Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
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: 0.252 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0026 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: 0.000798 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00397 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: 0.00019 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000329 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 = 31543.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33106.4 31196.2 0.0100112 0.00103629 89137.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32605.1 30647.1 0.0100409 0.00100718 88556.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 31851.7 29873.5 0.010251 0.00103792 86833.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31003.1 29067.4 0.0102412 0.00101946 86751.8 0
: 5 Minimum Test error found - save the configuration
: 5 | 30120.8 28252 0.0102241 0.00100526 86778.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29265.2 27341.6 0.0102006 0.00103676 87299.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28576.8 26778 0.0101034 0.000983189 87717.7 0
: 8 Minimum Test error found - save the configuration
: 8 | 28141.6 26416.5 0.0100917 0.000986678 87863.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27799.5 26093.4 0.010093 0.00100564 88034.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27476.8 25801.5 0.0100177 0.000991398 88629.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27176.3 25526.9 0.010018 0.00100572 88768 0
: 12 Minimum Test error found - save the configuration
: 12 | 26894.5 25258 0.0100796 0.00100694 88177.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26616.9 25001.7 0.0102238 0.00106161 87315 0
: 14 Minimum Test error found - save the configuration
: 14 | 26352.2 24749.8 0.0103003 0.001017 86176.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26092.3 24504 0.0100473 0.000978469 88214.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25837.7 24265 0.0100613 0.000993818 88227.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25588.2 24032.1 0.0101244 0.00103152 87980.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25347.1 23799.7 0.0100084 0.000986039 88668.9 0
: 19 Minimum Test error found - save the configuration
: 19 | 25108.4 23571.2 0.0100019 0.000984248 88714.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24871 23349.8 0.0102793 0.00100971 86303.6 0
: 21 Minimum Test error found - save the configuration
: 21 | 24641.8 23128.7 0.0101458 0.000985337 87331.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24411.3 22914.7 0.0101946 0.00102858 87279.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24187.7 22702.1 0.0102182 0.00108096 87553.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 23967.9 22490 0.0100699 0.0010086 88287.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 23746.3 22285.4 0.0101542 0.00101901 87573.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23531.6 22081.8 0.00995432 0.000982768 89170.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23319.8 21879.2 0.0099625 0.000986018 89121.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23108.2 21680.9 0.00998547 0.000987069 88904.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 22901.8 21483.2 0.00999975 0.000985709 88750.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22695.4 21289.5 0.0099737 0.000982647 88977.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22493.9 21096.4 0.00994941 0.000976059 89152.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22292 20907.4 0.00995066 0.000979327 89172.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22093.2 20721.4 0.0102062 0.00104581 87332.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 21898.9 20535 0.00999328 0.000997679 88932.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21705.7 20349.9 0.0100383 0.000990947 88423.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21511.1 20171 0.00996248 0.000983588 89097.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21323.4 19991.3 0.00996424 0.000980929 89054 0
: 38 Minimum Test error found - save the configuration
: 38 | 21134.4 19815.4 0.00996335 0.000985077 89104 0
: 39 Minimum Test error found - save the configuration
: 39 | 20948.4 19641.9 0.00999796 0.000981318 88724.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20767.1 19466.6 0.00998164 0.000992088 88992.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20583 19296.5 0.00994556 0.000982357 89253.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20403.6 19127.4 0.0100129 0.000984038 88604.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20225.9 18959.4 0.0101135 0.000989329 87679.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20051.3 18791.1 0.010057 0.00102556 88579.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19874.1 18628.7 0.010076 0.00101475 88288.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 19703 18465.7 0.0102982 0.000990098 85946.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19531.4 18305.5 0.0100144 0.000983008 88579.6 0
: 48 Minimum Test error found - save the configuration
: 48 | 19363.5 18145 0.0100761 0.000993058 88076.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19195.9 17986.7 0.0100202 0.000993898 88630.1 0
: 50 Minimum Test error found - save the configuration
: 50 | 19028.3 17832.8 0.010107 0.000999189 87836.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 18863.8 17681 0.0100339 0.000984648 88405.4 0
: 52 Minimum Test error found - save the configuration
: 52 | 18704.7 17525.9 0.0100771 0.00101051 88235.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18541.6 17376 0.0102404 0.00100016 86578.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18382 17228.1 0.0101703 0.00100904 87324.4 0
: 55 Minimum Test error found - save the configuration
: 55 | 18224.5 17081.7 0.0101024 0.00100646 87951.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18072 16931.8 0.0100954 0.000985437 87816.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 17914.2 16788.5 0.0101248 0.00100343 87705.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17760.7 16647.6 0.0101513 0.00100036 87422.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17611.6 16504.8 0.0100479 0.000991919 88339 0
: 60 Minimum Test error found - save the configuration
: 60 | 17462.1 16363.3 0.0100888 0.000997318 87994 0
: 61 Minimum Test error found - save the configuration
: 61 | 17310.9 16227.6 0.0102015 0.00102387 87168.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17166.4 16089.8 0.0101665 0.0010107 87376.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17020.7 15953.9 0.0101663 0.00102171 87483.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 16876.7 15819.7 0.0101478 0.000996988 87424.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16735.6 15685 0.010092 0.00102664 88248 0
: 66 Minimum Test error found - save the configuration
: 66 | 16592.7 15554.6 0.0100992 0.000985268 87777.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16453 15425.7 0.0101357 0.000996989 87539.3 0
: 68 Minimum Test error found - save the configuration
: 68 | 16318.3 15293.5 0.0100929 0.00101317 88108.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16177.8 15168.1 0.0101242 0.00100857 87761.6 0
: 70 Minimum Test error found - save the configuration
: 70 | 16043.5 15042.5 0.0101989 0.000994678 86916.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15908.6 14919.7 0.0101428 0.000988057 87386.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15777.8 14795.3 0.0101646 0.00105958 87863.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15645.8 14673.3 0.0101738 0.00101799 87375.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15516 14552.2 0.0101497 0.000991069 87349.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15386.8 14432.7 0.0100747 0.00100481 88203.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15259.7 14311.6 0.0102717 0.000991798 86208 0
: 77 Minimum Test error found - save the configuration
: 77 | 15125.7 14172.9 0.010177 0.00106099 87757.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 15026.6 14029.2 0.0102895 0.00101928 86298.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14861.2 13934 0.0100822 0.00102258 88303.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14709.8 13743.6 0.0101117 0.00100927 87888.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14596.3 13644.9 0.0103388 0.00106012 86218.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14430 13478.8 0.0104554 0.00101854 84773.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14289.1 13342.2 0.0102661 0.00103189 86634.6 0
: 84 Minimum Test error found - save the configuration
: 84 | 14146.2 13215.6 0.0106808 0.00108628 83381.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14015 13103.7 0.0104612 0.00103764 84893.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13881.5 12969.6 0.0102088 0.00101176 86984.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13752.7 12843.5 0.0101953 0.00101361 87130 0
: 88 Minimum Test error found - save the configuration
: 88 | 13626.7 12724.5 0.010219 0.00102265 86990.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13502.1 12602.9 0.0101791 0.0010096 87245.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13376.4 12481.9 0.0101808 0.00101563 87286.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13251.1 12363.5 0.0102211 0.0010342 87080.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13128.8 12246.6 0.0102833 0.0010158 86323.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13007.9 12126.1 0.0102497 0.0010244 86718.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12884 12014 0.0102323 0.00101543 86797.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12766.7 11898.7 0.0104675 0.00107417 85167 0
: 96 Minimum Test error found - save the configuration
: 96 | 12646 11787.8 0.0106015 0.00106296 83870.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12531.3 11675.8 0.0105092 0.00101411 84253.9 0
: 98 Minimum Test error found - save the configuration
: 98 | 12413.4 11569.2 0.0103969 0.00105503 85635.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12299.7 11463 0.0102195 0.00101565 86920.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12187.6 11356.8 0.0103131 0.00106031 86460.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12076.2 11251 0.0103748 0.00102019 85519.5 0
: 102 Minimum Test error found - save the configuration
: 102 | 11966.2 11146.2 0.0104275 0.00108341 85615.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11854.1 11045.8 0.0102607 0.00101941 86567.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11748.4 10943.3 0.0102126 0.00102051 87031.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11641.5 10840 0.0102866 0.00103649 86485.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11533.2 10741.2 0.0102447 0.00102598 86779.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11428.2 10642.7 0.0102189 0.00101395 86909.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11325.2 10543.3 0.0102442 0.00102248 86752.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11220.7 10446.5 0.0103633 0.00102506 85669 0
: 110 Minimum Test error found - save the configuration
: 110 | 11118.5 10350.2 0.0102783 0.00102051 86413.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11016.2 10256 0.0106783 0.00109207 83453 0
: 112 Minimum Test error found - save the configuration
: 112 | 10916.2 10162 0.010365 0.00101842 85593 0
: 113 Minimum Test error found - save the configuration
: 113 | 10817.6 10067.6 0.0102741 0.0010179 86428.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10716.9 9976.43 0.0102199 0.00101519 86911.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10620.9 9883.71 0.0103973 0.00104308 85523.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10521.8 9794.96 0.010272 0.00101853 86453.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10428.7 9702.48 0.0102406 0.00103166 86872.5 0
: 118 Minimum Test error found - save the configuration
: 118 | 10331 9614.4 0.0102905 0.00103406 86426.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10237.5 9525.93 0.0102931 0.00102223 86291.6 0
: 120 Minimum Test error found - save the configuration
: 120 | 10143.7 9438.75 0.0103052 0.00102162 86173.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10051.9 9351.21 0.0102511 0.00101361 86603.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9959.43 9265.03 0.0103912 0.00102616 85423.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9867.33 9181.39 0.0104898 0.00107945 85012.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9777.96 9097.26 0.0102361 0.00101399 86748.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9690.55 9010.71 0.0102859 0.00105611 86675.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9600.7 8926.97 0.010258 0.00101896 86589 0
: 127 Minimum Test error found - save the configuration
: 127 | 9512.58 8844.46 0.0103686 0.00102953 85661.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9425.14 8763.46 0.0102929 0.00101959 86269.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9338.49 8683.69 0.0102166 0.00101562 86947 0
: 130 Minimum Test error found - save the configuration
: 130 | 9254.5 8602.74 0.0102454 0.00102095 86726.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9169.65 8522.41 0.0102516 0.00101487 86610.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9084.14 8445.34 0.0102969 0.00101497 86188.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9002.58 8366.7 0.0102865 0.00102258 86356.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 8919.02 8290.26 0.0102684 0.00102989 86593.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8837.89 8213.69 0.0104344 0.00102387 85011 0
: 136 Minimum Test error found - save the configuration
: 136 | 8757.36 8137.25 0.0102734 0.00103814 86624.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8676.06 8063.07 0.0102744 0.0010358 86592.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8597.84 7987.7 0.0102487 0.00101511 86639.9 0
: 139 Minimum Test error found - save the configuration
: 139 | 8518.59 7913.63 0.0102194 0.00101357 86901.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8439.81 7841.14 0.0102648 0.00101797 86516.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8364.56 7766.43 0.0103102 0.00101662 86080.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8285.09 7696.33 0.0103187 0.00103547 86177 0
: 143 Minimum Test error found - save the configuration
: 143 | 8210.55 7624.69 0.0103239 0.00103311 86106.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8135.2 7553.58 0.0102983 0.00103413 86353.9 0
: 145 Minimum Test error found - save the configuration
: 145 | 8060.02 7484.1 0.0102954 0.00101525 86205.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 7986.8 7414.18 0.0104476 0.00103581 84999.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7912.05 7346.97 0.0104508 0.0010803 85374.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7840.38 7278.68 0.0103695 0.00102949 85652.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7768.5 7210.89 0.0103347 0.00102179 85902.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7696.36 7145.03 0.0103409 0.00103431 85960.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7626.37 7078.29 0.0103261 0.00101965 85962.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7556.42 7012.3 0.0103067 0.00101842 86130.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7486.54 6947.52 0.0103172 0.00103151 86153.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7417.75 6883.06 0.0103531 0.00105046 85997.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7350.47 6817.88 0.0105333 0.00105119 84369.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7281.62 6755.1 0.0104118 0.00106476 85588.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7215.39 6691.85 0.0103662 0.00102583 85649.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7147.84 6630.97 0.0104909 0.00107171 84932.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7083.3 6568.66 0.0104623 0.00108807 85340.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7017.21 6508.49 0.010457 0.0010332 84891.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6953.33 6447.32 0.010399 0.0010341 85425.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6889.18 6387.01 0.0103274 0.00101904 85943.8 0
: 163 Minimum Test error found - save the configuration
: 163 | 6825.52 6327.43 0.0103052 0.00101982 86157.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6763.05 6267.93 0.0103235 0.0010228 86014.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6700.78 6208.92 0.0102914 0.00102981 86378.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6637.67 6152.4 0.0103593 0.00111327 86524 0
: 167 Minimum Test error found - save the configuration
: 167 | 6577.5 6094.65 0.0102762 0.00104042 86619.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6515.85 6039.07 0.0103345 0.00102037 85891.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6456.63 5982.42 0.0103228 0.00101569 85955.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6397.25 5925.95 0.0102588 0.00101533 86547.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6338.13 5870.08 0.0102877 0.00104646 86568 0
: 172 Minimum Test error found - save the configuration
: 172 | 6279.76 5814.57 0.0103731 0.00103854 85702.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6220.2 5761.75 0.0104171 0.00101844 85118.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6163.8 5707.87 0.0102861 0.00102298 86363.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6107.06 5654.33 0.0106825 0.0010621 83156.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6050.53 5600.61 0.0106653 0.00109785 83616.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 5993.41 5549.92 0.0105855 0.0010849 84204.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5939.05 5497.44 0.0103086 0.00101874 86115.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5883.44 5446.52 0.0102683 0.001017 86474.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5830.11 5394.67 0.0102539 0.00101924 86629.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5775.33 5344.22 0.0102452 0.0010155 86676.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5721.08 5295.43 0.0102675 0.00102256 86534.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5668.95 5245.76 0.0102941 0.00102613 86319 0
: 184 Minimum Test error found - save the configuration
: 184 | 5616.56 5196.57 0.010245 0.00102961 86811.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5564.13 5148.27 0.0104544 0.0010764 85306 0
: 186 Minimum Test error found - save the configuration
: 186 | 5513.37 5099.44 0.0102807 0.00103381 86515.1 0
: 187 Minimum Test error found - save the configuration
: 187 | 5461.08 5052.69 0.0102565 0.00101534 86569.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5411.81 5004.46 0.0104792 0.00106455 84974.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5361.38 4957.13 0.0104406 0.00102763 84989.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5310.99 4911.81 0.0103623 0.00102596 85686.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5262.34 4865.42 0.0102652 0.00102257 86555.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5214.44 4818.95 0.0102827 0.00102841 86446.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5164.42 4774.59 0.0103498 0.00103786 85911.2 0
: 194 Minimum Test error found - save the configuration
: 194 | 5116.92 4730.68 0.0102664 0.00101567 86479.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5070.66 4685.28 0.0103688 0.00102089 85580.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5022.83 4641.49 0.0102954 0.0010351 86390 0
: 197 Minimum Test error found - save the configuration
: 197 | 4976.47 4598.05 0.0102619 0.0010162 86526.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 4930.78 4554.77 0.0103011 0.00102186 86214.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4884.36 4512.59 0.0103256 0.00103307 86091 0
: 200 Minimum Test error found - save the configuration
: 200 | 4839.51 4470.51 0.0103303 0.00102317 85955.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4794.24 4429.65 0.0102978 0.00101652 86194.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4751.7 4386.54 0.0103582 0.00101802 85651.7 0
: 203 Minimum Test error found - save the configuration
: 203 | 4705.93 4346.72 0.0103564 0.00102382 85721.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4663.26 4305.61 0.0103746 0.00101972 85516.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4620.2 4265.09 0.0103776 0.00105127 85778.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4576.93 4225.94 0.0103729 0.0010444 85758.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4534.41 4187.18 0.0104161 0.00105224 85434.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4493.72 4147.37 0.010343 0.00102886 85890.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4452.47 4107.7 0.0103585 0.00103767 85828.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4411.71 4067.78 0.0103748 0.00103016 85610.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4369.4 4030.93 0.0103543 0.00101502 85659.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4328.86 3994.66 0.0103808 0.00101758 85440.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4290.39 3956.73 0.0104387 0.00102307 84965.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4250.57 3919.64 0.0103745 0.00104818 85779.1 0
: 215 Minimum Test error found - save the configuration
: 215 | 4210.96 3883.82 0.0104382 0.00102955 85028.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4172.45 3847.89 0.0103988 0.00106358 85697.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4134.06 3812.08 0.0102992 0.00102382 86249.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4096 3776.62 0.0102399 0.00101634 86734 0
: 219 Minimum Test error found - save the configuration
: 219 | 4059.63 3740.09 0.0102658 0.00102578 86580 0
: 220 Minimum Test error found - save the configuration
: 220 | 4021.35 3704.92 0.0102537 0.00101851 86625.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 3984.21 3670.97 0.0102637 0.00102195 86563.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3947.93 3636.81 0.0102799 0.00102034 86397 0
: 223 Minimum Test error found - save the configuration
: 223 | 3912.07 3602.51 0.01028 0.00102384 86429.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3875.54 3569.43 0.0103668 0.00105585 85920.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3841.21 3534.96 0.0103393 0.00103841 86013.4 0
: 226 Minimum Test error found - save the configuration
: 226 | 3805.14 3502.28 0.0104746 0.00106775 85044.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3770.27 3470.1 0.0103916 0.00103707 85519.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3736.58 3437.5 0.0103556 0.0010329 85811.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3702.36 3404.98 0.0102645 0.00103064 86637.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3667.45 3374.18 0.0102777 0.00102289 86441.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3635.14 3342.24 0.0102792 0.0010203 86402.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3601.46 3311.37 0.0102932 0.00102363 86303.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3568.94 3280.44 0.0103033 0.00102354 86208.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3536.07 3249.93 0.0102541 0.0010173 86609.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3504.33 3219.34 0.0103699 0.00102505 85609.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3471.41 3190.64 0.0105595 0.0010733 84333 0
: 237 Minimum Test error found - save the configuration
: 237 | 3440.65 3160.6 0.0106887 0.00103448 82864.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3408.96 3131.5 0.0103228 0.00102346 86027.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3378.02 3102.57 0.0105824 0.0010598 84010.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3347.86 3073.06 0.0103133 0.00102823 86159.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3316.98 3044.24 0.010291 0.0010273 86358.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3286.44 3016.48 0.0102509 0.00101718 86639.3 0
: 243 Minimum Test error found - save the configuration
: 243 | 3256.5 2988.34 0.0102426 0.00101519 86698.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3227.51 2960.01 0.0102769 0.00101691 86393.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3197.64 2932.83 0.0102391 0.00101668 86745.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3169.03 2905.11 0.0102919 0.0010368 86438.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3139.62 2878.57 0.0102846 0.00102674 86413.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3111.62 2851.81 0.0103264 0.00102033 85965.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3083.09 2824.8 0.0102461 0.00101792 86691.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3055.52 2798.29 0.010273 0.00102446 86500.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3026.89 2772.95 0.0102817 0.00102034 86380.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2999.67 2747.74 0.0103182 0.00101898 86029.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 2972.62 2721.88 0.0103625 0.00102636 85688.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2945.46 2697.37 0.0102835 0.00101748 86336.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2919.21 2671.6 0.010439 0.00105453 85247.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2892.08 2647.7 0.0103901 0.00104413 85598.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2865.7 2623.74 0.0103187 0.00103324 86156.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2840.9 2598.6 0.0102382 0.00101546 86742.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2814.38 2574.65 0.0103333 0.00104395 86120 0
: 260 Minimum Test error found - save the configuration
: 260 | 2789.06 2550.17 0.0102691 0.00101549 86452.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2763.35 2527.17 0.0103043 0.00102263 86191.7 0
: 262 Minimum Test error found - save the configuration
: 262 | 2739.35 2502.79 0.0103287 0.00101892 85931.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2713.58 2480 0.0102688 0.00102214 86518.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2688.78 2457.74 0.0103941 0.00102504 85387.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2664.71 2435.7 0.0102504 0.00102048 86674.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2641.55 2411.92 0.010316 0.00104289 86271.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2616.71 2389.49 0.010379 0.00105929 85839.5 0
: 268 Minimum Test error found - save the configuration
: 268 | 2593.04 2367.37 0.0103491 0.00103916 85930 0
: 269 Minimum Test error found - save the configuration
: 269 | 2569.17 2346.17 0.0103445 0.00102178 85812.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2546.41 2324.28 0.0102964 0.00102053 86245.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2523.16 2302.95 0.0102944 0.0010305 86356.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2500.42 2281.41 0.0102788 0.00102931 86491 0
: 273 Minimum Test error found - save the configuration
: 273 | 2477.39 2260.77 0.0103101 0.00102178 86129.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2455.7 2239.18 0.0102716 0.00103663 86627.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2432.24 2219.9 0.0102514 0.00101932 86654.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2411.37 2198.42 0.010482 0.00104259 84751.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2388.7 2178.24 0.0102461 0.00101628 86675.6 0
: 278 Minimum Test error found - save the configuration
: 278 | 2366.23 2159.04 0.0102318 0.00101716 86817.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2345.65 2138.66 0.0102597 0.00101865 86570.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2323.89 2119.09 0.0103483 0.00103188 85869.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2303.01 2099.32 0.0102956 0.00102172 86263.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2281.52 2080.3 0.0102498 0.00102043 86679.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2260.26 2062 0.0103127 0.00101635 86055.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2240.48 2042.77 0.0102504 0.00101473 86620.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2219.41 2023.97 0.010293 0.00102092 86280.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2199.32 2005.31 0.0103539 0.001069 86161.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2178.87 1986.89 0.0102903 0.00102214 86316.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2158.95 1968.6 0.0102994 0.0010287 86293.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2139.29 1950.07 0.0103066 0.00103715 86304.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2119.09 1932.83 0.0103195 0.00103171 86134.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2099.93 1914.91 0.0102518 0.00101698 86628.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2080.95 1896.87 0.0102504 0.00102156 86684.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2061.22 1880.11 0.010273 0.00102288 86485 0
: 294 Minimum Test error found - save the configuration
: 294 | 2041.91 1863.06 0.0102833 0.00102172 86378.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2023.4 1845.76 0.0102446 0.00102125 86736.6 0
: 296 Minimum Test error found - save the configuration
: 296 | 2004.6 1829.35 0.0104201 0.00105236 85399.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 1985.96 1812.42 0.0102529 0.00102004 86646.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1967.34 1795.92 0.0102546 0.00101703 86602.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1949.95 1778.74 0.0103039 0.00102332 86201.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1931.06 1762.76 0.0102639 0.00101696 86515.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1912.88 1747.15 0.0102524 0.00101877 86640.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1895.37 1731.4 0.0102645 0.00103242 86654.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1877.72 1715.1 0.0102628 0.00101639 86520.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1860.21 1699.3 0.0103079 0.00102939 86221.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1842.47 1683.81 0.0102968 0.00102268 86261.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1825.71 1668.2 0.0103195 0.00102259 86049.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1807.73 1653.56 0.0103836 0.00104155 85634.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1791.45 1638.63 0.0102848 0.00103147 86454.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1774.63 1622.9 0.0103236 0.00103474 86124.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1757.63 1608.1 0.0102911 0.0010404 86479.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1740.71 1594.04 0.0102969 0.0010201 86236.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1724.83 1579.33 0.0103846 0.00103249 85541.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1708.53 1564.72 0.0103048 0.00102389 86198.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1691.85 1551.03 0.0102681 0.00102692 86569.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1676.87 1535.85 0.0103527 0.00104143 85917.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1660.34 1521.72 0.0103757 0.00102485 85553.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1644.39 1508.18 0.010357 0.0010511 85967.3 0
: 318 Minimum Test error found - save the configuration
: 318 | 1628.84 1494.49 0.0103381 0.00102744 85922.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1613.49 1480.69 0.0103186 0.00101953 86030 0
: 320 Minimum Test error found - save the configuration
: 320 | 1598.57 1466.76 0.0103247 0.00103297 86097.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1582.52 1453.96 0.0103444 0.0010291 85880.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1567.58 1440.58 0.0103054 0.00102851 86236.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1553.04 1427.24 0.0102958 0.0010206 86251.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1537.51 1415.16 0.010263 0.00101273 86484.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1523.54 1401.44 0.0103225 0.00101984 85996.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1508.94 1388.08 0.0103017 0.0010233 86221.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1494.16 1375.26 0.0103004 0.0010372 86363.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1480.14 1362.59 0.010402 0.00106177 85651.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1465.89 1349.83 0.0103164 0.00102412 86092.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1451.14 1337.77 0.0104112 0.00102258 85209.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1437.94 1325.14 0.0102704 0.00101664 86451.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1423.62 1313.09 0.0102505 0.00101544 86626.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1410.42 1300.8 0.0102552 0.00101393 86568.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1396.25 1289.16 0.0102718 0.00102801 86544.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1383.31 1276.83 0.010241 0.00101617 86722.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1370.24 1264.67 0.0103517 0.00102643 85788.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1356.48 1253.26 0.0102923 0.00104574 86518.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1343.66 1241.52 0.0102618 0.00101985 86561.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1330.17 1230.59 0.0102714 0.00102274 86499.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1318.63 1218.22 0.0102454 0.00101539 86674.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1304.94 1207.26 0.0102545 0.00101524 86587.4 0
: 342 Minimum Test error found - save the configuration
: 342 | 1292.38 1196.57 0.010244 0.00101942 86725.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1280.09 1185.41 0.0102399 0.00101665 86737.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1268.1 1173.84 0.0102945 0.00102169 86273.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1255.67 1162.72 0.010275 0.00102083 86447.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1243.27 1152.19 0.010259 0.00101867 86576.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1231.37 1141.23 0.0102773 0.00103393 86548.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1219.38 1130.77 0.0102708 0.00101629 86443.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1208 1119.57 0.0102837 0.00102439 86399.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1195.76 1109.28 0.01025 0.0010198 86672.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1184.24 1099 0.0102464 0.00102743 86777.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1173.09 1088.72 0.0102434 0.00101644 86702.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1161.93 1078.09 0.0102696 0.00102341 86522.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1150.42 1068 0.0102697 0.00102302 86517.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1139.16 1058.16 0.010274 0.00102096 86458.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1128.14 1047.89 0.0103933 0.00102366 85382.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1116.8 1038.09 0.0102654 0.00103084 86630.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1105.98 1028.61 0.0102376 0.00101504 86743.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1095.23 1018.76 0.0102436 0.00101771 86712.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1085.47 1008.44 0.0102617 0.00101669 86532.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1073.98 999.241 0.010272 0.00102389 86504.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.65 989.751 0.0103278 0.00102551 86000.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1053.45 980.043 0.0103284 0.00103504 86083 0
: 364 Minimum Test error found - save the configuration
: 364 | 1042.8 970.874 0.0103348 0.00102798 85958.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1032.58 962.282 0.0102771 0.00101723 86394.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1022.74 952.934 0.0103322 0.00102299 85936.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1012.9 943.447 0.0102868 0.00103478 86467.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1002.71 934.608 0.0102978 0.00103179 86336.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 993.204 925.352 0.0103813 0.00103711 85614.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 983.337 916.554 0.0103424 0.00102996 85906.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 973.855 907.638 0.0103361 0.00103145 85978.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 964.135 899.396 0.0104083 0.00102481 85256.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 955.223 890.462 0.010358 0.00102869 85750.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 945.481 882.16 0.0102928 0.00101482 86225.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 936.062 873.749 0.0102903 0.00101768 86275.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 926.817 865.281 0.0103658 0.00111121 86443.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 917.893 856.384 0.0103616 0.00104245 85845 0
: 378 Minimum Test error found - save the configuration
: 378 | 908.451 848.329 0.0103121 0.0010292 86180.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 899.761 839.752 0.0103341 0.00102708 85956.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 890.548 831.764 0.0102888 0.00102792 86384.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 881.903 823.758 0.010285 0.00102302 86374.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 874.227 815.27 0.0102995 0.00103613 86362 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.348 807.741 0.0103326 0.00102301 85933.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 856.003 799.59 0.0103396 0.00101748 85817.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 847.383 791.8 0.0103269 0.00102403 85995.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 839.156 783.995 0.0103799 0.00103094 85571 0
: 387 Minimum Test error found - save the configuration
: 387 | 830.81 776.491 0.0103762 0.00104113 85697.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 822.51 768.704 0.0102791 0.001039 86579.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 814.459 761.213 0.0102431 0.00101521 86693.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 806.205 753.8 0.010279 0.00101647 86369.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 798.504 746.287 0.010285 0.00101791 86327.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 790.114 738.971 0.0102809 0.00101871 86372.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 782.367 731.278 0.0103069 0.00102237 86164.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 774.34 724.519 0.0103641 0.00102407 85652.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 766.913 716.885 0.0103207 0.00102211 86034.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 759.043 709.662 0.0102784 0.00102052 86412.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 751.366 702.317 0.0104331 0.00104013 85169.8 0
: 398 Minimum Test error found - save the configuration
: 398 | 743.539 695.875 0.0102782 0.00101793 86390.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 736.711 688.11 0.0102898 0.00101637 86267.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 728.901 682.038 0.0103919 0.00104071 85550.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 721.889 674.429 0.0102756 0.00101794 86414.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 714.504 667.592 0.0103049 0.00102434 86201.8 0
: 403 Minimum Test error found - save the configuration
: 403 | 707.306 660.731 0.010302 0.00102073 86195.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 699.821 654.528 0.0102815 0.00102601 86435.1 0
: 405 Minimum Test error found - save the configuration
: 405 | 693.049 647.556 0.0102901 0.00101695 86270.5 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.826 641.521 0.0102809 0.00101597 86347.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 679.258 634.806 0.0103107 0.00106162 86495.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 672.383 627.529 0.0104266 0.00114756 86215.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 665.143 621.664 0.0102806 0.00101707 86360.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 658.605 615.24 0.0103077 0.00102455 86177.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 651.881 608.794 0.0102968 0.0010219 86254.5 0
: 412 Minimum Test error found - save the configuration
: 412 | 645.109 602.352 0.010426 0.00109616 85746.1 0
: 413 Minimum Test error found - save the configuration
: 413 | 638.497 596.341 0.0104145 0.00101729 85131.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 632.281 589.736 0.0103481 0.0010237 85796.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.495 584.208 0.01041 0.00104196 85397.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 619.132 577.908 0.0103957 0.00102437 85366.3 0
: 417 Minimum Test error found - save the configuration
: 417 | 612.643 571.958 0.0104645 0.00109041 85342 0
: 418 Minimum Test error found - save the configuration
: 418 | 606.505 566.405 0.0103717 0.00103435 85677.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 600.361 560.06 0.0103304 0.00102285 85951.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 594.324 554.318 0.0103745 0.00104366 85737.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.806 548.488 0.0104144 0.00102631 85214.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 582.142 542.703 0.0103077 0.00101737 86110.7 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.916 536.767 0.0102742 0.0010183 86431.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 570.014 531.157 0.0102871 0.00101715 86300 0
: 425 Minimum Test error found - save the configuration
: 425 | 564.25 525.713 0.0102912 0.0010394 86469.7 0
: 426 Minimum Test error found - save the configuration
: 426 | 558.354 520.333 0.0103794 0.00104604 85714.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.589 514.376 0.0104 0.00105401 85598.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 546.642 509.206 0.0103938 0.0010375 85503.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 541.18 503.886 0.0103056 0.00101755 86132.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 535.618 499.165 0.0103398 0.00101627 85804.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 530.04 493.19 0.0103821 0.00102385 85485.9 0
: 432 Minimum Test error found - save the configuration
: 432 | 524.457 488.239 0.0103319 0.00102845 85989.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 519.357 482.912 0.010389 0.0010324 85501.1 0
: 434 Minimum Test error found - save the configuration
: 434 | 513.549 478.03 0.0103603 0.00105135 85939 0
: 435 Minimum Test error found - save the configuration
: 435 | 508.515 472.463 0.010351 0.00104437 85960.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.941 467.211 0.0104026 0.00101893 85254.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 497.927 462.566 0.0105038 0.00104191 84549.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 492.411 457.629 0.0104196 0.00104877 85371.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 487.579 452.562 0.0103366 0.00102247 85890.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 482.709 447.665 0.0103332 0.00103043 85996.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 477.299 443.503 0.0103972 0.00102095 85321.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.583 438.559 0.0103709 0.00102998 85644.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 467.439 433.453 0.0104945 0.00106077 84802 0
: 444 Minimum Test error found - save the configuration
: 444 | 462.688 428.689 0.0103978 0.00102322 85337.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.759 423.885 0.0103278 0.00102584 86003.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 453.041 419.929 0.010374 0.00102323 85554.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 448.004 415.076 0.0103329 0.00103089 86002.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 443.496 410.568 0.0104163 0.0010675 85572 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.816 405.99 0.0104006 0.00102904 85364.2 0
: 450 Minimum Test error found - save the configuration
: 450 | 434.334 401.74 0.0103736 0.0010375 85689.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.712 396.998 0.0103948 0.00102382 85370.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 425.245 392.528 0.0103774 0.00103014 85586.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.506 388.321 0.0104279 0.00102316 85063.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.147 384.457 0.0103391 0.00101782 85824.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.914 379.978 0.0102931 0.00102168 86286.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.422 375.904 0.0104279 0.00104015 85217.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 403.393 371.325 0.010417 0.00102654 85192.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.987 367.499 0.0103534 0.00103393 85841.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.719 363.122 0.0104545 0.00102503 84840 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.43 359.392 0.0104486 0.00104169 85043.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 386.415 355.313 0.0104093 0.00103217 85314.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 382.436 351.566 0.0103412 0.00101832 85810.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 378.383 347.497 0.0103143 0.00102461 86116.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.371 343.893 0.0103481 0.00101648 85730 0
: 465 Minimum Test error found - save the configuration
: 465 | 370.504 339.895 0.0102998 0.00102683 86272 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.526 336.403 0.0103191 0.00104589 86270.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.31 333.134 0.0103341 0.0010236 85924.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.791 328.995 0.0103417 0.0010414 86018.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.778 324.464 0.0103049 0.00101938 86155.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.955 321.117 0.010289 0.00101709 86281.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 347.2 318.478 0.0103011 0.00101527 86152.9 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.607 314.029 0.0102807 0.00101684 86357.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.925 310.182 0.0102877 0.00101718 86294.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.024 306.734 0.010357 0.00105764 86027.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.64 303.204 0.0103499 0.00102973 85835.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.966 299.804 0.0103175 0.00102364 86078.2 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.529 296.418 0.0104043 0.00102532 85296.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.157 293.62 0.0103042 0.00103526 86309.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.624 290.572 0.0103063 0.00101676 86117.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.009 286.658 0.010267 0.00101664 86482.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.639 283.188 0.0103197 0.00101804 86006.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.122 279.948 0.0105584 0.00106288 84250.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.964 276.741 0.0103895 0.00104429 85605.6 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.576 273.329 0.010293 0.00102081 86279.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.656 270.33 0.0103235 0.00102147 86002.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.182 267.57 0.0102901 0.00101806 86281.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.93 264.68 0.0103313 0.00101662 85886.3 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.839 261.168 0.0103607 0.0010373 85805.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.502 258.006 0.0102935 0.00102006 86268.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.561 255.833 0.0103188 0.00102369 86066.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.4 252.178 0.0103422 0.00103338 85940 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.114 249.153 0.0103459 0.0010425 85990.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.339 246.124 0.0103277 0.0010222 85970.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.23 243.922 0.0103147 0.00102027 86073.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.215 240.568 0.0103044 0.00102411 86204.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.332 237.859 0.0102944 0.00102776 86331.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.652 236.142 0.0103866 0.00102657 85470.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.931 232.503 0.0103373 0.00103555 86005.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.789 229.283 0.0103301 0.00102325 85957.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.853 227.143 0.0103131 0.00102594 86140 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.246 225.077 0.0102921 0.00101942 86274.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.42 221.857 0.0102757 0.00101569 86392.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.828 219.688 0.0102946 0.00102417 86295.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.054 216.841 0.0102807 0.00101763 86364.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.235 214.688 0.0104507 0.00102249 84852 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.731 213.207 0.0103146 0.00101881 86060.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.341 209.817 0.0103114 0.00104978 86378.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.666 207.32 0.0103358 0.00105367 86187.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.222 204.622 0.0103224 0.0010201 86000 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.523 203.725 0.010285 0.00102358 86380 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.042 200.206 0.0102848 0.00101444 86296.2 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.462 198.629 0.0102937 0.00101627 86231.2 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.17 196.746 0.0103757 0.00104757 85761.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.676 193.674 0.010462 0.0010435 84939 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.105 192.089 0.0103123 0.00102359 86125.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.935 188.998 0.0103257 0.00103643 86120.6 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.513 187.624 0.0103991 0.00103568 85438.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.278 186.566 0.0104053 0.00103608 85385.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.153 183.777 0.0103125 0.00101745 86067 0
: 520 Minimum Test error found - save the configuration
: 520 | 203.049 181.379 0.0103474 0.00102206 85787.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.614 179.682 0.0103097 0.00103736 86278.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.243 177.712 0.0103158 0.00102891 86143.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.939 176.046 0.0103628 0.00102933 85713 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.842 173.233 0.0103928 0.0010235 85385.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.689 170.226 0.0103142 0.00102094 86083.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.69 168.933 0.0103517 0.00101447 85678.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.194 167.482 0.010286 0.00101863 86324.7 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.028 165.407 0.0103181 0.00103107 86142 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.952 163.301 0.0102868 0.00101755 86306.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.95 161.342 0.0103009 0.00102179 86215 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.828 159.275 0.0102737 0.00102235 86473.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.064 156.933 0.0103095 0.00102159 86133.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.318 155.679 0.0103627 0.00102118 85638.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.243 155.419 0.0103216 0.00101611 85971.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.318 151.943 0.0102817 0.00101456 86326.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.079 149.747 0.0102794 0.00101452 86347.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.259 148.079 0.0103656 0.00104519 85833.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.005 147.264 0.0102858 0.00103189 86450.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.019 145.611 0.0103299 0.00102185 85947.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.438 143.82 0.0103242 0.00102307 86011.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.513 143.114 0.0103003 0.00102095 86213.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.696 140.18 0.0102749 0.00101588 86402.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.597 139.111 0.0102807 0.00101607 86349.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.875 138.698 0.0102895 0.00101489 86256.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.005 136.896 0.0102992 0.00101533 86170.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.395 136.842 0.0103316 0.00107374 86413.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.788 133.691 0.0103027 0.00101872 86169.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.751 131.634 0.0103768 0.00104306 85710.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.026 130.747 0.0103197 0.00102082 86031.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.303 128.247 0.010312 0.00101819 86079 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.562 127.376 0.0103072 0.00102155 86154.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.875 126.572 0.0103216 0.00101998 86006.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.271 125.698 0.0102799 0.0010289 86477 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.531 124.233 0.0102659 0.00102338 86556.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.105 121.902 0.0103052 0.00101743 86134.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.247 121.537 0.0103078 0.00102366 86168.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.996 119.23 0.0104323 0.00113412 86038.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.463 117.043 0.0103409 0.00104708 86078.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.673 116.506 0.0103305 0.00101919 85917.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.222 115.51 0.0103073 0.00101582 86100.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.671 114.264 0.0102815 0.00101566 86339 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.392 112.054 0.0102722 0.00101543 86423.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.805 110.696 0.0102835 0.00101701 86332.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.218 110.274 0.0103157 0.00101888 86051.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.849 109.041 0.0102982 0.0010194 86217.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.505 106.892 0.0102997 0.00101902 86200.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.252 106.624 0.0102802 0.00101528 86347.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.597 104.303 0.0103198 0.00103247 86138.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.171 103.596 0.0102519 0.00101523 86611.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.712 102.682 0.0103127 0.00101737 86064.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.409 101.618 0.0102947 0.00101913 86247.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.15 99.3425 0.0103594 0.00102862 85738 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.797 98.2451 0.0103104 0.00102147 86124.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.817 97.6172 0.0103311 0.00102644 85978.3 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.318 95.7851 0.0102822 0.00101746 86348.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.066 95.3647 0.0102894 0.00101562 86264.3 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.621 94.2561 0.0102971 0.00101429 86180.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.343 93.1337 0.010423 0.00104557 85311.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.225 91.8311 0.0102718 0.00103154 86577.4 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.9664 91.1764 0.0103226 0.00102348 86029.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.8265 90.5776 0.0103208 0.00102129 86026.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.6745 88.2929 0.0103207 0.00101964 86011.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.4015 87.5769 0.0103078 0.00101324 86071.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.4166 86.269 0.0103159 0.00101544 86017.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.2899 85.6879 0.010281 0.00102983 86475.6 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.9765 84.9697 0.0102589 0.00101654 86557.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.843 83.2307 0.0102952 0.00102065 86257.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.8872 82.562 0.0103425 0.00105417 86129.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.8199 81.0778 0.0103514 0.00102373 85766.5 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.6521 80.1024 0.0102917 0.00103459 86419.7 0
: 591 | 87.4909 80.531 0.0102332 0.000981437 86469.9 1
: 592 Minimum Test error found - save the configuration
: 592 | 86.4775 79.0685 0.0102999 0.00101539 86164.7 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.7185 77.5126 0.0103198 0.00101361 85963.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.0571 77.0323 0.010319 0.00101963 86027.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.6296 75.5239 0.0102905 0.00101644 86262.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.4613 75.1291 0.0103438 0.00102459 85844.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.5818 74.3188 0.010319 0.00102186 86047.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.4765 72.969 0.0103847 0.00104831 85686.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.6001 72.0473 0.0103111 0.00104439 86330.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.9845 70.7328 0.0102741 0.00101516 86403.2 0
: 601 | 77.9517 70.7792 0.0102532 0.000981299 86281.9 1
: 602 Minimum Test error found - save the configuration
: 602 | 76.8579 70.0159 0.0102826 0.00101623 86333.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.0958 68.228 0.0102849 0.00101433 86294.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 74.8961 67.8372 0.0103333 0.00102193 85916.3 0
: 605 | 74.0239 67.8968 0.0102809 0.000985018 86059.7 1
: 606 Minimum Test error found - save the configuration
: 606 | 73.2649 65.7412 0.0103287 0.00102238 85962.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.3847 65.29 0.0103113 0.00101764 86080 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5882 63.2391 0.0102535 0.00101259 86571.6 0
: 609 | 70.6931 63.442 0.0102757 0.000989579 86150.5 1
: 610 Minimum Test error found - save the configuration
: 610 | 69.6513 62.1807 0.0102649 0.00102843 86613 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.0074 61.683 0.0102792 0.00101721 86374.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.1251 61.2413 0.0102959 0.0010176 86222.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.304 59.4302 0.0103638 0.00102505 85664.8 0
: 614 | 66.3299 59.7294 0.0102686 0.000981047 86136.9 1
: 615 Minimum Test error found - save the configuration
: 615 | 65.6018 58.8368 0.0102964 0.00102175 86256.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 64.7697 57.8368 0.0102996 0.00103042 86307.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 63.9774 57.7654 0.0102584 0.00101484 86546.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.4032 56.6905 0.0103812 0.00102778 85530.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.6479 55.5683 0.0103429 0.00103601 85957.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.7908 55.5647 0.0103347 0.00101863 85872.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.119 54.2464 0.0103358 0.00102144 85888.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.4443 54.0699 0.0103298 0.00103275 86048.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.6101 53.9041 0.0103714 0.00107361 86042.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.9338 53.7898 0.0102691 0.00101715 86468.1 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.3418 51.2685 0.0102912 0.00101521 86244.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.4735 50.3479 0.0102826 0.00102078 86375.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.8379 50.0833 0.010273 0.00101635 86424.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.1778 49.1176 0.0103025 0.00101683 86154.4 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.3633 48.9693 0.0103434 0.00103735 85965.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.8693 48.1563 0.0103391 0.00102082 85853 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.0233 47.9917 0.010313 0.00101621 86051.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.4149 46.3667 0.0102899 0.0010147 86251.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.7864 46.1416 0.0102707 0.00101519 86435.1 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.0483 45.6167 0.0103225 0.00101688 85969.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.5755 45.23 0.0103185 0.00103053 86133.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.005 43.8946 0.0102669 0.00101531 86471.3 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.4647 43.2751 0.0103427 0.00103176 85920.3 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.7988 42.9156 0.0104353 0.00104934 85233.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.2556 42.3615 0.0103172 0.00103956 86229.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.4036 42.0084 0.0102865 0.00101594 86294.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 47.8027 40.9621 0.0103097 0.00101519 86072.4 0
: 642 | 47.218 41.2191 0.0102532 0.000983089 86298.5 1
: 643 Minimum Test error found - save the configuration
: 643 | 47.0179 40.0298 0.0102729 0.00102794 86533.8 0
: 644 | 46.4081 40.451 0.0102519 0.000983198 86311.7 1
: 645 | 45.7716 41.0472 0.0102456 0.000984579 86384 2
: 646 Minimum Test error found - save the configuration
: 646 | 45.3417 38.3758 0.0103174 0.00102626 86103.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.3838 37.9256 0.0103181 0.00103817 86207.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 43.9539 37.7855 0.0102731 0.00101408 86402.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.3102 36.8401 0.0102985 0.00103172 86330.2 0
: 650 Minimum Test error found - save the configuration
: 650 | 42.989 36.8164 0.010315 0.00103207 86179.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.3808 35.9194 0.0102783 0.00101611 86372.8 0
: 652 | 41.7839 36.0239 0.010254 0.000983178 86292.4 1
: 653 Minimum Test error found - save the configuration
: 653 | 41.2561 35.4 0.0103071 0.00102366 86174.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.9145 35.1262 0.0103488 0.00102058 85761.2 0
: 655 | 40.4232 35.4489 0.0102674 0.000981289 86150.6 1
: 656 Minimum Test error found - save the configuration
: 656 | 40.2926 33.9198 0.0102785 0.00101666 86376.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.4816 32.9629 0.0102809 0.00101579 86345.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.9463 32.8139 0.0103704 0.00103632 85707.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.4194 32.2004 0.0103087 0.00103378 86254 0
: 660 | 37.9853 32.8614 0.0102756 0.000982539 86085.3 1
: 661 Minimum Test error found - save the configuration
: 661 | 37.4556 31.4678 0.0103702 0.00102505 85605.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.003 30.7475 0.0102973 0.0010238 86267.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.6678 30.2573 0.0103114 0.0010214 86113.7 0
: 664 | 36.2386 30.7368 0.010272 0.000989348 86182.4 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.0038 30.2358 0.0103287 0.00103843 86111.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.307 28.9448 0.0103156 0.00101461 86012.7 0
: 667 | 34.7334 29.0206 0.0102605 0.000981988 86220.6 1
: 668 Minimum Test error found - save the configuration
: 668 | 34.2507 28.4229 0.0102845 0.00102164 86366.1 0
: 669 | 34.0651 28.9479 0.0154149 0.00198629 59574.3 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.7442 27.7613 0.016651 0.00174135 53656.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.3783 27.4395 0.0127493 0.00109091 68619.9 0
: 672 | 32.8486 27.5745 0.0106003 0.000983568 83188.7 1
: 673 Minimum Test error found - save the configuration
: 673 | 32.654 26.9434 0.0112176 0.00102577 78494.1 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.0792 26.188 0.0102879 0.0010249 86364.9 0
: 675 | 31.614 26.1893 0.0102955 0.000983658 85912.3 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.2362 25.2479 0.0102815 0.00102325 86409.7 0
: 677 | 31.1515 25.3832 0.0103448 0.000985978 85480.8 1
: 678 Minimum Test error found - save the configuration
: 678 | 30.4323 24.7241 0.0102995 0.00102419 86250.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.0285 24.1352 0.0103376 0.00102205 85877.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.5711 23.8809 0.0102979 0.00102445 86267.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.2564 23.5085 0.0102784 0.00101639 86374.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.0413 22.7508 0.0103438 0.00102274 85826.7 0
: 683 | 28.475 23.1322 0.0102272 0.000984609 86555.5 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.225 22.3586 0.0102712 0.00102811 86550.8 0
: 685 | 27.7091 22.4108 0.0103353 0.000988858 85594.1 1
: 686 Minimum Test error found - save the configuration
: 686 | 27.4247 21.7894 0.0102976 0.00102256 86253.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.0439 21.5276 0.0102627 0.00101703 86527.4 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.7845 21.0912 0.0103062 0.00103936 86328.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.2554 20.873 0.0102645 0.00101397 86481.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.8893 20.6737 0.0102467 0.0010153 86661 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.6854 20.1014 0.0102453 0.001016 86680.4 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.2374 20.0414 0.0102685 0.00101953 86496.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 24.9156 19.4297 0.0103091 0.00104762 86378.9 0
: 694 | 24.7121 20.0147 0.0102512 0.000986009 86344.5 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.6538 18.9091 0.0102932 0.00102114 86280.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 23.9534 18.5123 0.0103059 0.00101978 86150.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.671 18.3668 0.0103586 0.00102245 85688.2 0
: 698 | 23.3295 18.6615 0.0102985 0.000984768 85895.1 1
: 699 | 23.1223 18.6334 0.0102506 0.000980718 86301 2
: 700 Minimum Test error found - save the configuration
: 700 | 22.8359 17.8474 0.010268 0.00102253 86528.6 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.3965 17.3394 0.0103424 0.00102404 85852.3 0
: 702 | 22.1496 17.3946 0.010248 0.000982268 86339.8 1
: 703 | 21.8411 17.3553 0.0102733 0.000982638 86108.2 2
: 704 Minimum Test error found - save the configuration
: 704 | 21.5355 16.5179 0.0103227 0.00105194 86292.5 0
: 705 | 21.2379 17.4673 0.0102438 0.000976627 86326 1
: 706 | 21.2781 17.0595 0.0102225 0.000982828 86582.8 2
: 707 Minimum Test error found - save the configuration
: 707 | 20.8288 15.9704 0.0102814 0.00102771 86452.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.4813 15.8658 0.0103191 0.00103694 86187 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.2044 15.6565 0.0102998 0.00102025 86210.9 0
: 710 | 19.9049 15.7526 0.0102494 0.000985928 86360.6 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.8001 15.5283 0.0102688 0.00101906 86489.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.3624 15.1621 0.0103522 0.00101545 85682.6 0
: 713 | 19.1007 15.2208 0.0102263 0.000983618 86554.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 18.9757 14.7919 0.0102714 0.00102049 86477.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.607 14.4673 0.0103301 0.00102791 86001.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.3479 14.1468 0.0102753 0.0010155 86394.9 0
: 717 | 18.1755 14.5324 0.0105406 0.00107414 84508.7 1
: 718 | 17.8312 14.4877 0.0102771 0.000985318 86097.5 2
: 719 Minimum Test error found - save the configuration
: 719 | 17.7602 13.6453 0.0103092 0.00102299 86149.6 0
: 720 | 17.6002 14.9876 0.0102662 0.000985698 86202.4 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.4502 12.9862 0.0102613 0.00101842 86553.4 0
: 722 | 16.9769 13.0349 0.0102315 0.000983988 86509.6 1
: 723 | 16.776 13.1443 0.0102244 0.000983427 86571 2
: 724 Minimum Test error found - save the configuration
: 724 | 16.4729 12.7072 0.0103041 0.00102461 86212 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.3104 12.5422 0.0102863 0.00102486 86379.7 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.0549 12.5158 0.0102908 0.00102067 86298.6 0
: 727 | 16.0131 12.6638 0.0102607 0.000984538 86242.8 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.6842 12.0245 0.0102866 0.00103494 86470.9 0
: 729 | 15.4929 12.2994 0.0102353 0.000984539 86479.2 1
: 730 | 15.4656 12.5947 0.0103432 0.000983268 85470.6 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.1394 11.5015 0.0102544 0.00102022 86635.1 0
: 732 | 14.836 11.5379 0.0102199 0.000978158 86563.5 1
: 733 Minimum Test error found - save the configuration
: 733 | 14.6059 11.3609 0.0102915 0.00102445 86327.8 0
: 734 | 14.3398 11.7669 0.0102871 0.000987699 86027.1 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.1215 11.2293 0.0102681 0.0010215 86518.4 0
: 736 | 14.063 11.6719 0.0102238 0.000981769 86560.6 1
: 737 | 14.1195 11.3313 0.0102246 0.000982519 86561 2
: 738 Minimum Test error found - save the configuration
: 738 | 13.7933 11.1946 0.0104116 0.00104465 85407.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.4829 10.1228 0.0103464 0.00102191 85795.1 0
: 740 | 13.214 10.6394 0.0102492 0.000984808 86352.3 1
: 741 | 13.3639 10.2888 0.0102386 0.000985848 86460.6 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.0398 9.75334 0.0102899 0.00102104 86310.4 0
: 743 | 12.8957 9.95835 0.0102648 0.00100422 86387.6 1
: 744 | 12.5891 10.644 0.0104034 0.000992639 85008.9 2
: 745 | 12.3734 10.1827 0.0102557 0.000983447 86278.9 3
: 746 | 12.4417 10.0424 0.0102424 0.000984448 86411.8 4
: 747 | 12.0686 9.88856 0.0103659 0.000986067 85289.4 5
: 748 | 11.7619 10.1156 0.0102508 0.000999539 86474.8 6
: 749 Minimum Test error found - save the configuration
: 749 | 11.6472 9.30477 0.0102783 0.00102878 86491.3 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.5583 9.00128 0.0103773 0.0010255 85545.2 0
: 751 | 11.3711 9.69459 0.0102316 0.000982487 86494.9 1
: 752 | 11.306 10.108 0.0102411 0.000981337 86395.4 2
: 753 Minimum Test error found - save the configuration
: 753 | 11.2762 8.73832 0.0103162 0.0010227 86081.6 0
: 754 Minimum Test error found - save the configuration
: 754 | 10.9745 8.35145 0.0102757 0.001016 86395.9 0
: 755 | 10.863 8.63211 0.0102491 0.000986829 86371.6 1
: 756 | 10.9037 8.84024 0.0102315 0.000983978 86510.1 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.7717 8.34183 0.0102652 0.00101721 86505.6 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.5206 8.30874 0.0103961 0.001028 85395.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.429 7.9308 0.0103401 0.00104727 86087.5 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.2035 7.58833 0.0102903 0.00102165 86312.5 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.0188 7.26127 0.0102564 0.00101502 86567 0
: 762 | 9.78318 7.96145 0.0102309 0.000986158 86535.7 1
: 763 | 9.87496 7.79444 0.0102649 0.000981737 86177.6 2
: 764 | 9.6637 8.14871 0.0102873 0.000982569 85978 3
: 765 Minimum Test error found - save the configuration
: 765 | 9.51276 7.00499 0.0102731 0.00101943 86452.1 0
: 766 | 9.28665 7.71385 0.0102468 0.000984778 86374.4 1
: 767 | 9.20896 7.6938 0.0102557 0.000985588 86298.9 2
: 768 | 9.10854 7.68143 0.0102544 0.000999298 86438.7 3
: 769 | 9.01654 7.26347 0.0102579 0.000981479 86240.6 4
: 770 | 8.92244 7.36313 0.0102423 0.000982088 86391.4 5
: 771 Minimum Test error found - save the configuration
: 771 | 8.71435 6.50457 0.0102721 0.00101981 86465.4 0
: 772 | 8.57929 7.04861 0.0102202 0.000982948 86605.5 1
: 773 | 8.5561 7.0621 0.0102637 0.000983928 86208.9 2
: 774 | 8.45013 6.80511 0.0102734 0.000985439 86133.4 3
: 775 | 8.40088 6.93504 0.0102734 0.000983688 86116.5 4
: 776 | 8.41357 7.65049 0.0102573 0.000983078 86260.4 5
: 777 | 8.31389 7.23102 0.0107126 0.000985208 82242 6
: 778 | 7.98975 6.61314 0.0103412 0.000982148 85478.7 7
: 779 Minimum Test error found - save the configuration
: 779 | 7.99554 6.46909 0.0104123 0.00106986 85630.5 0
: 780 | 7.91006 6.68345 0.0102423 0.000982927 86399.1 1
: 781 | 7.95541 6.87329 0.010236 0.000995287 86573 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.72064 6.02442 0.010328 0.0010346 86082.6 0
: 783 | 7.54681 6.50948 0.0102717 0.000996088 86247.3 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.44868 5.92464 0.0102765 0.0010195 86420.9 0
: 785 | 7.3454 7.04076 0.0102292 0.000981309 86506.5 1
: 786 | 7.31138 6.10291 0.0102214 0.000983169 86596.5 2
: 787 | 7.30588 6.80036 0.0102382 0.000982529 86433.5 3
: 788 Minimum Test error found - save the configuration
: 788 | 7.34411 5.90674 0.0102527 0.00102235 86670.8 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.01928 5.86269 0.0102938 0.00103061 86363.3 0
: 790 Minimum Test error found - save the configuration
: 790 | 6.80138 5.77324 0.0102899 0.00102226 86321.4 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.77394 5.76533 0.0102865 0.00102015 86334.1 0
: 792 | 6.62707 6.4767 0.0102585 0.000981839 86238 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.55502 5.63074 0.010308 0.00102686 86196.5 0
: 794 | 6.4427 6.3187 0.0102222 0.000981478 86573.6 1
: 795 | 6.4766 5.86944 0.0102518 0.000985297 86332.8 2
: 796 | 6.38759 5.80129 0.0103161 0.000982838 85715 3
: 797 Minimum Test error found - save the configuration
: 797 | 6.32737 5.23652 0.0103171 0.00102077 86055.3 0
: 798 | 6.18613 5.62606 0.010421 0.000986037 84790.6 1
: 799 | 6.13896 5.43389 0.0102924 0.000986758 85969.8 2
: 800 | 6.09812 5.74744 0.0102542 0.000984969 86306.8 3
: 801 | 6.17237 5.61984 0.0102516 0.000984349 86325.9 4
: 802 Minimum Test error found - save the configuration
: 802 | 5.9381 5.22841 0.0102975 0.00102825 86306.8 0
: 803 Minimum Test error found - save the configuration
: 803 | 5.93026 5.21091 0.01201 0.00102763 72843.9 0
: 804 Minimum Test error found - save the configuration
: 804 | 5.8852 4.99366 0.0102858 0.00101788 86318.8 0
: 805 | 5.73522 6.18039 0.010242 0.000986148 86432 1
: 806 Minimum Test error found - save the configuration
: 806 | 5.86884 4.42879 0.0102786 0.00102429 86446.2 0
: 807 | 5.59489 4.70778 0.0102661 0.000989408 86238 1
: 808 | 5.55391 5.77716 0.0102654 0.000986549 86217.8 2
: 809 | 5.78662 5.14236 0.010523 0.000983478 83861.2 3
: 810 | 5.40938 5.16766 0.0102372 0.000982959 86447.1 4
: 811 | 5.5016 5.28796 0.0102623 0.000986708 86247.5 5
: 812 | 5.50798 5.36512 0.0102985 0.000984128 85888.5 6
: 813 | 5.20816 4.45965 0.0103418 0.000984847 85497.7 7
: 814 | 5.19001 5.39053 0.0102384 0.000985309 86458 8
: 815 | 5.04111 5.11957 0.0102567 0.000989269 86323.7 9
: 816 | 4.91065 5.50603 0.0104407 0.000987518 84627.5 10
: 817 | 4.9993 4.74038 0.010379 0.000984398 85155.5 11
: 818 | 4.89153 5.40276 0.0106422 0.0010406 83319.2 12
: 819 | 4.75956 4.54475 0.0103785 0.000982889 85145.7 13
: 820 | 4.89565 5.2773 0.0102859 0.000982957 85994.3 14
: 821 | 4.84787 5.20906 0.010286 0.000984968 86012.4 15
: 822 | 4.64771 5.08902 0.0102486 0.000984468 86354.4 16
: 823 | 4.56664 5.29108 0.0103628 0.000989388 85348 17
: 824 | 4.53715 5.1924 0.010283 0.000984858 86038.8 18
: 825 | 4.50486 4.86803 0.0102405 0.000983069 86417 19
: 826 | 4.47331 4.7511 0.0102315 0.000982259 86494 20
: 827 Minimum Test error found - save the configuration
: 827 | 4.40998 4.25382 0.0104056 0.00102956 85324.3 0
: 828 | 4.50284 5.33169 0.01043 0.000984928 84700.5 1
: 829 | 4.56623 5.19398 0.0102604 0.000985608 86255.7 2
: 830 | 4.44771 4.89842 0.0103742 0.000984648 85201.4 3
: 831 | 4.34111 6.19728 0.0102983 0.000988639 85931.8 4
: 832 | 4.34492 4.73697 0.0104642 0.000985908 84403.5 5
: 833 | 4.06502 4.83171 0.0102638 0.000982927 86199 6
: 834 | 4.04396 5.46675 0.0102389 0.000984308 86444 7
: 835 | 4.2335 4.69131 0.0102991 0.000984638 85888.4 8
: 836 | 4.03151 5.22303 0.0102701 0.000984278 86153 9
: 837 | 4.08449 5.45417 0.0102842 0.000983548 86015.1 10
: 838 | 3.94111 4.43235 0.0104452 0.000990718 84615.8 11
: 839 | 3.91674 5.52791 0.0106591 0.00103396 83115.3 12
: 840 | 3.85529 4.93264 0.0106142 0.000989999 83123.6 13
: 841 | 3.96613 4.59338 0.0102495 0.000982197 86324.7 14
: 842 | 4.02819 5.1912 0.0102182 0.000982619 86621.1 15
: 843 | 3.73581 4.83308 0.0102367 0.000983739 86458.9 16
: 844 | 3.63643 4.69207 0.0103622 0.000984008 85304.4 17
: 845 | 3.72846 5.51403 0.0102688 0.00100287 86337.4 18
: 846 | 3.69494 4.64047 0.0103038 0.00102648 86232.1 19
: 847 | 3.50102 4.67981 0.010268 0.000986327 86191.1 20
: 848 | 3.68739 4.80794 0.0102721 0.000986329 86152.9 21
:
: Elapsed time for training with 1000 events: 8.76 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0119 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: 0.818 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.27619e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05442e+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: 0.0345 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: 0.0373 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: 0.00221 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: 0.0953 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: 0.89 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: 0.0223 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00397 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: 0.0378 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00478 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: 0.00222 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000539 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: 0.107 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.012 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: 0.924 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0993 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 : -0.704 0.0241 5.48 1.54 | 3.246 3.234
: 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 : -0.0742 0.0847 2.06 1.09 | 3.361 3.353
: 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.