: 307 Minimum Test error found - save the configuration
: 307 | 1840.4 1682.89 0.0102529 0.00102595 86702.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1823.37 1666.04 0.010261 0.0010224 86593.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1805.54 1651.22 0.0102447 0.00102117 86734.9 0
: 310 Minimum Test error found - save the configuration
: 310 | 1788.39 1636.32 0.0102431 0.00102535 86789.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1772.25 1620.95 0.0102723 0.00102172 86481.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1755.01 1606.74 0.0102493 0.00102348 86712.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1739.04 1591.26 0.0102205 0.00102122 86963.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1721.91 1576.92 0.0102335 0.00101903 86820.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1705.67 1562.76 0.010252 0.00102222 86676 0
: 316 Minimum Test error found - save the configuration
: 316 | 1689.82 1548.73 0.0102733 0.00105455 86779.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1674.25 1533.55 0.0102681 0.00102888 86587.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1657.86 1519.56 0.010237 0.00102552 86848.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1642.15 1505.68 0.0102958 0.00102377 86280.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1626.41 1492.11 0.0102799 0.00102714 86460.3 0
: 321 Minimum Test error found - save the configuration
: 321 | 1610.88 1478.63 0.0102386 0.00102812 86857.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1595.86 1464.89 0.0102458 0.00102174 86729.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1580.48 1451.52 0.0102615 0.00102347 86598.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1565.45 1437.96 0.0103376 0.0010253 85907.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1550.37 1425.3 0.0102352 0.0010239 86849.4 0
: 326 Minimum Test error found - save the configuration
: 326 | 1535.83 1412.13 0.0102675 0.00102362 86543.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520.97 1399.26 0.0102506 0.00103809 86838.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1506.43 1386.33 0.0102218 0.00102148 86953.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1492.14 1373.44 0.0102371 0.00102268 86820.5 0
: 330 Minimum Test error found - save the configuration
: 330 | 1477.37 1361.48 0.0102647 0.0010229 86563 0
: 331 Minimum Test error found - save the configuration
: 331 | 1463.64 1348.59 0.0102498 0.0010246 86718.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1449.38 1335.92 0.0102246 0.0010195 86908.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1436.17 1322.74 0.0102402 0.00102319 86795.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1421.49 1310.98 0.0102674 0.00103468 86648.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1408.31 1298.97 0.0102325 0.00102204 86858.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1394.41 1287.08 0.0102235 0.00102066 86929.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1381.52 1274.33 0.0102655 0.00103846 86701.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1367.61 1262.72 0.0102465 0.00101848 86692.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1354.45 1251.33 0.0102633 0.00103461 86686.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1341.76 1239.83 0.0102384 0.00102162 86798.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1328.41 1228.19 0.0103583 0.00103137 85773.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1316.41 1216.13 0.010249 0.00101947 86678.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1302.91 1205.41 0.0102309 0.00102406 86892.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1290.96 1194.18 0.0102431 0.00101889 86728 0
: 345 Minimum Test error found - save the configuration
: 345 | 1277.83 1183.37 0.0103233 0.00102569 86043.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1265.76 1172.21 0.0102305 0.00102175 86874 0
: 347 Minimum Test error found - save the configuration
: 347 | 1253.75 1161.05 0.0102856 0.00104475 86571.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1241.48 1150.16 0.0102641 0.00102815 86618 0
: 349 Minimum Test error found - save the configuration
: 349 | 1229.83 1138.92 0.0102489 0.00102476 86729.4 0
: 350 Minimum Test error found - save the configuration
: 350 | 1217.16 1129.01 0.0102272 0.00102136 86901.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.16 1118.09 0.010247 0.00103453 86838.4 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.86 1107.89 0.0104532 0.00102487 84850.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1182.43 1097.49 0.0102586 0.00102242 86615.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.15 1087.08 0.0121468 0.00141752 74562 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.15 1076.36 0.0103166 0.00103491 86191.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.44 1066.4 0.0103533 0.00104514 85946 0
: 357 Minimum Test error found - save the configuration
: 357 | 1137.52 1056.09 0.0102795 0.00104624 86643 0
: 358 Minimum Test error found - save the configuration
: 358 | 1126.14 1046.45 0.0102571 0.00102418 86646.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1115.68 1036.22 0.0102514 0.0010257 86714.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1104.68 1026.47 0.010236 0.00102385 86841.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1093.84 1016.83 0.0102167 0.00102133 86999.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.12 1007.24 0.0102252 0.00102209 86927.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1072.64 997.665 0.0102526 0.0010214 86662.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.26 988.303 0.0102528 0.00102078 86655 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.17 979.609 0.0103713 0.00103265 85665.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.81 969.878 0.0102527 0.00102388 86685.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.56 960.704 0.0102928 0.00106219 86668.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.34 951.189 0.0102237 0.0010303 87018.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.37 942.071 0.0102488 0.00102715 86752.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1001.78 932.588 0.0102338 0.0010325 86944 0
: 371 Minimum Test error found - save the configuration
: 371 | 991.539 923.624 0.0102615 0.00103031 86662.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 981.766 914.973 0.0102695 0.00102292 86518.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.069 906.281 0.0102516 0.00102772 86731.5 0
: 374 Minimum Test error found - save the configuration
: 374 | 962.419 898.29 0.0102308 0.00102262 86878.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.356 889.617 0.0103089 0.00102552 86175.7 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.118 880.298 0.0102915 0.00103614 86436.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.591 871.963 0.010279 0.00104274 86615.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.368 863.485 0.0102724 0.00102802 86539.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.187 855.116 0.0103264 0.00102664 86023.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.045 846.759 0.0102269 0.00102253 86914.8 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.196 838.672 0.0102363 0.00102125 86814.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.471 830.283 0.0102869 0.00102593 86384.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.294 822.478 0.0102742 0.00102835 86524.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.08 814.173 0.0102338 0.00102077 86833.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.248 806.087 0.0103436 0.00102668 85865.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.578 798.46 0.0102398 0.00102245 86792.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.102 790.485 0.0102667 0.00104069 86711 0
: 388 Minimum Test error found - save the configuration
: 388 | 837.795 782.67 0.0102474 0.00102639 86758 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.341 775.145 0.0102765 0.00103899 86603.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.953 767.97 0.0102843 0.00103235 86468.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.185 759.845 0.0102771 0.00102966 86510.8 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.647 752.59 0.010219 0.00102309 86995.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.289 744.588 0.0102804 0.00103008 86483.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.798 737.482 0.0102335 0.0010232 86859.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.872 729.905 0.0102259 0.00102231 86922.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.295 722.486 0.0102426 0.00102707 86809.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.236 715.455 0.0103123 0.00104167 86294.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.763 708.717 0.0102405 0.00102435 86804.1 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.142 701.125 0.010224 0.00101972 86915.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.328 694.106 0.0102295 0.00102436 86908 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.86 687.747 0.0102487 0.00103624 86839.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 727.813 680.467 0.0102574 0.00102564 86657.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.379 673.701 0.0102448 0.00102586 86777.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.143 666.73 0.0102564 0.00103352 86740.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.177 659.722 0.0103545 0.00102659 85764.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.945 653.073 0.0102444 0.00102655 86787.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.7 646.211 0.0102702 0.00104658 86733.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.859 639.337 0.0102663 0.00102713 86587.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.547 633.118 0.0102576 0.00104501 86838.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.69 627.057 0.010266 0.0010232 86554.1 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.169 620.642 0.0102252 0.00102053 86912.3 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.552 614.046 0.0102748 0.00102768 86513 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.637 607.475 0.010279 0.00102504 86449.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.074 601.357 0.010299 0.00102757 86286.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.498 595.745 0.0102694 0.00102331 86523.2 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.1 589.143 0.0102642 0.00102801 86615.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.524 583.169 0.0102657 0.00103968 86711.6 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.031 577.192 0.010328 0.00104796 86206.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.992 570.973 0.010262 0.00102414 86599.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.523 565.152 0.0102507 0.00102334 86699.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.265 559.049 0.010252 0.00102461 86698.1 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.022 553.426 0.0102664 0.00103022 86615.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.829 547.447 0.0102794 0.0010286 86478.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.021 542.148 0.0102442 0.00102486 86774.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.141 536.412 0.0103337 0.00102913 85978.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.125 530.316 0.0102571 0.00102224 86628 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.35 524.466 0.0102434 0.00102218 86756.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.052 519.518 0.010277 0.00104174 86624.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.532 514.125 0.0102409 0.0010248 86804.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.895 508.31 0.0102512 0.00102252 86686 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.462 503.48 0.0102549 0.00102518 86676.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.958 497.78 0.0102428 0.00103623 86894.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.343 492.063 0.0102524 0.00102231 86672.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.462 487.582 0.0102703 0.00102122 86494.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.026 482.374 0.0102487 0.00102979 86777.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.137 476.657 0.0102472 0.00102232 86721.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.225 471.838 0.0102609 0.0010344 86706.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.408 466.572 0.010434 0.00118159 86464.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.736 461.876 0.0102376 0.00102629 86849.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.978 456.358 0.0102545 0.00102214 86652 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.556 451.677 0.0102645 0.00102395 86575.2 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.538 446.601 0.0102473 0.00103447 86835.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.444 442.219 0.0102411 0.00102417 86797 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.579 437.533 0.0102438 0.00102494 86778.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.117 432.74 0.0102685 0.00102501 86547.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.032 427.816 0.0103453 0.00103127 85891.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.813 423.561 0.0102711 0.00104041 86667 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.31 418.508 0.0102883 0.00104268 86527.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.475 413.893 0.0102494 0.00102693 86744.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.794 409.333 0.0102315 0.00102277 86874.2 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.968 405.134 0.0102497 0.00102377 86712.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.721 401.681 0.010534 0.00105285 84377.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.264 396.192 0.0103374 0.00103604 86008.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.842 391.907 0.0102597 0.00102604 86639.3 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.893 387.574 0.0102438 0.00102549 86784.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.557 383.371 0.0103036 0.00102279 86199.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.679 379.237 0.010254 0.00102902 86720.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.068 375.066 0.010312 0.00104081 86289.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.736 370.867 0.0102567 0.00102283 86637.9 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.371 366.615 0.0102593 0.00102435 86627.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.079 362.745 0.0102693 0.00103251 86610.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.005 358.462 0.0102561 0.00102429 86657.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.701 354.798 0.0102364 0.00102815 86878.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.959 351.225 0.0102581 0.00103616 86749.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.899 346.994 0.0102595 0.00102462 86628 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.938 343.566 0.0103683 0.0010293 85662.6 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.901 339.028 0.0102668 0.0010252 86565.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.79 335.464 0.0102603 0.00104015 86766.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.707 331.595 0.0102654 0.00102282 86556.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.012 327.817 0.0102457 0.0010262 86772.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.094 324.038 0.0102423 0.00102188 86764 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.54 320.25 0.0102712 0.00103155 86583.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.651 316.619 0.0102455 0.00102491 86761.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.831 312.911 0.0102317 0.00102139 86858.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.066 309.539 0.0102498 0.00102468 86719.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.536 306.049 0.0102689 0.00102252 86520.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.807 302.981 0.0102708 0.00102488 86524.4 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.707 299.302 0.0102901 0.00104168 86501.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.871 295.658 0.0102648 0.00102577 86588.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.284 292.396 0.0103027 0.00102768 86253.5 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.801 289.141 0.0102487 0.00102882 86769.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.379 285.869 0.0102449 0.00102286 86748.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.329 282.295 0.0102916 0.00102439 86326 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.069 279.613 0.0103232 0.00105108 86279.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.595 276.509 0.0102873 0.00102683 86388.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.359 273.164 0.0104009 0.00105679 85615.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.949 269.685 0.0102764 0.00102553 86478.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.635 266.566 0.0102798 0.00104399 86619.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.271 263.81 0.0102936 0.00103151 86373.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.258 260.699 0.0103036 0.00102962 86262.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.263 257.471 0.0102461 0.00102592 86766.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.023 254.607 0.0102388 0.00102432 86819.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.042 251.331 0.0102426 0.00102411 86782.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.799 249.753 0.0102639 0.00102468 86587 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.326 246.162 0.0102773 0.00104429 86645.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.138 242.908 0.0102657 0.00102479 86571.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.124 240.539 0.0103014 0.00103277 86312.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.147 237.834 0.0102942 0.00107107 86738.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.153 235.16 0.0102381 0.00102364 86820.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.591 232.352 0.0102675 0.00102506 86557.5 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.59 229.905 0.010253 0.00103151 86753.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.856 226.822 0.0102655 0.00103078 86629.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.389 224.36 0.0102386 0.00102364 86815.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.494 221.854 0.0102401 0.00102542 86817.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.525 218.701 0.0102647 0.00102092 86544.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.921 216.594 0.0103374 0.00102911 85944.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.265 213.499 0.0102583 0.00102581 86650.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.713 211.169 0.010242 0.00102027 86752 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.982 209.034 0.0102818 0.00103844 86548.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.522 206.717 0.0102428 0.00102385 86778.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.96 203.673 0.0102768 0.00102637 86482.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.429 201.668 0.0102736 0.00103126 86558.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.112 199.492 0.0102799 0.00104883 86663.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.415 197.187 0.0102637 0.0010386 86719.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.489 195.412 0.010237 0.00102188 86813.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.697 192.819 0.0102732 0.00103979 86642.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.441 189.97 0.0102398 0.00102297 86797.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.799 187.791 0.0102287 0.00102148 86888 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.375 185.657 0.0103286 0.00106871 86394 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.95 183.68 0.0102656 0.00102349 86560.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.872 181.36 0.0102442 0.00102293 86755.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.503 179.172 0.0102583 0.00102497 86642.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.482 176.942 0.0102481 0.0010222 86711.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.102 175.141 0.0102434 0.00102252 86759.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.168 172.694 0.0102275 0.00102312 86915.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 194 171.834 0.010227 0.0010236 86924.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.538 169.01 0.0103576 0.00102795 85748.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.468 166.693 0.0102303 0.00102333 86890.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.174 164.832 0.0102718 0.00103804 86638.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.407 162.877 0.0102334 0.00102652 86892 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.062 161.182 0.0102586 0.00102275 86618.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.179 159.195 0.0102416 0.00102333 86783.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.837 157.151 0.0102486 0.00102645 86748.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.93 155.33 0.0102515 0.00102335 86691.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.147 153.323 0.0102624 0.00102574 86610.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.904 151.621 0.0103872 0.00103089 85504.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.114 150.583 0.010248 0.00102526 86742.3 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.039 148.841 0.0102512 0.00102454 86705.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.059 146.967 0.0102905 0.00102841 86373.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.246 144.505 0.0102503 0.00102243 86694.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.27 143.382 0.010221 0.00102217 86967.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.308 141.261 0.0102466 0.00102417 86745.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.442 139.672 0.0102617 0.00104209 86771.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.833 138.552 0.0102402 0.00102634 86825.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.61 136.336 0.0102345 0.00102323 86850.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.01 134.945 0.0152063 0.00180383 59690.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.205 133.711 0.0104227 0.00102794 85154 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.719 131.576 0.0102551 0.00102268 86651.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.86 129.781 0.0122125 0.001348 73634.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.903 128.338 0.0109206 0.00104016 80968.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.402 127.211 0.0105605 0.00103895 84019.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.613 126.102 0.0102637 0.00102318 86575.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.911 124.544 0.0102526 0.00102135 86662 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.626 122.734 0.0102381 0.00102427 86825.9 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.624 120.883 0.0102597 0.00102169 86598.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.121 119.686 0.0102665 0.00102314 86548.7 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.23 118.495 0.0102345 0.00101987 86818.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.68 116.389 0.010276 0.00105923 86798.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.21 115.364 0.0103013 0.00102771 86266.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.459 113.85 0.0102335 0.00102199 86848.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.861 112.98 0.0102602 0.00102542 86628.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.455 112.057 0.0102528 0.0010257 86700.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.129 109.632 0.010273 0.00102136 86471.6 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.44 108.749 0.0102483 0.00102236 86711.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.917 107.597 0.0102492 0.00102202 86700.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.798 105.967 0.0103508 0.00102693 85801.5 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.069 105.257 0.0102609 0.00102511 86619.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.619 103.708 0.0102502 0.00102064 86677.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.296 103.622 0.0102892 0.00104147 86507.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.946 101.188 0.010246 0.0010255 86763.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.59 99.8191 0.0102507 0.00102093 86676 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.212 98.8811 0.0102432 0.00102048 86742.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.686 97.3753 0.0102458 0.00102271 86739.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.295 96.1063 0.0102432 0.00103046 86836.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.09 95.41 0.0102365 0.00102362 86835.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.949 93.9435 0.0102754 0.00102307 86464.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.709 92.9231 0.010253 0.00102957 86735.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.741 91.4366 0.0102717 0.00103326 86594.4 0
: 579 | 104.453 91.6055 0.0102598 0.000981394 86221.5 1
: 580 Minimum Test error found - save the configuration
: 580 | 103.152 90.2204 0.0102439 0.00102607 86788.3 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.559 89.0686 0.0102745 0.00102491 86489.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.234 86.8175 0.0102675 0.00102002 86509.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.8602 85.7968 0.0102701 0.00102549 86536.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.8382 84.1976 0.010298 0.00102815 86301.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.5346 83.0285 0.0103125 0.00104631 86335.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.4579 82.227 0.010349 0.00110886 86578.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.3572 81.8927 0.0103638 0.00103091 85718.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.4613 80.9221 0.0102406 0.0010206 86767.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.2047 79.8839 0.0102756 0.00104188 86639.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.3446 78.9667 0.0102464 0.00102334 86739.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.9989 77.2782 0.0102437 0.00102228 86754.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.9134 76.4753 0.0102723 0.00102624 86522.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.9704 75.3661 0.010286 0.00103243 86453.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.8829 74.1675 0.0102454 0.00101938 86711.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.6452 73.5305 0.0102371 0.00102487 86840.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.6609 72.8081 0.0102684 0.00102337 86532.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7617 71.8842 0.0102441 0.0010234 86761.2 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.697 71.3755 0.0102423 0.00102055 86751.8 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.7785 69.5409 0.0102744 0.00104094 86641.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7074 68.5319 0.0102436 0.00102198 86752.4 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.8108 67.999 0.0111109 0.00103111 79366.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9241 66.9999 0.0102609 0.00102063 86577.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9992 66.4635 0.0102329 0.00102406 86873.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.0097 65.6376 0.0102464 0.00102331 86739.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.0854 64.4686 0.0102462 0.00102407 86747.8 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.2954 63.5709 0.0102508 0.0010224 86688.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.5685 62.8464 0.0103481 0.00102601 85817.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.6604 61.7176 0.0102849 0.00102596 86402.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.6204 60.8911 0.0102844 0.00104068 86545.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.7846 60.0989 0.0104344 0.00105167 85262.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.7777 59.5983 0.0102693 0.00102517 86541.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.8566 58.7374 0.0103104 0.00102835 86187.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.0174 57.8705 0.010274 0.00102363 86482.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.273 56.9415 0.0102351 0.0010247 86858.6 0
: 615 | 67.5014 57.244 0.0102129 0.000996696 86803.7 1
: 616 Minimum Test error found - save the configuration
: 616 | 66.667 55.5249 0.0102639 0.00102355 86576.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.842 54.7068 0.010237 0.0010233 86827.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1631 54.0093 0.0102402 0.00102139 86778.9 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3526 53.1369 0.0102802 0.00105346 86704.5 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4973 52.728 0.010264 0.0010237 86577.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.6823 52.4682 0.010254 0.00102563 86689.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0711 51.5847 0.0102576 0.00102344 86634.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.2855 50.592 0.0102416 0.00102249 86776.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.679 49.8781 0.0102504 0.00102688 86735.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.8761 49.454 0.010238 0.0010217 86802.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.0414 48.4984 0.0102557 0.00102546 86671.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5224 47.8028 0.0103662 0.00104979 85870.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.6577 46.7874 0.0102118 0.00102074 87041.1 0
: 629 | 57.0733 47.1798 0.0102078 0.000995285 86838.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 56.4942 45.6437 0.0102484 0.00103868 86864.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7343 45.3645 0.0102539 0.00102677 86700.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.9036 44.7729 0.0104 0.00103602 85433.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1901 43.7812 0.01024 0.00102314 86797.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7316 43.0708 0.0102574 0.00102529 86653.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.9021 42.51 0.0102625 0.00102407 86595.3 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3711 42.2959 0.0102667 0.00103546 86662 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6133 41.6124 0.0102455 0.0010225 86739.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.03 40.8697 0.0102516 0.00102365 86692.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.4523 40.5246 0.0102645 0.001038 86706.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0161 40.1218 0.0102433 0.00102648 86797.7 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.2958 39.1286 0.0102601 0.00102654 86640.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.6798 38.8964 0.0106271 0.0010392 83438.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.3502 37.6757 0.0102682 0.00102321 86533.6 0
: 644 | 47.8242 38.3304 0.0102354 0.000989435 86524 1
: 645 Minimum Test error found - save the configuration
: 645 | 47.18 36.8593 0.0102739 0.00102762 86520.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.3583 36.4539 0.0102631 0.00102692 86615.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7519 35.8176 0.0106135 0.00105728 83714.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4809 35.2396 0.0103547 0.00103145 85806.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.7174 35.2307 0.0103235 0.00106154 86374.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.2109 34.9485 0.0103083 0.00103736 86291.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.698 34.3779 0.0102379 0.00102643 86848.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1023 33.5892 0.0102455 0.00102648 86776.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.5903 33.3469 0.010231 0.00101974 86850 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.188 32.6449 0.0102565 0.00102238 86635.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.4869 32.6408 0.0102446 0.00102951 86814.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.9993 31.7142 0.0102704 0.00105679 86828.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4795 31.3306 0.0102391 0.00103125 86881.9 0
: 658 | 40.0949 31.3497 0.0102137 0.000988974 86723.5 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.7375 30.4937 0.0102629 0.00102527 86601.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.253 29.8407 0.0103225 0.00103501 86137.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.6389 29.6972 0.0102549 0.00102257 86652.3 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.2615 29.0524 0.0102498 0.00102241 86698 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6983 28.5991 0.0102339 0.00102381 86860.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.1941 28.407 0.0102567 0.00102178 86627.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.8896 28.3125 0.0102653 0.0010247 86574.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.2824 27.2262 0.0102368 0.00102577 86852.8 0
: 667 | 35.9353 27.2533 0.0103138 0.000991656 85816.8 1
: 668 Minimum Test error found - save the configuration
: 668 | 35.3963 26.6844 0.0102723 0.00103184 86575.6 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0629 26.1122 0.0102519 0.00102329 86686.7 0
: 670 | 34.6539 26.127 0.0102208 0.000994215 86706.1 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.095 25.0834 0.0102448 0.00102538 86773.4 0
: 672 | 33.7267 25.3849 0.0102128 0.000989285 86734.8 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.3283 24.6471 0.0102443 0.00102526 86776.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.9466 24.4458 0.0102492 0.0010269 86746.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5017 23.8011 0.0102841 0.00102426 86394.8 0
: 676 | 32.0745 23.844 0.010208 0.000989395 86780.9 1
: 677 Minimum Test error found - save the configuration
: 677 | 31.7945 23.2714 0.0102368 0.00102185 86815.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.4299 22.9274 0.0102646 0.00102565 86590.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.9412 22.335 0.0102474 0.0010316 86807.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.5021 22.0332 0.0102926 0.00103915 86454.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.0963 21.8958 0.0102667 0.0010284 86596.1 0
: 682 | 29.8056 22.0644 0.0102698 0.00103983 86674.1 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.5026 21.8066 0.0102536 0.00103114 86744.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.1216 20.8517 0.0102676 0.00102713 86576 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.8428 20.3008 0.0102901 0.0010262 86356.6 0
: 686 | 28.363 20.4477 0.0101999 0.000990945 86872.2 1
: 687 | 28.0054 20.8356 0.0102098 0.000988726 86758.1 2
: 688 Minimum Test error found - save the configuration
: 688 | 27.5708 19.6784 0.0104053 0.00103216 85350.4 0
: 689 | 27.5289 19.7625 0.0102515 0.000996405 86439.2 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.0002 19.4525 0.0103023 0.00106303 86587 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.5629 18.4882 0.0102753 0.00103024 86533.1 0
: 692 | 26.1279 18.7697 0.0102108 0.000988584 86747.1 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.8083 18.4165 0.0102698 0.00102881 86570.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.5295 17.8393 0.010294 0.00102223 86283.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1986 17.5282 0.0102717 0.00102249 86494.1 0
: 696 | 24.8087 17.6968 0.0101983 0.000989565 86874.1 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.585 17.0516 0.010241 0.00102594 86814.8 0
: 698 | 24.2386 17.2729 0.010212 0.000989146 86740.7 1
: 699 | 23.881 17.1842 0.0102806 0.000991795 86124.9 2
: 700 Minimum Test error found - save the configuration
: 700 | 23.6356 16.704 0.0104026 0.00103037 85358.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2955 16.0735 0.0102836 0.00102831 86436.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.8303 15.999 0.0102567 0.00102039 86614.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.6192 15.8194 0.0102457 0.00103217 86828.7 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.377 15.3068 0.0102454 0.00102253 86741 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9316 14.9981 0.0102703 0.00102523 86532.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.7054 14.6716 0.0102419 0.00102063 86755.9 0
: 707 | 21.4912 14.7831 0.010211 0.000989106 86750.1 1
: 708 | 21.1719 14.6931 0.0103185 0.000990845 85766.6 2
: 709 | 21.0151 16.1609 0.0102199 0.000981205 86592.2 3
: 710 Minimum Test error found - save the configuration
: 710 | 20.9037 14.045 0.0103049 0.00104504 86394.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.4503 13.9026 0.0102525 0.00102898 86735 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.9668 13.5659 0.0102461 0.0010235 86743.2 0
: 713 | 19.7832 13.6777 0.0102144 0.000990756 86733.3 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.4283 13.2396 0.0102489 0.00102361 86717.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.2082 12.9579 0.0102567 0.00102296 86638.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9501 12.9454 0.0102413 0.00102271 86781.4 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.685 12.4909 0.0102441 0.00103032 86826.8 0
: 718 | 18.4777 12.4942 0.0102309 0.000992794 86598 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.3308 12.3903 0.0102591 0.00103082 86690.1 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.0679 12.1641 0.0102868 0.00103933 86509.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8025 11.8815 0.0102491 0.00102501 86729 0
: 722 | 17.521 12.0941 0.0102127 0.000993375 86774 1
: 723 | 17.3292 11.9503 0.0102226 0.000991534 86663.7 2
: 724 Minimum Test error found - save the configuration
: 724 | 17.0697 11.1721 0.0102623 0.00102975 86649.8 0
: 725 | 16.8433 11.1799 0.0102228 0.000990865 86655.6 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.7562 10.7829 0.0102404 0.00102301 86792.7 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4333 10.7577 0.0102415 0.00103373 86883.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3979 10.6507 0.0103443 0.00103018 85891 0
: 729 | 16.2502 11.2397 0.0102216 0.000988537 86645.3 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.856 10.0434 0.0103818 0.00106171 85836.1 0
: 731 | 15.4989 10.118 0.0102315 0.000990195 86568 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.2406 9.95346 0.010256 0.00102647 86677.9 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.175 9.42876 0.0102575 0.00102002 86603.4 0
: 734 | 14.961 9.79654 0.0102134 0.000993445 86768.6 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.695 9.26376 0.0102749 0.00102337 86472 0
: 736 | 14.5472 9.45138 0.0102089 0.000989615 86775 1
: 737 | 14.5975 9.70762 0.0102163 0.000995545 86760.7 2
: 738 | 14.2475 9.53946 0.0102326 0.000997134 86622.4 3
: 739 | 13.9055 9.26414 0.0102725 0.000992985 86211.3 4
: 740 Minimum Test error found - save the configuration
: 740 | 13.7297 8.64991 0.0103556 0.00105036 85973.4 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.7476 8.53679 0.0102812 0.00104175 86585.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.4662 7.42193 0.0102545 0.00102657 86693.4 0
: 743 | 13.3183 7.81061 0.0102398 0.000988375 86472.7 1
: 744 | 13.0335 7.76446 0.0102239 0.000989254 86630.1 2
: 745 | 12.9859 7.67288 0.0104803 0.000996805 84357.2 3
: 746 | 12.7472 7.81317 0.0102238 0.000990175 86639.5 4
: 747 | 12.5965 8.54157 0.0102401 0.000988075 86467.4 5
: 748 Minimum Test error found - save the configuration
: 748 | 12.342 7.01091 0.01034 0.00103911 86013 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.1198 6.52131 0.0102632 0.00102439 86591.2 0
: 750 | 12.1016 6.92959 0.0102565 0.000991915 86350.8 1
: 751 | 11.7676 6.80377 0.0102602 0.000990136 86299.5 2
: 752 | 11.6542 7.06543 0.0102059 0.000988674 86794.4 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.5573 6.45437 0.0102386 0.00102521 86830.2 0
: 754 | 11.3881 6.90781 0.0102648 0.000984425 86203.8 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.5074 6.21811 0.0102666 0.00102712 86585.3 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.1047 5.47039 0.0102384 0.00102191 86800.8 0
: 757 | 10.8846 5.75401 0.01021 0.000988515 86753.9 1
: 758 | 10.8586 5.77368 0.0102294 0.000989805 86584 2
: 759 | 10.6219 6.1536 0.0102292 0.000990515 86592.4 3
: 760 | 10.7994 6.15181 0.0102324 0.000990035 86557.6 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.4244 5.39182 0.0102993 0.0010481 86475.2 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.0817 5.1028 0.0102934 0.00102242 86290.6 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.1056 4.7429 0.0103072 0.00102362 86173.3 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.92811 4.65503 0.0102531 0.0010219 86662.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.76289 4.4691 0.0102588 0.00102162 86606.9 0
: 766 | 9.60603 4.62923 0.0102308 0.000992026 86592 1
: 767 | 9.48265 5.54718 0.0102535 0.000990716 86367.4 2
: 768 | 9.69864 5.21988 0.0102111 0.000989236 86749.9 3
: 769 | 9.36097 4.48532 0.0102969 0.000988706 85945.6 4
: 770 | 9.17915 4.60835 0.0102287 0.000992326 86614.4 5
: 771 | 9.09273 4.57549 0.0102333 0.000992026 86568.4 6
: 772 Minimum Test error found - save the configuration
: 772 | 9.02072 4.45637 0.0102679 0.00103162 86615.1 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.99494 4.0427 0.0102861 0.00103487 86474.9 0
: 774 Minimum Test error found - save the configuration
: 774 | 8.8033 3.83326 0.0102445 0.00102429 86765.5 0
: 775 Minimum Test error found - save the configuration
: 775 | 8.58791 3.65235 0.010286 0.00102242 86359.3 0
: 776 | 8.51219 3.75344 0.0102315 0.000990665 86572.1 1
: 777 | 8.40598 3.95388 0.010231 0.000989096 86562.7 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.45958 3.48583 0.0102627 0.00102723 86622.8 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.15723 3.44222 0.0102505 0.00102665 86732.1 0
: 780 | 8.07346 3.78291 0.0103051 0.000990025 85882.4 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.91042 3.01663 0.0102707 0.00102972 86570.6 0
: 782 | 7.80904 3.1649 0.0102286 0.000989894 86592.5 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.70696 2.93359 0.0102504 0.00102467 86714 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.58924 2.81232 0.0103249 0.00102259 86000.3 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.65547 2.70175 0.0102496 0.00102334 86708.9 0
: 786 | 7.4191 3.21901 0.0102092 0.000989095 86766.5 1
: 787 | 7.5494 2.80541 0.0102186 0.000990455 86691.8 2
: 788 Minimum Test error found - save the configuration
: 788 | 7.33321 2.56741 0.0102757 0.00102914 86518.6 0
: 789 | 7.34557 2.59034 0.0103238 0.000990465 85714.5 1
: 790 | 7.26638 2.72233 0.0102397 0.000987685 86467.5 2
: 791 | 6.99627 3.04949 0.0102168 0.000987905 86684 3
: 792 | 7.01454 2.57149 0.0102208 0.000988655 86654 4
: 793 Minimum Test error found - save the configuration
: 793 | 6.95903 2.3955 0.0102362 0.00102798 86879 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.73259 2.24132 0.0102385 0.00102338 86813.7 0
: 795 | 6.61198 2.45785 0.0102242 0.000989756 86632.1 1
: 796 | 6.59235 2.25544 0.0102368 0.00100118 86620.9 2
: 797 | 6.58885 2.71509 0.0102141 0.000993276 86760.4 3
: 798 | 6.74044 2.89151 0.0102347 0.00100055 86634.6 4
: 799 Minimum Test error found - save the configuration
: 799 | 6.53485 2.23695 0.010252 0.00103038 86752.4 0
: 800 | 6.27898 2.42248 0.0102267 0.000988745 86598.9 1
: 801 | 6.16422 2.32696 0.0102403 0.000994995 86530.4 2
: 802 | 6.12825 2.53318 0.0102341 0.000989215 86534.4 3
: 803 Minimum Test error found - save the configuration
: 803 | 6.03974 2.14951 0.0103002 0.00104737 86460.1 0
: 804 | 5.91984 2.40419 0.0102294 0.00100708 86746.3 1
: 805 | 5.89545 2.17293 0.0102137 0.000990186 86735 2
: 806 | 5.82305 2.44 0.01021 0.000991215 86779.5 3
: 807 | 5.76645 2.3939 0.0102113 0.000989005 86746.7 4
: 808 Minimum Test error found - save the configuration
: 808 | 5.61948 1.79443 0.0102979 0.00102716 86292.7 0
: 809 | 5.55853 2.14586 0.0103087 0.000995067 85895.2 1
: 810 | 5.39385 2.14694 0.0102069 0.000990075 86797.4 2
: 811 | 5.43541 2.38409 0.0101892 0.000988705 86951.5 3
: 812 | 5.37524 2.18982 0.010244 0.000987135 86422.5 4
: 813 | 5.33153 2.19081 0.0102303 0.000991535 86591.3 5
: 814 | 5.27437 2.06945 0.0102203 0.000994856 86717 6
: 815 | 5.66848 2.37481 0.0102096 0.000991104 86781.7 7
: 816 | 5.22508 2.35752 0.0102269 0.000990236 86611.2 8
: 817 | 5.15188 2.26896 0.0102214 0.000993075 86689.2 9
: 818 | 5.41864 2.68281 0.0102171 0.000989875 86700.1 10
: 819 | 5.05461 2.23752 0.0102092 0.000994476 86817.7 11
: 820 | 4.95272 1.81701 0.0102241 0.000990105 86636 12
: 821 | 4.84577 2.39543 0.0102293 0.000991077 86596.6 13
: 822 | 4.97636 2.07421 0.0102305 0.000989756 86573 14
: 823 | 4.65843 1.98653 0.0102766 0.000988126 86127.9 15
: 824 | 4.6525 2.69758 0.0102259 0.000988296 86602.9 16
: 825 | 4.59583 2.07142 0.0102122 0.000995546 86799.5 17
: 826 | 4.69278 2.31223 0.0102068 0.000990915 86806.6 18
: 827 | 4.38581 2.79482 0.0103206 0.000991496 85753.1 19
: 828 | 4.57804 2.35578 0.0102308 0.000991266 86584.9 20
: 829 | 4.41466 2.26562 0.0103031 0.00107625 86703.5 21
:
: Elapsed time for training with 1000 events: 8.51 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0109 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.31421e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08901e+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: 0.0312 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: 0.036 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: 0.00129 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: 0.0941 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.885 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0198 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00251 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: 0.0368 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00417 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00173 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00026 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: 0.0938 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.885 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0983 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 : -0.800 0.0291 5.86 1.65 | 3.222 3.215
: 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 : -0.0759 0.140 2.18 1.10 | 3.366 3.356
: 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.