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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4149
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.258 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0025 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: 0.000722 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00399 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: 0.00064 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 = 31528.7
: --------------------------------------------------------------
: 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 | 33116.6 31221.1 0.00996225 0.00102832 89546.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32676 30685.3 0.0100324 0.00101907 88757.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31951.4 29923.5 0.0102137 0.00102955 87107 0
: 4 Minimum Test error found - save the configuration
: 4 | 31100.6 29195.7 0.0102329 0.00101411 86779.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30281.7 28437.6 0.0100998 0.00101326 88042 0
: 6 Minimum Test error found - save the configuration
: 6 | 29431 27509.4 0.010096 0.00101722 88117.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28731.8 26912 0.0100546 0.00100823 88433 0
: 8 Minimum Test error found - save the configuration
: 8 | 28279.5 26549.3 0.0099425 0.000983516 89295.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27929.8 26230.6 0.00992372 0.000983555 89483.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27607.9 25936.7 0.00989349 0.000979593 89747.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27311.4 25652.3 0.00988415 0.000980863 89854.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27023 25381.5 0.00991937 0.000987814 89570.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26741.4 25125.8 0.0099761 0.000986713 88993.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26476.1 24872.3 0.0099355 0.000984153 89372.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26215.9 24623.3 0.00990824 0.000980433 89607.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 25958.4 24382.9 0.00990198 0.000980194 89668.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25711.8 24142.9 0.00991967 0.000997894 89668.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25466 23909.6 0.00991886 0.000988414 89581.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25223.9 23682.9 0.00990423 0.000981953 89663.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 24986.2 23461.9 0.0100172 0.000984804 88569.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24755.6 23241.4 0.00989731 0.000986954 89783.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24528.3 23022.5 0.0099415 0.000974934 89220.4 0
: 23 Minimum Test error found - save the configuration
: 23 | 24300.3 22809.9 0.0099429 0.000984223 89298.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24079.9 22597.8 0.00994702 0.000984493 89260.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23857.9 22392.4 0.00992302 0.000979973 89455 0
: 26 Minimum Test error found - save the configuration
: 26 | 23641.6 22189 0.00990803 0.000982733 89632.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23431.9 21982.3 0.00991291 0.000983074 89587.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23214.4 21787.7 0.00995941 0.000991275 89204.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23011.4 21586.9 0.00990177 0.000983193 89700.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22804.8 21389.5 0.00993386 0.000985163 89398.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22600.3 21196 0.00989768 0.000983703 89746.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22396.3 21008.6 0.00995526 0.000985054 89184.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22199.7 20819.6 0.00998486 0.000986315 88903.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22002 20634 0.00990459 0.000976193 89601.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21805.2 20453.4 0.00991904 0.000982424 89519.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21618.2 20266.8 0.00992312 0.000993604 89590.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21422.3 20089.9 0.00990556 0.000979113 89621.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21236 19911.3 0.00997519 0.00101856 89319.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21048.6 19735.9 0.00992337 0.000985934 89511.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 20864.7 19561.4 0.00993018 0.000984224 89425.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20681.9 19389.1 0.010064 0.000993703 88199.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20500.5 19219.5 0.00991646 0.000983314 89554.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20323.3 19049.1 0.00992247 0.000985713 89518 0
: 44 Minimum Test error found - save the configuration
: 44 | 20144.2 18883.8 0.00994558 0.000995634 89386 0
: 45 Minimum Test error found - save the configuration
: 45 | 19971.4 18716.7 0.00998154 0.000987084 88943.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19796.7 18553.3 0.00992691 0.000987824 89494.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19626 18390.3 0.00994023 0.000986523 89348.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19453.1 18233.3 0.00994628 0.000984945 89272.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19285.9 18076.5 0.0100076 0.0010074 88887.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19122.1 17917.5 0.00993523 0.000982984 89363.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18953.8 17765.1 0.00993216 0.000983434 89398.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18793.5 17610 0.00993357 0.000985493 89404.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18632.4 17456.2 0.00993301 0.000986723 89422.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18467.9 17310.8 0.00995478 0.000989424 89232.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18313.9 17160.5 0.00993177 0.000984103 89408.8 0
: 56 Minimum Test error found - save the configuration
: 56 | 18155.1 17014.8 0.00993277 0.000986253 89420.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18000.5 16869.7 0.00994083 0.000986654 89343.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17846.9 16726.1 0.00997241 0.000986664 89029.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17695 16583.7 0.0100594 0.00100675 88371.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17544.9 16442.1 0.0099512 0.000985123 89225.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17396.7 16300.7 0.00993508 0.000986373 89398.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17246.7 16163.8 0.0100719 0.000993384 88119.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17099.7 16025.8 0.00999269 0.0010326 89284.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 16946.7 15876.8 0.0100175 0.000995313 88670.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16786.8 15726.9 0.00998827 0.000994833 88953.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16686.6 15587.1 0.00999443 0.000998675 88930.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16497.2 15456.9 0.0100143 0.00100514 88798.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16360.1 15318.1 0.010046 0.00100222 88459 0
: 69 Minimum Test error found - save the configuration
: 69 | 16205.4 15159.5 0.010069 0.00100379 88249.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16062.5 15021.5 0.0101019 0.00102548 88140.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15913.2 14875.2 0.0100995 0.00101216 88034.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15765.6 14739.9 0.0100886 0.00100712 88091.8 0
: 73 Minimum Test error found - save the configuration
: 73 | 15624.2 14599 0.0100853 0.00100795 88131.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15484.6 14463.5 0.0101126 0.00101036 87890.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15340.5 14332.3 0.0101307 0.00100986 87711.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15202.4 14199.1 0.0101364 0.00100802 87638.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15063.7 14072.4 0.0101342 0.0010087 87666.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14927.3 13940.7 0.0101219 0.00101135 87810.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 14790.9 13814 0.010136 0.00101102 87671.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14657.2 13684.8 0.0101661 0.00103182 87582.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14523.8 13556.5 0.0101237 0.00101132 87792.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14389.3 13433.1 0.0102616 0.0010332 86689.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14259.3 13309.3 0.0101648 0.00102859 87563.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14131.5 13182.8 0.0101881 0.00101477 87209.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 13999.2 13063.1 0.0101309 0.00101213 87730.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13873.6 12944.6 0.0101594 0.00101606 87495.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13745.6 12825.7 0.0101317 0.00100807 87684.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13623 12707.5 0.0101451 0.00101645 87636.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13498.5 12592.4 0.0101508 0.00101499 87567.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13376.3 12477.2 0.0102152 0.00103009 87097.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13255.5 12363.7 0.0109129 0.0010319 80963.5 0
: 92 Minimum Test error found - save the configuration
: 92 | 13135.8 12250.2 0.0101906 0.00101265 87165.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13017.5 12137.9 0.0101346 0.0010122 87696.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12899.6 12026.1 0.0101753 0.00101496 87333 0
: 95 Minimum Test error found - save the configuration
: 95 | 12780.5 11920.1 0.0101685 0.00101357 87384.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12667.9 11809.7 0.0101639 0.0010134 87427.3 0
: 97 Minimum Test error found - save the configuration
: 97 | 12553 11701.6 0.0101438 0.00101416 87626.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12440.3 11593 0.0101637 0.0010125 87419.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12325.7 11489.1 0.0101728 0.00101697 87376.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12216.5 11382.6 0.0101888 0.00103181 87364.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12104.1 11280.1 0.0101753 0.00101389 87323.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 11996.1 11176.8 0.0101378 0.00101069 87651.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 11886.4 11075.9 0.0102857 0.00102188 86357.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11778.7 10976.6 0.0101848 0.00101843 87275.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11673.7 10875.9 0.0101985 0.00101438 87106.9 0
: 106 Minimum Test error found - save the configuration
: 106 | 11569.6 10774.1 0.0101646 0.00101158 87402.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11463.5 10675.4 0.0101554 0.00101245 87499.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11358.6 10578.9 0.0101571 0.00101056 87464.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11256.9 10482.1 0.0101751 0.00101427 87328.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11154.7 10386.7 0.0101784 0.00104218 87563.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11053.6 10292.3 0.0101825 0.00102654 87374.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 10953.5 10198.7 0.010221 0.00101642 86913 0
: 113 Minimum Test error found - save the configuration
: 113 | 10853.8 10107.2 0.0102373 0.00102381 86828.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10758.4 10011.7 0.0101903 0.00101898 87228.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10658.6 9920.74 0.010198 0.00101485 87116.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10561.2 9831.76 0.0101618 0.00101029 87417.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10467.3 9740.85 0.0101634 0.00101512 87447.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10372.5 9650.74 0.0101623 0.00101294 87437.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10276.5 9564.13 0.0101841 0.0010176 87274.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10184.7 9476.19 0.0101623 0.00101135 87422.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10090.5 9391.87 0.010188 0.00101452 87208 0
: 122 Minimum Test error found - save the configuration
: 122 | 10000.4 9305.92 0.0101754 0.001014 87322.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9909.42 9220.98 0.0103066 0.00102054 86151 0
: 124 Minimum Test error found - save the configuration
: 124 | 9819.59 9136.29 0.0101862 0.00101555 87235 0
: 125 Minimum Test error found - save the configuration
: 125 | 9730.63 9052.24 0.0101621 0.00101605 87469.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9641.46 8969.95 0.0102073 0.00104262 87291.4 0
: 127 Minimum Test error found - save the configuration
: 127 | 9555.4 8886.09 0.0101663 0.00102154 87481.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9466.85 8805.44 0.0101729 0.00101634 87368.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9380.41 8726.05 0.0101983 0.00102223 87183.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9296.6 8644.99 0.0101825 0.00101574 87271.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9211.51 8565.43 0.0102174 0.00101869 86969.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9126.72 8487.7 0.0101589 0.00101602 87499.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9044.56 8409.28 0.0101853 0.00101288 87218.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8961.13 8333.36 0.0102019 0.00103232 87245.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8880.9 8255.5 0.0101594 0.00101574 87492.7 0
: 136 Minimum Test error found - save the configuration
: 136 | 8798.39 8181.11 0.0101796 0.00103075 87442.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8719.49 8105.19 0.0102006 0.00102042 87144 0
: 138 Minimum Test error found - save the configuration
: 138 | 8638.79 8031.74 0.0101834 0.00101833 87288.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8561.08 7957.23 0.0102297 0.00102223 86885.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8482.82 7883.69 0.0102007 0.00101782 87118.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8405.4 7810.58 0.0102071 0.00103461 87217.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8328.08 7739.09 0.0101811 0.00101828 87309.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8252.32 7667.98 0.010298 0.00105082 86512.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8177.39 7596.78 0.0102048 0.00102246 87123.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8102.17 7526.65 0.010185 0.0010185 87274.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8028.49 7456.91 0.0101915 0.00101964 87223.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7954.44 7388.65 0.0101676 0.00101665 87422.6 0
: 148 Minimum Test error found - save the configuration
: 148 | 7882.23 7320.14 0.0101985 0.00102855 87241.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7810.05 7252.69 0.0102019 0.0010186 87114.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7737.59 7187.08 0.0101866 0.00101738 87248.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7669.22 7118.69 0.0102136 0.0010338 87148 0
: 152 Minimum Test error found - save the configuration
: 152 | 7596.73 7054.03 0.0101914 0.00101892 87217.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7528.07 6988.57 0.0101948 0.00101555 87152.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7458.23 6925.28 0.0101981 0.00102513 87213.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7391.54 6860.23 0.0103621 0.00104911 85901.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7322.73 6797.11 0.0101827 0.00101748 87286.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7255.95 6734.09 0.0101952 0.00101586 87151.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7189.11 6672.28 0.0101925 0.00101735 87192.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7123.35 6610.74 0.0102337 0.00102024 86829.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7058.32 6549.24 0.0102222 0.00103185 87047.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6994 6487.9 0.0102117 0.00103234 87151.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6928.09 6429.86 0.0102319 0.00102062 86850.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6865.94 6369.88 0.0101969 0.00101793 87155.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6803.26 6309.84 0.0103434 0.00102367 85839.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6739.21 6252.64 0.0102085 0.00102841 87144.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6679.84 6192.48 0.0101773 0.00101688 87332.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6615.97 6136.64 0.0101926 0.00101817 87199 0
: 168 Minimum Test error found - save the configuration
: 168 | 6556.89 6078.42 0.0101901 0.00102009 87240.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6495.56 6022.16 0.0102097 0.0010176 87031.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6436.51 5965.56 0.0101897 0.00102047 87248 0
: 171 Minimum Test error found - save the configuration
: 171 | 6375.81 5911.42 0.0102706 0.00102494 86526.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6319.49 5854.77 0.0102455 0.00103641 86870.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6259.02 5801.68 0.0101975 0.00101563 87128.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6202.65 5747.59 0.0101941 0.0010147 87151.9 0
: 175 Minimum Test error found - save the configuration
: 175 | 6144.86 5694.04 0.0102118 0.00103314 87158.8 0
: 176 Minimum Test error found - save the configuration
: 176 | 6089.05 5640.2 0.0101861 0.00101808 87259.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6032.73 5587.34 0.0101927 0.00102367 87250 0
: 178 Minimum Test error found - save the configuration
: 178 | 5976.36 5535.89 0.0101907 0.00101672 87203.2 0
: 179 Minimum Test error found - save the configuration
: 179 | 5921.5 5484.62 0.0102276 0.00102797 86959.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5867.3 5432.81 0.0101904 0.00101763 87214.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5812.61 5382.74 0.0102027 0.00101649 87087.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5758.99 5332.72 0.0102147 0.00103153 87116 0
: 183 Minimum Test error found - save the configuration
: 183 | 5706.95 5281.88 0.0102008 0.00101912 87130.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5652.32 5234.42 0.0103058 0.0010226 86177.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5601.6 5184.91 0.0101914 0.00101985 87225.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5549.47 5136.79 0.0101832 0.0010196 87301.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5498.84 5088.03 0.0102022 0.00102796 87200.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5448.69 5038.91 0.0101898 0.0010186 87229.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5396.46 4993.76 0.0108332 0.00103395 81638.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5346.91 4947.53 0.0102413 0.00101918 86748.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5298.13 4901.07 0.0101957 0.00101936 87180.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5249.36 4854.6 0.010238 0.0010386 86962.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5200.43 4809.49 0.0102701 0.0010572 86834.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5152.7 4764.83 0.0102389 0.00102682 86842.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5105.07 4719.52 0.0102519 0.00103305 86778.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5057.41 4676.11 0.0102382 0.00104969 87065.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5010.93 4632.36 0.0102259 0.00104319 87120.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4964.78 4589.05 0.0102111 0.00101823 87023.9 0
: 199 Minimum Test error found - save the configuration
: 199 | 4918.78 4546.12 0.01022 0.00101905 86947.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4873.05 4504.26 0.0102425 0.00102351 86777.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4828.64 4462.22 0.0102945 0.00103588 86406.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4784.2 4420.02 0.0102852 0.001034 86475.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4739.88 4378.98 0.0101963 0.00102122 87192.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4696.45 4337.63 0.0103285 0.00103239 86057.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4652.76 4296.99 0.0102231 0.00101868 86915 0
: 206 Minimum Test error found - save the configuration
: 206 | 4610.21 4256.5 0.0102249 0.00101849 86896.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4566.44 4218.38 0.0102158 0.00102949 87085.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4525.22 4178.82 0.0102021 0.00102049 87131.1 0
: 209 Minimum Test error found - save the configuration
: 209 | 4484.38 4138.85 0.0102916 0.00104959 86561.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4442.65 4099.99 0.0102477 0.00102347 86728 0
: 211 Minimum Test error found - save the configuration
: 211 | 4401.26 4061.88 0.01029 0.00103144 86406.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4360.81 4024.7 0.0102833 0.00103955 86544.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4320.19 3987.94 0.0102462 0.00101997 86709.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4281.53 3950.01 0.0102471 0.00102177 86717.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4241.32 3913.68 0.0102169 0.00101958 86981.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4203.06 3877.17 0.0102326 0.00103069 86938.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4164.28 3840.43 0.0102149 0.00101914 86996.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4126.09 3804.51 0.0102384 0.00101973 86780 0
: 219 Minimum Test error found - save the configuration
: 219 | 4087.96 3769.71 0.0102413 0.00103845 86929.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4050.85 3734.14 0.0102072 0.0010246 87121.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4013.21 3699.82 0.0102142 0.00102124 87023.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 3976.68 3665.25 0.0102628 0.00104682 86806.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3939.87 3631.82 0.0102049 0.00101823 87082.4 0
: 224 Minimum Test error found - save the configuration
: 224 | 3904.65 3597.49 0.0102401 0.00102524 86816.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3868.91 3563.25 0.0103279 0.00102636 86007.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3833.38 3529.8 0.0102096 0.00102249 87078.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3798.71 3496.32 0.0102105 0.00102143 87060.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3764.01 3463.48 0.0102021 0.00102226 87147.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3728.81 3431.83 0.0102562 0.00104266 86828.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3695.17 3399.59 0.0102152 0.00102152 87015.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3661 3368.67 0.0102093 0.00101773 87036.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3628.26 3337.05 0.010248 0.00105212 86995.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3595.16 3305.75 0.0102173 0.00102178 86999.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3562.34 3274.96 0.0102503 0.00102311 86700.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3529.74 3244.67 0.0102287 0.00102015 86875.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3497.7 3214.89 0.010228 0.00102237 86903.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3466.14 3184.51 0.0102249 0.00102039 86913.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3434.16 3155.28 0.0102339 0.00102207 86845 0
: 239 Minimum Test error found - save the configuration
: 239 | 3403.61 3125.07 0.0102285 0.00102105 86885.9 0
: 240 Minimum Test error found - save the configuration
: 240 | 3371.72 3096.85 0.0102353 0.00105355 87129 0
: 241 Minimum Test error found - save the configuration
: 241 | 3341.86 3067.71 0.010213 0.00102184 87040.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3310.57 3040.56 0.0120519 0.00175053 77659.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3281.75 3010.94 0.0165333 0.00162616 53665.6 0
: 244 Minimum Test error found - save the configuration
: 244 | 3251.19 2983.36 0.0104614 0.00102981 84821.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3221.91 2955.22 0.0105244 0.00102713 84235 0
: 246 Minimum Test error found - save the configuration
: 246 | 3192.68 2927.46 0.0102292 0.00102353 86902.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3162.84 2901.35 0.0102728 0.00103606 86610.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3135.17 2873.61 0.0102491 0.00102484 86727.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3106.21 2847.02 0.0102342 0.00102147 86836.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3077.67 2821.06 0.0102469 0.0010207 86709.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3050.15 2794.54 0.0102225 0.00102113 86943.4 0
: 252 Minimum Test error found - save the configuration
: 252 | 3022.36 2768.59 0.0102934 0.00104017 86455.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2995.62 2741.83 0.0102409 0.00102247 86782.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 2967.29 2716.91 0.0113796 0.00104721 77426.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2940.56 2692.57 0.0102022 0.0010248 87170.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2913.9 2667.78 0.0102541 0.0010284 86714.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2887.89 2642.7 0.0102182 0.00102412 87012.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2861.05 2618.85 0.0102299 0.00102242 86886.1 0
: 259 Minimum Test error found - save the configuration
: 259 | 2836.07 2594.28 0.0102422 0.00102642 86807.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2810.03 2569.76 0.0102278 0.00102044 86887.2 0
: 261 Minimum Test error found - save the configuration
: 261 | 2784.15 2546.34 0.0102187 0.00102047 86973 0
: 262 Minimum Test error found - save the configuration
: 262 | 2759.78 2522.02 0.0103166 0.0010453 86287.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2734.03 2499.19 0.0102257 0.00102033 86905.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2710.05 2475.83 0.0103287 0.0010324 86055.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2684.9 2452.85 0.0102402 0.00102132 86778.7 0
: 266 Minimum Test error found - save the configuration
: 266 | 2660.22 2431.19 0.0102307 0.00102398 86892.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2637.17 2408.62 0.0102494 0.00102012 86680.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2612.5 2386.5 0.0102767 0.00102392 86460.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2589.45 2363.96 0.0102205 0.0010194 86946 0
: 270 Minimum Test error found - save the configuration
: 270 | 2566.04 2341.35 0.010223 0.0010215 86942.3 0
: 271 Minimum Test error found - save the configuration
: 271 | 2541.71 2320.68 0.0102528 0.00102253 86671.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2519 2299.36 0.0102418 0.00103832 86923.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2496.23 2278.09 0.010234 0.00102561 86877.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2473.55 2257.2 0.0103002 0.00103793 86371.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2451.72 2235.35 0.0102963 0.00102195 86259.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2428.04 2215.87 0.0102758 0.0010227 86457.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2406.7 2195.58 0.0102699 0.00102183 86504.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2384.9 2175.54 0.0102311 0.00101975 86849.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2363.2 2155.15 0.0102239 0.00101957 86915.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2341.17 2135.86 0.0102508 0.00103686 86825.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2320.44 2116.03 0.0102168 0.00102204 87005.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2298.8 2096.93 0.0102592 0.00104078 86783.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2278.34 2077.06 0.0102305 0.00102703 86923.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2257.1 2058.03 0.0102596 0.00102656 86645.4 0
: 285 Minimum Test error found - save the configuration
: 285 | 2236.09 2039.42 0.0103094 0.00102287 86146.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2215.99 2020.7 0.0102128 0.00102147 87038.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2195.51 2002.47 0.0102653 0.00102378 86565.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2175.76 1983.62 0.0102553 0.00102564 86677.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2154.66 1966.66 0.0102497 0.00102846 86755.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2136.16 1947.63 0.0102558 0.00102865 86700.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2115.78 1929.65 0.0102179 0.0010233 87007.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2096.25 1912.13 0.0102549 0.00104 86815.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2076.99 1895.32 0.0102294 0.00102073 86874.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2058.4 1876.75 0.0102176 0.00102115 86990.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2038.99 1859.1 0.0102316 0.00102245 86869.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2019.51 1842.35 0.010251 0.00102409 86702.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2000.85 1825.77 0.0102203 0.00102307 86982.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 1982.49 1809.03 0.0102222 0.00102285 86962.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1963.88 1792.68 0.010246 0.00102406 86749.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1945.89 1775.99 0.0102558 0.0010257 86673.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1927.75 1759.8 0.0102157 0.0010218 87014.5 0
: 302 Minimum Test error found - save the configuration
: 302 | 1909.8 1743.82 0.0102219 0.00102211 86958.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1891.82 1728.98 0.0102623 0.00103886 86735.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1874.34 1712.61 0.0102344 0.00101753 86797.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1856.86 1696.39 0.0103018 0.00102685 86253.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1839.13 1681.29 0.0102226 0.00102118 86942.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1822.26 1665.42 0.0102331 0.00102405 86871.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1804.7 1650.66 0.0102274 0.00102261 86911.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1788.04 1635.33 0.010259 0.00103903 86768.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1771.04 1620.2 0.010203 0.00101908 87109.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1754.58 1605.33 0.0102387 0.00102264 86804.8 0
: 312 Minimum Test error found - save the configuration
: 312 | 1737.48 1591.81 0.0102551 0.00102265 86651.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1721.19 1577.23 0.0102796 0.00103952 86579.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1705.3 1562.44 0.0102319 0.00102183 86862 0
: 315 Minimum Test error found - save the configuration
: 315 | 1689.32 1547.7 0.0102778 0.00103795 86581.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1673.59 1532.71 0.0105539 0.00105119 84186.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1656.78 1518.99 0.0102566 0.00103047 86709.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1641.55 1505.58 0.0102279 0.00102632 86941.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1625.56 1491.51 0.0102268 0.00102259 86917.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1610.76 1477.28 0.0102193 0.0010206 86969.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1594.42 1464.36 0.0102257 0.00102254 86926.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1579.94 1451.23 0.0102776 0.00102958 86504.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1564.69 1437.45 0.0102526 0.00104279 86863.6 0
: 324 Minimum Test error found - save the configuration
: 324 | 1549.53 1424.65 0.0102069 0.00102138 87093.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1535.17 1411.06 0.0103745 0.0010306 85617.3 0
: 326 Minimum Test error found - save the configuration
: 326 | 1519.96 1398.28 0.010231 0.0010218 86869.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1505.85 1385.33 0.0102245 0.00102711 86980.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1490.74 1372.86 0.0102291 0.00102134 86883 0
: 329 Minimum Test error found - save the configuration
: 329 | 1477.57 1359.66 0.0102228 0.00102004 86930.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1462.86 1347.06 0.010291 0.00102187 86308 0
: 331 Minimum Test error found - save the configuration
: 331 | 1448.35 1334.84 0.0102298 0.0010385 87039.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1434.8 1322.67 0.0102188 0.00102488 87013.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1420.6 1310.93 0.0102748 0.00104172 86644.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1407.27 1298.45 0.0102387 0.00102385 86816.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1393.82 1286.27 0.0102416 0.00102368 86787.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1380.22 1274.25 0.0102273 0.00102039 86891 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.12 1262.06 0.0102348 0.00101917 86808.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1353.5 1250.57 0.0103879 0.00103354 85521.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1340.97 1238.49 0.0102839 0.00102681 86420.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1327.62 1227.15 0.0102295 0.00102076 86874.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1314.96 1215.64 0.0103457 0.00103969 85965.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1302.09 1204.45 0.0102235 0.00102269 86949 0
: 343 Minimum Test error found - save the configuration
: 343 | 1289.89 1193.11 0.01031 0.0010573 86461.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1277.12 1182.05 0.0102888 0.00102578 86364.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1264.74 1171.61 0.0103608 0.00103023 85739.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1253.07 1160.35 0.0102243 0.00102495 86962.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1240.49 1149.52 0.0102398 0.00103645 86924.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1228.98 1138.11 0.0102621 0.00102769 86632.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1216.58 1127.87 0.0102504 0.00102597 86726.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1205.3 1117.01 0.0102332 0.00102343 86864.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1193.1 1106.6 0.0102657 0.00103032 86623.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1181.53 1096.71 0.0102721 0.00102534 86516.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1170.51 1086.04 0.0102575 0.00103784 86771.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1159.27 1075.43 0.0103006 0.00103104 86304.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1147.46 1065.55 0.0102457 0.00102493 86760.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1136.29 1055.85 0.0102312 0.00102273 86876.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1125.67 1046.14 0.0102486 0.00102489 86732.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1114.56 1035.73 0.0102372 0.00102417 86834 0
: 359 Minimum Test error found - save the configuration
: 359 | 1103.67 1026.09 0.0102277 0.0010187 86871.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1092.81 1017.36 0.0102445 0.00102294 86753.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1082.72 1006.8 0.0102264 0.00101951 86891.7 0
: 362 Minimum Test error found - save the configuration
: 362 | 1071.78 996.82 0.0102613 0.00104904 86840.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1061.29 987.222 0.0102702 0.00104024 86674.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1050.62 978.105 0.010268 0.00103057 86604.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1040.82 968.826 0.0102299 0.00102389 86899.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1030.34 959.81 0.0103231 0.00102593 86048.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1020.28 950.847 0.0102614 0.00102406 86605 0
: 368 Minimum Test error found - save the configuration
: 368 | 1010.51 941.372 0.0102642 0.00104307 86757.3 0
: 369 Minimum Test error found - save the configuration
: 369 | 1000.6 932 0.0102332 0.00102147 86845.5 0
: 370 Minimum Test error found - save the configuration
: 370 | 990.422 923.76 0.0102578 0.00102107 86610.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 981.347 914.233 0.0102493 0.00103546 86826.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 971.393 905.409 0.010234 0.00102481 86869.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 961.55 897.053 0.0102654 0.00105279 86837.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 952.423 889.082 0.0102482 0.00102243 86714 0
: 375 Minimum Test error found - save the configuration
: 375 | 943.291 880.161 0.0102866 0.00102678 86394.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 933.804 871.289 0.0102318 0.00102273 86870.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 924.479 862.786 0.010252 0.00102411 86693.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 914.996 854.782 0.0102324 0.00102068 86845.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 906.545 846.131 0.0102342 0.00102165 86837.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 897.308 838.137 0.010262 0.00102833 86639.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 888.908 829.134 0.0102423 0.00102102 86756 0
: 382 Minimum Test error found - save the configuration
: 382 | 879.522 821.223 0.0102417 0.00102426 86791.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 870.663 813.611 0.0102525 0.00102537 86700.5 0
: 384 Minimum Test error found - save the configuration
: 384 | 862.503 805.112 0.0102738 0.00102535 86500.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 853.457 797.84 0.0102458 0.00102521 86762.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 845.51 789.887 0.0103281 0.00102637 86005.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 836.71 782.207 0.0102648 0.00102649 86596 0
: 388 Minimum Test error found - save the configuration
: 388 | 828.787 774.048 0.0102397 0.0010269 86835.5 0
: 389 Minimum Test error found - save the configuration
: 389 | 820.313 766.587 0.0102587 0.00103693 86751.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 812.192 759.038 0.0102396 0.001027 86837.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 803.852 751.577 0.0102438 0.00102247 86755.2 0
: 392 Minimum Test error found - save the configuration
: 392 | 796.05 744.102 0.0104232 0.00103018 85169.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 788.009 737.038 0.0102733 0.00102735 86524.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 780.107 729.799 0.0102684 0.00103852 86674.9 0
: 395 Minimum Test error found - save the configuration
: 395 | 772.305 722.818 0.0102643 0.0010281 86616 0
: 396 Minimum Test error found - save the configuration
: 396 | 764.701 715.176 0.0106059 0.00103286 83567.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.14 707.421 0.0104631 0.00102843 84793.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 749.242 700.442 0.0102448 0.00102708 86789.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 741.772 693.511 0.0102644 0.00102667 86601.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 734.144 686.839 0.0102497 0.00102257 86700.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 727.053 679.575 0.0102425 0.00102705 86810.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 719.595 672.994 0.010273 0.00102422 86498.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 712.449 665.711 0.0103145 0.00102917 86157.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 704.947 659.364 0.0103117 0.00103967 86281.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 697.964 652.442 0.0102846 0.00102885 86433 0
: 406 Minimum Test error found - save the configuration
: 406 | 690.961 645.894 0.0104682 0.00105594 84995.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 683.961 639.353 0.0103807 0.00103592 85608.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 677.236 632.551 0.0102534 0.00103731 86804.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 670.132 625.944 0.0103346 0.00103091 85987 0
: 410 Minimum Test error found - save the configuration
: 410 | 663.183 619.589 0.0103259 0.00102756 86036.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 656.66 613.335 0.0103596 0.00103545 85798.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 649.959 607.65 0.010273 0.00102478 86502.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 643.355 601.304 0.0105186 0.00103915 84392.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.164 594.91 0.0103583 0.00104926 85938.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 630.2 588.219 0.0103008 0.00102759 86270 0
: 416 Minimum Test error found - save the configuration
: 416 | 623.616 582.546 0.0103404 0.00102914 85917.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 617.61 576.039 0.0103434 0.00103048 85901.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 611.174 570.404 0.0103208 0.00103167 86121.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 605.073 564.37 0.0102637 0.00104357 86767 0
: 420 Minimum Test error found - save the configuration
: 420 | 598.581 558.37 0.0103163 0.00103013 86149.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 592.335 552.882 0.0103284 0.00103092 86044.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 586.642 546.906 0.0102865 0.00106898 86790.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 580.132 541.045 0.0103415 0.00103086 85923.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 574.244 535.415 0.0103516 0.00106953 86187.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 568.212 529.993 0.0103273 0.00103755 86116.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 562.732 523.954 0.0103383 0.0010246 85894.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 556.373 518.817 0.0103144 0.00103074 86173.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.031 513.797 0.0103732 0.0010308 85630.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 545.191 507.844 0.0102982 0.00102949 86311.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 539.611 503.079 0.0103467 0.00105141 86064.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.269 497.6 0.010377 0.00103739 85656.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 528.574 491.923 0.0103912 0.00105389 85678.1 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.094 486.281 0.0103511 0.00103466 85869.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 517.407 481.293 0.0104067 0.00106938 85678.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 512.268 475.824 0.0105161 0.00103795 84404.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 506.848 470.742 0.0104029 0.00108173 85825.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 501.586 465.877 0.0103916 0.00103311 85483.6 0
: 438 Minimum Test error found - save the configuration
: 438 | 496.356 460.5 0.0104025 0.00105506 85584.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 490.902 456.074 0.0103708 0.00104465 85780.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 485.926 451.994 0.010366 0.00104564 85833.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.391 446.003 0.0102852 0.00102615 86401.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 475.81 441.385 0.0103796 0.00104671 85717.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 470.939 436.837 0.0102956 0.00102755 86318.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.801 432.842 0.0102906 0.00105252 86597.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 461.599 427.311 0.0102576 0.00102639 86662.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 456.311 422.58 0.010324 0.00102367 86018.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 451.512 418.172 0.0102538 0.00103107 86742.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 446.977 413.756 0.0102551 0.0010221 86646.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 442.397 408.588 0.0102498 0.00102338 86707.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 437.4 404.721 0.0102441 0.00102091 86738.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.085 399.98 0.0102542 0.00102557 86686.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 428.523 395.36 0.0102812 0.0010314 86488.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 423.782 391.512 0.0102862 0.00102593 86390.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 419.552 387.465 0.0102789 0.00104415 86629.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 415.088 382.857 0.0102636 0.00102798 86620.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 410.548 378.559 0.0102407 0.00102284 86788.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 406.385 374.218 0.0102493 0.00102362 86714.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.05 369.838 0.010251 0.0010234 86696.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 397.787 366.023 0.0102686 0.00102229 86520.6 0
: 460 Minimum Test error found - save the configuration
: 460 | 393.543 361.924 0.0102368 0.00102195 86816.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 389.411 358.042 0.0102467 0.00102574 86758.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 385.231 353.942 0.0102438 0.00102521 86781.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 381.127 350.053 0.0102401 0.00102547 86818 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.235 345.846 0.0102978 0.00104039 86416.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.959 342.41 0.0102456 0.00102287 86742.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 369.26 338.183 0.0102672 0.00102791 86587.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 365.372 335.297 0.0103505 0.00103795 85905.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 361.517 330.881 0.0102567 0.00102636 86670.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 357.406 327.354 0.0102369 0.00102129 86809.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 353.838 323.725 0.0102374 0.00103364 86921.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.173 319.456 0.0102803 0.00102778 86462.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 346.361 316.324 0.0102747 0.00102628 86501.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 342.671 312.369 0.0102428 0.00102272 86767.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 338.943 309.17 0.0102795 0.00103857 86571.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.064 306.099 0.0102444 0.00102234 86748.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 331.706 302.169 0.0102516 0.00102428 86698.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.949 298.443 0.0102753 0.00102658 86498.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.509 295.124 0.0102508 0.00102444 86707.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.907 291.667 0.0102559 0.00102625 86677.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 317.322 288.624 0.0102603 0.00103022 86673.3 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.893 286.084 0.0102457 0.0010236 86748.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 310.974 282.003 0.0102468 0.00103306 86827.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 307.466 278.692 0.010243 0.00102245 86762.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.05 275.244 0.0102602 0.00104884 86849.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.727 272.633 0.0102394 0.00102414 86812.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 297.552 269.452 0.0102488 0.00102383 86721.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 294.233 266.856 0.010318 0.0010268 86103 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.014 263.877 0.0102339 0.00102366 86859.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.074 260.225 0.0102513 0.00102305 86690.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.82 257.075 0.0102572 0.00102323 86636.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.879 253.876 0.0102619 0.00102236 86584.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.693 251.063 0.0102833 0.00102368 86396.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.565 248.561 0.0102454 0.00102174 86733.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.897 245.486 0.010259 0.00102632 86649.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.658 242.959 0.0102688 0.00103638 86650.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 266.822 240.261 0.0102562 0.00102935 86703.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.928 237.276 0.0102497 0.00102296 86704.8 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.988 234.707 0.0102352 0.00102304 86842.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.174 231.924 0.010244 0.00102286 86756.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.69 229.208 0.010228 0.00102258 86905.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.671 226.662 0.0102557 0.00102093 86629.3 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.077 223.825 0.0102563 0.00103604 86765.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.094 221.15 0.0102327 0.00102103 86846 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.494 218.328 0.0102385 0.0010262 86840.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 241.831 215.984 0.0102928 0.00103756 86437.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.935 213.848 0.0102516 0.00102418 86698.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.476 211.41 0.0103239 0.00102506 86032.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.069 209.207 0.0102395 0.00101997 86772.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.503 206.103 0.0102856 0.00104556 86579.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.798 203.664 0.0102699 0.00103419 86620.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.261 202.079 0.0102582 0.00102486 86642.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.711 199.375 0.0102355 0.00102517 86859.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.337 196.95 0.0102849 0.0010561 86684.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.947 194.513 0.0102487 0.00103136 86793.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.203 193.339 0.0102809 0.00103879 86560.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.081 190.522 0.0102476 0.00102103 86705.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.657 187.928 0.0102571 0.0010268 86670.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.494 186.95 0.0102499 0.00102207 86694.2 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.213 184.315 0.0102321 0.00102427 86882.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.995 181.869 0.0102363 0.0010216 86817.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.578 179.186 0.0102725 0.00102623 86521.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.409 178.475 0.0102548 0.00102095 86637.8 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.696 176.874 0.0102543 0.00102556 86686.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.267 174.57 0.0103016 0.00102178 86208.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.875 172.157 0.0102642 0.00103626 86693.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 191.774 169.559 0.010245 0.00102122 86732.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.664 167.538 0.0104134 0.00102933 85251.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.435 165.893 0.0102835 0.00102735 86429.1 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.393 163.57 0.0102654 0.00102648 86590.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.334 161.221 0.0102551 0.00102359 86659.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.23 159.466 0.0102599 0.00102472 86625.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.141 158.45 0.0102897 0.001024 86339.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.08 155.4 0.0102439 0.00102166 86747.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.658 153.774 0.0102675 0.00102462 86553.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.764 152.405 0.0102881 0.00104464 86547.7 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.736 150.456 0.0102675 0.00102332 86540.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.851 148.568 0.0102619 0.00102729 86630.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.983 146.258 0.0102486 0.0010234 86718.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.179 145.298 0.0102628 0.00103334 86679.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.222 143.249 0.0102447 0.00102297 86751.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.306 141.275 0.0102574 0.00103045 86702.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.571 140.259 0.0102734 0.00102293 86482 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.505 137.941 0.0102713 0.00102659 86535.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.677 136.745 0.0102338 0.00102085 86834.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.902 134.917 0.0103047 0.00104335 86380.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.218 133.819 0.0102691 0.00102369 86529.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.33 131.412 0.0102558 0.00102222 86640.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.659 130.499 0.0103413 0.00103466 85960.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.917 128.512 0.0102558 0.00102763 86690.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.273 126.874 0.0102544 0.00102173 86648.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.552 126.188 0.0102628 0.00102856 86634.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.059 124.205 0.0102605 0.00102151 86589.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.622 122.676 0.0102814 0.00102858 86460.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.618 121.42 0.010248 0.00102473 86736.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.132 120.091 0.0102947 0.00104133 86454.8 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.457 118.82 0.0102716 0.00102721 86539.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.855 116.551 0.0102611 0.00102169 86585.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.293 115.881 0.0102576 0.00102373 86637.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.788 113.737 0.010273 0.00103457 86594.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.094 112.696 0.0102779 0.00105793 86767.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.802 111.578 0.0102431 0.00102371 86773.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.064 110.471 0.0102724 0.00102485 86509.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.826 109.466 0.0102501 0.00102377 86708.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.635 107.961 0.0102799 0.0010267 86456.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.813 105.394 0.0103103 0.0010585 86469.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.185 104.587 0.0102712 0.00102891 86558.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.835 103.382 0.0102835 0.00102426 86400.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.383 102.161 0.0103521 0.0010369 85881.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.124 101.066 0.0102626 0.00102435 86596.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.682 100.02 0.0102753 0.00102484 86482.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.408 98.1742 0.0102493 0.00102096 86689.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.972 97.1665 0.0102729 0.00102253 86483.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.766 96.1845 0.0102415 0.00102408 86792.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.318 95.3053 0.0102973 0.00103363 86358.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.163 94.7583 0.0102605 0.00102578 86629.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.164 92.3783 0.010285 0.00104435 86573.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.721 90.9708 0.0102661 0.00102448 86564.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.46 90.082 0.0102639 0.00102364 86577.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.979 89.7003 0.0102573 0.00102464 86649.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.631 87.7249 0.0102742 0.00102458 86489.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.331 86.7721 0.0102695 0.00102347 86523.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.1674 85.7292 0.0102471 0.00102146 86714.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.1022 84.8159 0.0102462 0.00102564 86762.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.9172 83.4474 0.0102703 0.00102493 86529.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.6793 82.9718 0.0102733 0.00102315 86485.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.626 81.2119 0.0102899 0.00104167 86503 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.5569 80.5669 0.0102518 0.00102403 86695.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.4903 79.2379 0.0103351 0.00102617 85938.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.433 77.9767 0.0102579 0.00102227 86620.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.3181 77.2104 0.0102659 0.00102284 86551.9 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1547 76.1568 0.010255 0.00102656 86689 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.1636 75.0255 0.0102841 0.00102691 86419.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.1818 74.5394 0.0102638 0.0010263 86603.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.0943 73.1418 0.0102799 0.00103668 86549.7 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.9957 72.6147 0.0102746 0.00102296 86471 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.0464 71.6364 0.0102908 0.00103887 86468.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.1162 71.0301 0.0102655 0.00102331 86559.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.0545 70.1793 0.0102622 0.00102424 86599.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.2262 68.5483 0.0102534 0.00102127 86654 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.2562 68.4212 0.010273 0.00102646 86518.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.6108 66.4582 0.0102395 0.0010217 86788.9 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.469 65.8213 0.0102549 0.00102877 86710.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.4854 64.7832 0.010284 0.00102617 86413.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.584 64.252 0.0102656 0.00102548 86578.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.557 63.8153 0.0102647 0.00102454 86579.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.4912 62.5421 0.0103046 0.0010397 86347.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.8444 61.2698 0.0102555 0.00102337 86654.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.8957 60.8672 0.0103353 0.00103055 85977.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.993 59.4774 0.0102928 0.00103338 86398.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.1821 58.9382 0.0102813 0.00102727 86449 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.2315 58.2135 0.0102992 0.00103783 86380.4 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.4354 57.1536 0.01027 0.00102504 86533.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.6856 56.6709 0.0102606 0.00102486 86620.2 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.8962 55.6499 0.0102739 0.00102264 86474.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.0117 55.1078 0.0102888 0.00102924 86396.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4153 54.1008 0.010283 0.00103958 86548.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.3896 53.6489 0.0102719 0.00102586 86523.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6665 52.7312 0.0102736 0.0010277 86524.7 0
: 619 | 64.0339 53.5617 0.0102511 0.00100554 86527.6 1
: 620 Minimum Test error found - save the configuration
: 620 | 63.1751 51.5316 0.0102644 0.00102265 86563.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.236 50.6394 0.0102652 0.00102415 86569.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.8258 49.9205 0.0102589 0.0010229 86617.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.8398 49.294 0.0102633 0.00102667 86611.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.1622 48.5807 0.0102737 0.00102389 86488.2 0
: 625 | 59.5588 49.1337 0.0102317 0.000993154 86593.8 1
: 626 Minimum Test error found - save the configuration
: 626 | 58.9848 47.3077 0.0102974 0.00104566 86470.4 0
: 627 | 58.2263 47.3386 0.0102373 0.000992283 86533 1
: 628 Minimum Test error found - save the configuration
: 628 | 57.4521 46.3483 0.0103608 0.00112014 86573.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.5348 45.9389 0.0102645 0.00103702 86697.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9785 45.6714 0.010264 0.00102633 86602.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.3722 44.4547 0.0102686 0.0010228 86526.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.926 44.4349 0.0102785 0.00102618 86464.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1576 43.2483 0.0102681 0.00102783 86577.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3975 42.3765 0.0102629 0.00102644 86613.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.8016 41.9554 0.010285 0.0010254 86397.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2504 41.3051 0.0103134 0.00104949 86356.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.3823 40.4679 0.0102737 0.00102705 86517.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8726 40.3844 0.010276 0.00102352 86463.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.2253 39.253 0.010282 0.00102782 86447.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4451 38.997 0.0102846 0.00102709 86416.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0138 38.5918 0.0102728 0.00103044 86557.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.418 38.1323 0.0102637 0.00102533 86595.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.7805 37.5708 0.010288 0.00103005 86412.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.2089 36.8442 0.0102497 0.00102354 86709.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5127 36.2923 0.0102863 0.00102742 86403.5 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.0691 35.7731 0.010306 0.00104021 86339.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.4687 35.5565 0.010264 0.00102644 86602.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.8887 34.508 0.0102714 0.00102445 86515 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4112 34.3556 0.0103709 0.00102927 85638.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9229 33.9405 0.0102765 0.00102484 86470.7 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.3965 33.5946 0.0103038 0.00102877 86252.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.7581 32.665 0.010293 0.00102783 86344.6 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.3182 32.2715 0.0105268 0.0010319 84256.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.7674 31.9175 0.0102907 0.00102442 86335 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.2988 31.3865 0.0103042 0.00102689 86232.1 0
: 656 | 40.8176 31.4285 0.0102569 0.00100478 86466.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.3447 30.8828 0.0102835 0.0010299 86453.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.8513 30.007 0.0102877 0.00102742 86390.2 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.2196 29.8717 0.0102755 0.00103111 86539.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.8687 29.3654 0.0102779 0.0010258 86467.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7127 29.1625 0.0102902 0.00102556 86350 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.3441 28.8966 0.0102762 0.00102799 86502.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.7912 27.8989 0.0102796 0.00102751 86467.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.0592 27.8887 0.0102746 0.00102885 86526.2 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.447 27.3671 0.0102861 0.00102815 86411.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.0181 27.0029 0.0102781 0.00103001 86504.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6305 26.5498 0.0103157 0.00104353 86279.6 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.1679 25.8541 0.0102892 0.00102764 86378.1 0
: 669 | 34.7586 25.9458 0.0103335 0.000993054 85648.8 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.2692 25.4653 0.0102966 0.00102993 86330.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.8636 24.6724 0.0102768 0.00102573 86476.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.4899 24.427 0.0102788 0.00102717 86470.8 0
: 673 | 33.1648 24.7621 0.0102542 0.000994154 86392.4 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.6186 23.6084 0.0103056 0.00103192 86265.2 0
: 675 | 32.3472 23.7369 0.0102636 0.000993315 86296.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.8439 22.8119 0.0102815 0.0010262 86436.7 0
: 677 | 31.521 23.0845 0.0102471 0.000990944 86428.6 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.141 22.174 0.0102868 0.00102846 86408.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.6229 22.052 0.010283 0.00103857 86538.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.2818 21.5171 0.0102673 0.00102559 86564.2 0
: 681 | 29.8885 22.4354 0.0102345 0.000992193 86558.1 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.61 20.8612 0.0102709 0.00102943 86566.4 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.13 20.7924 0.0102785 0.00102973 86497.9 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7321 20.3289 0.0102971 0.00103466 86370.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.3659 20.1214 0.0102973 0.00102677 86294.7 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.9669 19.8228 0.0102689 0.00102533 86546.2 0
: 687 | 27.5623 20.3156 0.0102397 0.000992184 86510 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.2471 19.3993 0.0102983 0.00103111 86325.7 0
: 689 | 26.9305 19.758 0.0103267 0.000993273 85713.1 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.7352 18.8844 0.0102647 0.00103086 86638.3 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.2121 18.5962 0.0102695 0.00103243 86607.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.9364 17.9667 0.010313 0.00102994 86178.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.5689 17.927 0.010299 0.00102677 86278.8 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.2116 17.7138 0.0102655 0.00102729 86597.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1432 17.2806 0.0102682 0.00102597 86559.6 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.7335 16.9164 0.0102699 0.00102857 86567.6 0
: 697 | 24.2395 17.5301 0.0102442 0.000992184 86468.1 1
: 698 | 23.8858 16.9885 0.0102372 0.000993994 86550.3 2
: 699 Minimum Test error found - save the configuration
: 699 | 23.6849 16.5098 0.0102909 0.00102458 86333.9 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5312 16.4388 0.0102949 0.00103242 86369.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.1198 15.9902 0.0102986 0.00102657 86281.4 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.6741 15.5808 0.0103277 0.00102675 86012.3 0
: 703 | 22.4075 16.2193 0.0102691 0.000987243 86189.8 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.0387 15.0927 0.0102828 0.00102884 86449.1 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.8426 15.0581 0.0102775 0.00102801 86490.9 0
: 706 | 21.5188 15.1035 0.0102516 0.000993095 86406.6 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.2933 14.8912 0.0102936 0.00104027 86455.1 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.9946 14.1342 0.0102887 0.00103182 86422.6 0
: 709 | 20.6543 14.3543 0.0103253 0.000993904 85732.1 1
: 710 | 20.3867 14.3635 0.0102333 0.000993834 86584.7 2
: 711 | 20.0051 14.4919 0.0102271 0.000993894 86644.1 3
: 712 Minimum Test error found - save the configuration
: 712 | 19.8644 13.8342 0.0102655 0.00102846 86607.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.5637 13.0827 0.0102731 0.00102561 86509.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.3289 12.9947 0.0102741 0.00102737 86516.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.9891 12.7415 0.01026 0.00102548 86631.5 0
: 716 | 18.794 12.7883 0.0102277 0.000992753 86627.7 1
: 717 | 18.4252 12.9337 0.0102501 0.000992163 86412.2 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.2705 12.4999 0.0102766 0.00102725 86492.8 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9117 12.3497 0.010272 0.00102647 86528 0
: 720 | 17.8659 12.5058 0.0102295 0.000991244 86596.7 1
: 721 | 17.5408 12.7753 0.0102446 0.000992214 86464.6 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.4963 11.7784 0.0102676 0.00102708 86574.8 0
: 723 | 17.116 11.8085 0.0102633 0.00101069 86462.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.8493 11.3876 0.010279 0.00102674 86465.5 0
: 725 | 16.7092 12.0283 0.0102386 0.000992744 86525.7 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.5678 11.3706 0.0102802 0.00102831 86468.7 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4696 11.1478 0.0102903 0.00102747 86367 0
: 728 Minimum Test error found - save the configuration
: 728 | 15.8954 10.762 0.0102975 0.00102395 86267.1 0
: 729 | 15.8076 11.0843 0.0102401 0.000993234 86515.5 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.7409 10.3824 0.0103435 0.00102999 85896.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.3772 10.3406 0.0102705 0.0010254 86532.2 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.2185 10.3095 0.0102873 0.00102808 86399.9 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.873 9.97089 0.0102605 0.0010285 86655.1 0
: 734 | 14.6792 9.98932 0.010234 0.000992134 86562.6 1
: 735 | 14.489 10.4252 0.0102448 0.000991263 86453.4 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.3743 9.48917 0.010281 0.00102545 86434.3 0
: 737 | 14.1066 9.70866 0.0102395 0.000992183 86511.5 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.8602 8.8802 0.0102727 0.00102605 86517.6 0
: 739 | 13.6639 9.08651 0.0102351 0.000992104 86552.1 1
: 740 | 13.4931 8.88136 0.0102282 0.000991414 86610.2 2
: 741 | 13.2647 9.09628 0.0102379 0.000992615 86530.8 3
: 742 | 13.2828 9.65361 0.0102403 0.000991283 86495.8 4
: 743 Minimum Test error found - save the configuration
: 743 | 13.1057 8.35174 0.0102745 0.00102984 86536.1 0
: 744 | 12.8325 8.98459 0.0102375 0.000992854 86536.7 1
: 745 | 12.6481 8.37047 0.0102165 0.000990944 86715.4 2
: 746 | 12.5018 8.52246 0.0102532 0.000994583 86405.7 3
: 747 | 12.392 8.74834 0.0102612 0.00101107 86484.9 4
: 748 Minimum Test error found - save the configuration
: 748 | 12.2409 7.64969 0.010261 0.00102627 86629.2 0
: 749 | 12.008 8.04604 0.010244 0.000994115 86487.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.6657 7.34942 0.010373 0.00103021 85627.2 0
: 751 | 11.6645 7.55852 0.0102313 0.000993223 86598.2 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.4246 7.03676 0.0103867 0.00102856 85487.6 0
: 753 | 11.2747 7.27631 0.0102464 0.000992213 86447.2 1
: 754 | 11.1 7.51808 0.010243 0.000993424 86490.6 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.0708 6.50542 0.0102694 0.00103165 86601.4 0
: 756 Minimum Test error found - save the configuration
: 756 | 11.0393 6.4831 0.0102756 0.00102865 86514.7 0
: 757 | 10.7919 7.16571 0.0102435 0.000993304 86484.9 1
: 758 | 10.6479 6.6809 0.0102535 0.000994864 86405.8 2
: 759 | 10.6936 6.62622 0.0102504 0.000992483 86412.6 3
: 760 | 10.5315 7.63945 0.0102363 0.000994924 86567.6 4
: 761 Minimum Test error found - save the configuration
: 761 | 10.3013 6.38824 0.0102678 0.00102722 86575.1 0
: 762 Minimum Test error found - save the configuration
: 762 | 9.95558 6.28942 0.0102698 0.00102666 86550.8 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.86227 6.24416 0.0102788 0.00102991 86496.5 0
: 764 | 10.0169 6.70369 0.0102486 0.000992983 86433.6 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.71612 5.20083 0.0102654 0.00102735 86598.1 0
: 766 | 9.55215 5.22128 0.0102316 0.000992524 86589 1
: 767 | 9.44624 5.70186 0.0102452 0.000993083 86466.2 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.27022 5.1003 0.010317 0.00104311 86263.5 0
: 769 | 9.26837 5.23447 0.0102378 0.000992394 86529.8 1
: 770 | 9.04099 5.98079 0.0103083 0.000993094 85881 2
: 771 Minimum Test error found - save the configuration
: 771 | 9.24856 4.83293 0.0102725 0.0010411 86660.3 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.7471 4.38449 0.0102688 0.00103155 86605.4 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.6025 4.22101 0.0102646 0.00103034 86634.3 0
: 774 | 8.46041 4.78172 0.0102442 0.000992983 86474.8 1
: 775 | 8.38587 4.4504 0.0102355 0.000993463 86561.3 2
: 776 | 8.31519 4.29897 0.010271 0.000999745 86288.1 3
: 777 | 8.19613 4.26388 0.0102435 0.000990584 86459.2 4
: 778 | 8.22168 4.62658 0.0102383 0.000992213 86523.1 5
: 779 Minimum Test error found - save the configuration
: 779 | 7.949 4.0569 0.0102792 0.00103755 86565.1 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.00665 3.92443 0.0102949 0.00104093 86449.6 0
: 781 | 8.09999 3.99373 0.0102341 0.000994664 86585.6 1
: 782 Minimum Test error found - save the configuration
: 782 | 7.86711 3.38156 0.0102802 0.00102866 86472.5 0
: 783 | 7.80677 3.6384 0.0102338 0.000993473 86576.7 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.68613 3.3506 0.0102906 0.00102859 86374.3 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.41684 3.29317 0.0102582 0.00102331 86628 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.24558 3.19385 0.0102794 0.00102388 86435.3 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.24442 2.79559 0.0102839 0.00103136 86463.1 0
: 788 | 7.24302 3.0711 0.010246 0.000992275 86452 1
: 789 | 7.14296 3.53182 0.010253 0.000994175 86403.6 2
: 790 | 7.22754 3.06304 0.0103314 0.000994883 85685.1 3
: 791 | 6.87266 2.883 0.0102465 0.000994283 86466.2 4
: 792 | 6.71349 2.81337 0.0102296 0.000993233 86614.3 5
: 793 | 6.62435 3.0637 0.010232 0.000990344 86564.2 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.58872 2.70972 0.0102706 0.00103079 86581.6 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.50157 2.63249 0.0102751 0.00102587 86493.3 0
: 796 | 6.48806 2.71749 0.0102348 0.000990863 86543.6 1
: 797 Minimum Test error found - save the configuration
: 797 | 6.29937 2.26034 0.0102685 0.00102524 86549.9 0
: 798 | 6.36699 2.35019 0.0102496 0.000994194 86436.3 1
: 799 | 6.40785 2.48729 0.0102624 0.000991294 86289.4 2
: 800 | 6.1522 2.60499 0.0102388 0.000992994 86525.3 3
: 801 | 6.00895 2.84335 0.0102441 0.000990805 86455.5 4
: 802 Minimum Test error found - save the configuration
: 802 | 5.95168 2.12689 0.0103099 0.00103019 86209.4 0
: 803 | 5.91202 2.33713 0.0102355 0.000992694 86554 1
: 804 | 5.85257 2.32639 0.0102413 0.000992533 86497.6 2
: 805 | 5.71005 2.17755 0.0102306 0.000995775 86628.4 3
: 806 | 5.61974 2.16769 0.0102457 0.000995413 86483.6 4
: 807 Minimum Test error found - save the configuration
: 807 | 5.53329 1.82346 0.0102788 0.0010325 86521.4 0
: 808 | 5.64195 3.25767 0.0102545 0.000985093 86305.6 1
: 809 | 5.70077 2.04129 0.0102411 0.000995835 86530.9 2
: 810 | 5.3747 2.03103 0.0102287 0.000992814 86619 3
: 811 | 5.32069 2.23764 0.010324 0.000992234 85729.1 4
: 812 | 5.29189 2.1854 0.0102515 0.000991903 86396.6 5
: 813 | 5.20284 2.2782 0.0102392 0.000992964 86522 6
: 814 Minimum Test error found - save the configuration
: 814 | 5.22606 1.78925 0.0102683 0.00103334 86627.7 0
: 815 | 5.12721 2.5771 0.0103037 0.000992914 85922.2 1
: 816 | 5.1572 2.50159 0.0102497 0.000992394 86418.5 2
: 817 | 5.12679 1.81686 0.0102433 0.000993364 86487.3 3
: 818 | 4.88874 2.21537 0.0102447 0.000991764 86459.3 4
: 819 | 4.86781 2.61303 0.0102268 0.000985293 86566.4 5
: 820 | 4.93851 2.53686 0.0102576 0.000995633 86374.8 6
: 821 | 4.74538 1.81311 0.0102272 0.000992054 86625.8 7
: 822 | 4.66842 1.87327 0.0102255 0.000994203 86661.3 8
: 823 | 4.80763 2.10806 0.0102478 0.00101881 86683.4 9
: 824 | 5.05408 3.0296 0.0102318 0.000993154 86593.1 10
: 825 | 5.04375 1.991 0.0102485 0.000992143 86427.4 11
: 826 | 5.03033 2.35049 0.0102312 0.000990824 86576.7 12
: 827 | 4.64297 1.90478 0.0102501 0.000995174 86440.2 13
: 828 | 4.62956 2.33351 0.0102486 0.00101189 86610.8 14
: 829 | 4.35625 2.47075 0.0102406 0.000994144 86519.7 15
: 830 | 4.35041 2.0375 0.0102447 0.000995124 86490.1 16
: 831 | 4.27865 2.14528 0.010322 0.000993544 85758.8 17
: 832 | 4.17366 2.32144 0.0102431 0.000995213 86506.4 18
: 833 | 4.20542 2.03599 0.0102543 0.000998854 86435.3 19
: 834 | 4.09666 2.10131 0.0102389 0.000989604 86492.6 20
: 835 | 4.04938 1.84607 0.0102457 0.000991203 86444.3 21
:
: Elapsed time for training with 1000 events: 8.57 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: 0.814 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 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= 3.29041e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06638e+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: 0.0286 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: 0.0358 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: 0.00132 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: 0.0948 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: 0.881 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: 0.0194 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00242 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: 0.0364 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00418 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00175 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000277 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: 0.0953 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: 0.887 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0988 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 : -0.797 0.0932 5.90 1.57 | 3.206 3.220
: 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 : -0.0624 0.142 2.08 1.06 | 3.374 3.358
: 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.