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
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
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:130
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:3787
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
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:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
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:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
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: 0.267 sec
: Elapsed time for training with 1000 events: 0.271 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00253 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: 0.000736 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00413 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: 0.000201 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000505 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 = 31484.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33053.4 31113.2 0.0102083 0.00104344 87289.7 0
: 2 Minimum Test error found - save the configuration
: 2 | 32557.7 30549.6 0.0102485 0.00101703 86660.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31829.1 29888.4 0.0103382 0.00101875 85841.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31104.2 29238 0.0103403 0.00100643 85709.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30347.4 28518.1 0.0103723 0.00103002 85632.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29518 27604.1 0.0103481 0.00102426 85801.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28813.7 26991.6 0.0101204 0.000979394 87518 0
: 8 Minimum Test error found - save the configuration
: 8 | 28361.8 26626.8 0.0106589 0.00100489 82866.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28009.3 26308.1 0.0100365 0.000975862 88293.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27692 26008.7 0.00997889 0.000968374 88785.1 0
: 11 Minimum Test error found - save the configuration
: 11 | 27389.6 25727 0.00996406 0.000969315 88940.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 27097.9 25461.5 0.00994625 0.000970463 89128.7 0
: 13 Minimum Test error found - save the configuration
: 13 | 26825.9 25197.3 0.00992005 0.000967755 89362.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26552.7 24946.8 0.00992771 0.000970724 89315.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26294.5 24697.2 0.0100906 0.0010056 88057.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26040.3 24451.9 0.0100475 0.000985905 88284.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25785.4 24218.7 0.010186 0.000970484 86810.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25541.7 23987.6 0.00992007 0.000969083 89375.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25304.7 23755.4 0.00998141 0.000971324 88789.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25063.1 23534.5 0.0100272 0.000971024 88337.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24833.2 23312.6 0.00995699 0.000968444 89002.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24603.2 23095 0.00991827 0.000978034 89483.1 0
: 23 Minimum Test error found - save the configuration
: 23 | 24374.2 22884.7 0.0103381 0.00111729 86760.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24156.5 22669.5 0.0118711 0.00128038 75537.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23936.1 22458.4 0.0132188 0.00129902 67115.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23713 22258.8 0.0130955 0.00130335 67842 0
: 27 Minimum Test error found - save the configuration
: 27 | 23503.5 22054.4 0.0129194 0.00126742 68657.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23291.7 21852.6 0.0128136 0.00128905 69416.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23080.3 21656.5 0.0133993 0.00126414 65924.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22876.5 21458.7 0.0112438 0.000990174 78021.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22670.7 21265.6 0.0100888 0.0010067 88085 0
: 32 Minimum Test error found - save the configuration
: 32 | 22468.7 21075.2 0.010122 0.000981893 87525.9 0
: 33 Minimum Test error found - save the configuration
: 33 | 22269.2 20886.6 0.0100526 0.0010075 88445.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22070.5 20702 0.0101923 0.00111615 88143.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21877.9 20515.5 0.0101825 0.00100181 87139.8 0
: 36 Minimum Test error found - save the configuration
: 36 | 21681.3 20336 0.0100205 0.000976943 88461.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21494.7 20151.7 0.0100278 0.000984285 88461.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21303.3 19973 0.0104546 0.00126322 87038.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21116.1 19796.7 0.0108628 0.00117527 82580.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20933.3 19619.2 0.0102313 0.00104075 87045.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20745.3 19450.7 0.0102882 0.00102353 86350 0
: 42 Minimum Test error found - save the configuration
: 42 | 20566.2 19280.8 0.013896 0.00120145 63019 0
: 43 Minimum Test error found - save the configuration
: 43 | 20389 19109.4 0.0111344 0.00100344 78966 0
: 44 Minimum Test error found - save the configuration
: 44 | 20209.4 18942.9 0.0110257 0.00102018 79955.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20033.4 18778.3 0.0100905 0.00100533 88055.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19861.3 18613 0.0107272 0.000989644 82156.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19685.3 18455 0.0101775 0.00100591 87225.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19516.9 18295.4 0.0106626 0.00101704 82939.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19350.1 18134.4 0.0101353 0.000995084 87525.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19182.4 17976 0.0115088 0.00124197 77921.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19015.7 17821.2 0.013056 0.0016607 70204.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18852.8 17666.6 0.0131324 0.00128684 67535.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18690.7 17513.5 0.0136028 0.00163079 66822.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18530.9 17360.5 0.0133529 0.00131324 66447 0
: 55 Minimum Test error found - save the configuration
: 55 | 18367 17211.4 0.0142127 0.00128284 61872.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18204.4 17055.3 0.0138387 0.00130748 63840.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18041.3 16902.5 0.0104255 0.00102179 85072.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17888.9 16757.8 0.0101516 0.000995684 87375.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17727.2 16600.4 0.0101739 0.000997514 87180.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17588.9 16459.5 0.0101901 0.000996354 87015.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17425.3 16332.4 0.0101947 0.000997004 86978.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17277 16178.4 0.0102565 0.00103154 86721.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17111.8 16015.5 0.0102021 0.00100119 86948.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16966 15871.8 0.0101895 0.000997945 87036.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16806.3 15729.5 0.0102092 0.000998325 86853.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16658.4 15577.7 0.0102469 0.00100306 86544.5 0
: 67 Minimum Test error found - save the configuration
: 67 | 16507.6 15434.4 0.0102403 0.00102069 86771.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16356.7 15292.7 0.0102664 0.00100876 86415.1 0
: 69 Minimum Test error found - save the configuration
: 69 | 16208.8 15154.1 0.0103022 0.0010137 86128.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16063 15011.4 0.0102831 0.00101116 86281.8 0
: 71 Minimum Test error found - save the configuration
: 71 | 15917.8 14873 0.010274 0.00100969 86353.4 0
: 72 Minimum Test error found - save the configuration
: 72 | 15773.1 14737.5 0.010301 0.00102627 86256.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15629.6 14603.9 0.010248 0.00100827 86582.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15491.1 14467.6 0.0102346 0.00100665 86693.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15349.4 14335.1 0.0103033 0.00100963 86080 0
: 76 Minimum Test error found - save the configuration
: 76 | 15209.5 14206.2 0.0103123 0.00100889 85990.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15073 14076.4 0.010374 0.0010147 85476.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14936.8 13948.5 0.0102876 0.0010123 86250.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14804.2 13818.7 0.0102684 0.00100727 86382.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14668.9 13693.4 0.0102839 0.00102471 86400.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14536.4 13570.5 0.0102591 0.00100954 86490.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14406.7 13445.6 0.0102906 0.00102193 86312.4 0
: 83 Minimum Test error found - save the configuration
: 83 | 14276.4 13323.6 0.0102775 0.00101184 86340.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14148.3 13202.1 0.0103026 0.0010065 86057.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14019.5 13084.3 0.0103041 0.00101058 86081.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13896.2 12963.7 0.0103331 0.00101785 85880.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13770.8 12844.2 0.0103196 0.00102444 86066.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13645.8 12727.9 0.0102661 0.0010081 86411.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13522.4 12613.7 0.0102501 0.00100568 86539.1 0
: 90 Minimum Test error found - save the configuration
: 90 | 13403.1 12497.6 0.0104579 0.00117698 86198.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13281.7 12383.4 0.0104744 0.00102039 84619.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13161.3 12271.7 0.0103412 0.00103088 85925.8 0
: 93 Minimum Test error found - save the configuration
: 93 | 13043.3 12160.2 0.0102858 0.0010126 86270.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12924.2 12052.9 0.0102893 0.00101022 86215.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12810 11942.7 0.0102612 0.00100862 86462.5 0
: 96 Minimum Test error found - save the configuration
: 96 | 12695.3 11832.4 0.0102956 0.00101189 86172.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12579.5 11725.6 0.0106652 0.0012235 84730.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12467.3 11618.3 0.0103059 0.00101105 86069 0
: 99 Minimum Test error found - save the configuration
: 99 | 12355.8 11510.6 0.0102667 0.00100981 86422.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12241.8 11407.8 0.0103879 0.00101486 85351.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12131.9 11305.6 0.0103099 0.00101815 86097.9 0
: 102 Minimum Test error found - save the configuration
: 102 | 12023.2 11203.2 0.0103793 0.00105253 85774.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11915.4 11100.9 0.0103056 0.00101906 86146.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11808.4 10998.9 0.0106107 0.00130617 85979.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11700.2 10900.5 0.0139362 0.00139456 63787.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11595.7 10801.5 0.0103992 0.0010237 85329.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11492.1 10701.9 0.0103317 0.00101677 85884.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11388 10603.9 0.0102889 0.00102269 86335.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11284.2 10508.3 0.0104724 0.00104427 84852.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11182.3 10413.8 0.0115157 0.0015908 80605.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 11082.4 10318.4 0.0104696 0.00102436 84698.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 10981 10225.9 0.0103143 0.00103117 86178 0
: 113 Minimum Test error found - save the configuration
: 113 | 10883.4 10131.8 0.0102919 0.0010098 86187.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10783.7 10040.6 0.0118625 0.00103009 73852.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10687.8 9947.71 0.0103391 0.0010137 85787.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10589.5 9858.23 0.0103788 0.00101741 85457.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10496.2 9765.85 0.0103055 0.00100989 86062.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10398.4 9678.59 0.0103287 0.00102095 85950.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10304.8 9591.17 0.0102622 0.00100916 86458 0
: 120 Minimum Test error found - save the configuration
: 120 | 10212.7 9502.74 0.0102715 0.00100949 86374.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10119.3 9416.54 0.0102635 0.00100691 86425.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10028.5 9329.73 0.0102948 0.00102658 86316.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9936.77 9244.97 0.0102725 0.00101033 86373.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9847.44 9159.84 0.0102901 0.00101025 86208.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9757.45 9076.87 0.01032 0.0010248 86065.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9668.14 8995.26 0.0104692 0.00103863 84830.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9581.95 8912.05 0.0104404 0.00103428 85051 0
: 128 Minimum Test error found - save the configuration
: 128 | 9495.1 8829.44 0.0102981 0.00101506 86179 0
: 129 Minimum Test error found - save the configuration
: 129 | 9408.02 8749.08 0.0103066 0.00101468 86096 0
: 130 Minimum Test error found - save the configuration
: 130 | 9322.36 8669.54 0.0102743 0.00100938 86347.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9238.12 8590.05 0.0105713 0.00107993 84286.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9153.91 8511.53 0.0104266 0.00103808 85210.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9071.33 8432.85 0.0103279 0.00101571 85909 0
: 134 Minimum Test error found - save the configuration
: 134 | 8987.43 8356.91 0.0103096 0.00101394 86061.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8906.64 8280.21 0.0103359 0.00102909 85958.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8826.34 8203.03 0.0104192 0.00102762 85182.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8745.25 8127.66 0.0103139 0.0010112 85997 0
: 138 Minimum Test error found - save the configuration
: 138 | 8665.39 8053.47 0.010332 0.0010437 86129.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8586.48 7979.94 0.0103295 0.00101603 85896.7 0
: 140 Minimum Test error found - save the configuration
: 140 | 8508.51 7906.66 0.0103065 0.0010127 86079.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8431.06 7833.82 0.0103967 0.00101746 85294.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8354.23 7761.68 0.0105449 0.00105221 84275.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8277.43 7691.14 0.0104372 0.0010374 85108.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8203.49 7618.95 0.0103193 0.00101518 85983.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8127.09 7549.7 0.0103729 0.00101607 85498.8 0
: 146 Minimum Test error found - save the configuration
: 146 | 8053.29 7480.44 0.010332 0.00101672 85880.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7980.26 7411.12 0.0103658 0.0010145 85549.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7906.33 7344.07 0.0103721 0.0010249 85587.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7834.8 7276.36 0.0104151 0.00102169 85166.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7764.11 7207.93 0.0103579 0.00101607 85636.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7691.9 7141.86 0.0104847 0.00103779 84684.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7621.02 7077.25 0.010483 0.00106398 84934.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7552.62 7011.47 0.0104435 0.00102142 84906.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7482.93 6946.89 0.0103964 0.0010347 85454.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7415.3 6881.79 0.0104567 0.0010175 84753 0
: 156 Minimum Test error found - save the configuration
: 156 | 7346.67 6818.48 0.0104907 0.00103199 84578.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7279.44 6755.85 0.0103493 0.00101611 85716 0
: 158 Minimum Test error found - save the configuration
: 158 | 7212.23 6694.22 0.0103946 0.0010157 85297.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7147.7 6631.24 0.0104202 0.00103912 85277.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7082.43 6568.79 0.0103901 0.00101511 85333.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 7015.94 6509.29 0.0104557 0.0010199 84783.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6951.21 6450.9 0.0104427 0.00105452 85213.6 0
: 163 Minimum Test error found - save the configuration
: 163 | 6888.67 6390.83 0.0103533 0.00103321 85836.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6825.89 6330.77 0.0105638 0.00104401 84035.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6762.61 6272.91 0.0104094 0.00107481 85703 0
: 166 Minimum Test error found - save the configuration
: 166 | 6700.06 6215.74 0.0104542 0.00104902 85059.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6639.95 6157.57 0.0104469 0.00103051 84958 0
: 168 Minimum Test error found - save the configuration
: 168 | 6578.13 6100.41 0.0105281 0.00103893 84306.4 0
: 169 Minimum Test error found - save the configuration
: 169 | 6518.36 6043.51 0.0105413 0.00103115 84121.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6457.46 5988.41 0.0103846 0.00102458 85469.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6399.09 5932.42 0.0104254 0.00102639 85115.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6340.18 5876.54 0.0104784 0.00105427 84888.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6280.23 5825.06 0.0104277 0.00102414 85074 0
: 174 Minimum Test error found - save the configuration
: 174 | 6224.67 5768.96 0.0105383 0.00102647 84105.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6166.97 5715.07 0.0104105 0.00103358 85316.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6109.88 5661.65 0.0105188 0.00103279 84335.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6052.3 5611.13 0.0104939 0.00102463 84484.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5998.6 5557.63 0.0104858 0.00105949 84869.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5942.28 5506.23 0.0105025 0.00104252 84567.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5888.49 5454.48 0.0104722 0.00102773 84705.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5833.18 5403.65 0.010361 0.00101695 85616.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5781.04 5351.53 0.010368 0.00103652 85731.7 0
: 183 Minimum Test error found - save the configuration
: 183 | 5726.2 5302.2 0.0103906 0.00103638 85522.8 0
: 184 Minimum Test error found - save the configuration
: 184 | 5673.24 5253.63 0.0103628 0.00101766 85606.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5621.18 5205.63 0.0103671 0.00101723 85562.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5570.33 5155.99 0.0103461 0.00101744 85757.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5518.13 5108.13 0.0103409 0.00101593 85791.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5467.54 5061.13 0.0104404 0.0010769 85438.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5416.72 5014.14 0.0104439 0.00107401 85379.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5367.56 4966.81 0.0104424 0.00103432 85033.7 0
: 191 Minimum Test error found - save the configuration
: 191 | 5318.03 4920.88 0.01041 0.00102573 85249 0
: 192 Minimum Test error found - save the configuration
: 192 | 5268.4 4875.14 0.0104146 0.00104272 85361.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5220.15 4829.04 0.0103865 0.00101789 85391.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5171.42 4785.17 0.0103613 0.00101708 85614.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5124.52 4740.32 0.010399 0.00102021 85299 0
: 196 Minimum Test error found - save the configuration
: 196 | 5077.93 4694.97 0.0104785 0.00102278 84604.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5030.35 4650.64 0.0103786 0.00102264 85507.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4983.79 4607.96 0.0103483 0.00101656 85728.7 0
: 199 Minimum Test error found - save the configuration
: 199 | 4937.9 4565.69 0.0103728 0.0010232 85565.4 0
: 200 Minimum Test error found - save the configuration
: 200 | 4892.89 4522.22 0.0103868 0.00102542 85457.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4846.88 4480.78 0.010396 0.00102093 85332.8 0
: 202 Minimum Test error found - save the configuration
: 202 | 4803.22 4438.65 0.0104752 0.00105795 84950.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4758.39 4398.13 0.0104201 0.00101891 85095.6 0
: 204 Minimum Test error found - save the configuration
: 204 | 4714.95 4356.67 0.0104263 0.00103515 85186.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4671.48 4315.96 0.0103806 0.0010309 85564.4 0
: 206 Minimum Test error found - save the configuration
: 206 | 4628.06 4276.85 0.010376 0.00102223 85527.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4585.96 4236.87 0.0104737 0.00104089 84810.7 0
: 208 Minimum Test error found - save the configuration
: 208 | 4543.73 4197.18 0.0103555 0.00101506 85648.9 0
: 209 Minimum Test error found - save the configuration
: 209 | 4502.39 4157.8 0.0103282 0.00102687 86009.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4460.13 4119.09 0.0103391 0.00101567 85805.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4419.44 4082.01 0.0103302 0.00101573 85887.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4379.69 4042.31 0.0103427 0.00101635 85778.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4338.94 4004.46 0.0103175 0.00101694 86016.8 0
: 214 Minimum Test error found - save the configuration
: 214 | 4298.72 3967.83 0.0103206 0.00101518 85971 0
: 215 Minimum Test error found - save the configuration
: 215 | 4259.1 3930.91 0.0103293 0.00102076 85942.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4221.36 3893.33 0.0104616 0.00102767 84800.6 0
: 217 Minimum Test error found - save the configuration
: 217 | 4181.07 3858.58 0.0103335 0.00101818 85880.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4143.19 3822.95 0.0103135 0.00101323 86018.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4106.48 3786.16 0.0103267 0.00101311 85896 0
: 220 Minimum Test error found - save the configuration
: 220 | 4067.82 3751.22 0.0103324 0.0010174 85882.9 0
: 221 Minimum Test error found - save the configuration
: 221 | 4030.49 3716.77 0.0103177 0.00101422 85989.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 3994.31 3681.78 0.0103758 0.0010412 85703 0
: 223 Minimum Test error found - save the configuration
: 223 | 3957.19 3647.51 0.0103321 0.00101806 85891.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3920.52 3615.11 0.0103305 0.00101666 85894.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3886.64 3579.49 0.0103424 0.00101964 85811.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3850.18 3545.85 0.0103869 0.00104591 85643.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3814.53 3513.46 0.0103764 0.00102236 85525 0
: 228 Minimum Test error found - save the configuration
: 228 | 3780.07 3480.79 0.0104714 0.00105642 84971.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3745.51 3448.52 0.0103755 0.00103645 85661.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3711.49 3416.92 0.0103208 0.00101836 85998.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3678.4 3383.78 0.0103528 0.00104195 85920.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3644.22 3353.2 0.0103692 0.00103371 85694.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3611.3 3321.82 0.0103393 0.00102469 85886.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3578.39 3290.43 0.0103279 0.00101563 85907.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3545.54 3260.17 0.0103412 0.00101842 85811.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3512.98 3230.81 0.0104683 0.00103256 84784.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3482.78 3199.26 0.0103361 0.00101691 85844.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3449.65 3170.7 0.0103875 0.00102683 85464.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3418.84 3141.18 0.0103689 0.00102252 85594.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3387.77 3111.99 0.0103669 0.00102669 85651.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3357.05 3082.59 0.0104181 0.00104408 85341.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3326.4 3054.01 0.010451 0.00105164 85111.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3296.21 3025.9 0.0104285 0.00102396 85065.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3266.69 2997.37 0.0103976 0.00103235 85422.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3236.5 2969.76 0.0103634 0.00102236 85643.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3207.84 2942.27 0.0103571 0.00102294 85706.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3178.64 2914.28 0.0103913 0.00102791 85439.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3149.23 2887.71 0.0103796 0.00102148 85487.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3120.55 2861.78 0.0103702 0.00102446 85600.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3092.46 2835.35 0.0103454 0.00102019 85789.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3065.76 2807.94 0.0103555 0.00102388 85730.1 0
: 252 Minimum Test error found - save the configuration
: 252 | 3036.68 2782.12 0.0103923 0.00103707 85513.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3009.11 2756.8 0.0103366 0.00101943 85863.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 2981.9 2731.96 0.0103585 0.00102077 85674.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2955.53 2705.74 0.0103494 0.00102428 85789.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2927.77 2681.19 0.0104412 0.00103199 85023 0
: 257 Minimum Test error found - save the configuration
: 257 | 2901.68 2656.24 0.0103712 0.0010232 85579.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2875.68 2630.95 0.0103515 0.00101885 85720.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2849.13 2606.51 0.0103651 0.00102581 85659.4 0
: 260 Minimum Test error found - save the configuration
: 260 | 2823.73 2581.86 0.010352 0.00101848 85712.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2797.49 2558.91 0.0103322 0.001016 85872.2 0
: 262 Minimum Test error found - save the configuration
: 262 | 2772.75 2535.91 0.0103664 0.00103445 85726.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2747.9 2511.23 0.0103588 0.00102033 85667.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2722.69 2488.15 0.0103644 0.00102288 85639.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2698.25 2464.68 0.0103483 0.00101849 85746.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2673.08 2442.89 0.0103483 0.00101885 85750 0
: 267 Minimum Test error found - save the configuration
: 267 | 2650.39 2419.16 0.0103775 0.00101914 85484.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2625.41 2397.2 0.0104272 0.00103337 85162.5 0
: 269 Minimum Test error found - save the configuration
: 269 | 2601.41 2375.38 0.0104269 0.00104269 85249.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2578.24 2353.28 0.0104211 0.00103359 85219.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2554.64 2332.33 0.0104119 0.00102301 85207.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2531.41 2311.23 0.0104518 0.00104786 85070.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2508.43 2289.99 0.0103742 0.00102592 85576.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2485.79 2269.24 0.0103989 0.00102441 85337.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2463.7 2247.59 0.0103695 0.00102268 85590.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2440.97 2226.81 0.0104777 0.00103784 84747.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2418.47 2206.33 0.0104131 0.00102192 85186.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2396.75 2185.87 0.0103718 0.00102464 85587.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2374.54 2166.19 0.0103736 0.0010283 85604.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2353.06 2146.37 0.0103765 0.00102407 85538.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2331.87 2126.46 0.0103867 0.00102223 85429.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2310.62 2106.66 0.0104205 0.0010394 85277.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2288.89 2088.19 0.0104237 0.0010327 85188 0
: 284 Minimum Test error found - save the configuration
: 284 | 2269.28 2068.26 0.0103885 0.00102201 85411.2 0
: 285 Minimum Test error found - save the configuration
: 285 | 2247.61 2049.8 0.0103691 0.00102064 85575.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2227.07 2030.81 0.0103971 0.0010234 85345.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2206.87 2012.17 0.010416 0.00102716 85207.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2186.16 1994.17 0.0103775 0.00102729 85559.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2166.63 1975.62 0.0103856 0.00101847 85405.3 0
: 290 Minimum Test error found - save the configuration
: 290 | 2146.2 1957.72 0.0107662 0.00110312 82789.8 0
: 291 Minimum Test error found - save the configuration
: 291 | 2127.37 1938.79 0.0105866 0.0010316 83725.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2106.79 1921.56 0.0104186 0.00104244 85322.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2087.9 1903.75 0.0104168 0.00102049 85140.1 0
: 294 Minimum Test error found - save the configuration
: 294 | 2068.26 1886.77 0.0105914 0.00107657 84079.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2049.43 1869.06 0.0104207 0.00102176 85116 0
: 296 Minimum Test error found - save the configuration
: 296 | 2029.81 1852.72 0.0105089 0.00103308 84425.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2011.82 1835.3 0.0104356 0.00102242 84987.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1993.04 1818.82 0.0103957 0.00102287 85353.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1974.83 1801.41 0.0103797 0.00102111 85483.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1956.09 1785.11 0.0104046 0.00102223 85266.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1937.48 1769.18 0.0105599 0.00102927 83940.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1919.81 1753.07 0.0104775 0.00104359 84800.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1902.19 1736.71 0.0104558 0.00102776 84853.4 0
: 304 Minimum Test error found - save the configuration
: 304 | 1884.32 1720.6 0.0104664 0.00106921 85131.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1866.64 1704.97 0.0104191 0.00102547 85164.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1849.3 1689.16 0.0103823 0.00101903 85440.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1831.45 1674.71 0.010401 0.00102269 85303.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1814.5 1659.17 0.0104193 0.00102417 85151 0
: 309 Minimum Test error found - save the configuration
: 309 | 1797.38 1644.73 0.010429 0.00102154 85038.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1780.85 1629.56 0.0103951 0.00103004 85423.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1764.62 1613.9 0.0104248 0.0010274 85129.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1747.54 1598.78 0.010429 0.00104578 85258.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1730.91 1584.13 0.0104096 0.00102395 85236.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1714.62 1569.72 0.0105481 0.0010385 84125.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1698.03 1555.83 0.0104499 0.00102568 84887.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1681.91 1542.19 0.0104948 0.00103172 84539 0
: 317 Minimum Test error found - save the configuration
: 317 | 1667.04 1527.3 0.0104003 0.001028 85357.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1650.5 1513.1 0.0103882 0.00102164 85410.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1634.99 1499.2 0.0103923 0.00104271 85565.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1619.01 1485.54 0.010464 0.00103038 84803.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1603.8 1472.03 0.0104547 0.00103239 84904.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1588.51 1458.52 0.0104469 0.0010523 85155 0
: 323 Minimum Test error found - save the configuration
: 323 | 1573.53 1445 0.010401 0.00102269 85303.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1558.13 1431.96 0.010399 0.00103374 85422.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1543.5 1418.83 0.0104259 0.00102794 85125.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1528.82 1405.45 0.0104108 0.00102377 85224 0
: 327 Minimum Test error found - save the configuration
: 327 | 1514.23 1392.53 0.0104089 0.00102453 85247.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1499.48 1380.09 0.0104634 0.00103359 84837.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1485.29 1367.29 0.0104173 0.00102125 85141.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1470.81 1354.65 0.0103765 0.00102005 85502.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1456.96 1342.43 0.0104587 0.00105395 85063.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1443.5 1329.53 0.0107498 0.00104537 82436.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1428.82 1317.54 0.0107931 0.00103248 81961.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1415.82 1304.82 0.0104843 0.0010333 84647.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1401.66 1292.88 0.0103869 0.0010225 85430.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1388.11 1280.96 0.0105223 0.00104623 84423.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1374.77 1269.15 0.0104027 0.00102629 85320.3 0
: 338 Minimum Test error found - save the configuration
: 338 | 1361.67 1257.83 0.0104749 0.00103108 84711.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1348.73 1245.61 0.0104066 0.0010245 85269.2 0
: 340 Minimum Test error found - save the configuration
: 340 | 1335.21 1234.26 0.0110415 0.00109962 80467.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1322.77 1222.84 0.010454 0.00104464 85021.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1310.31 1211.37 0.0104998 0.00103825 84553 0
: 343 Minimum Test error found - save the configuration
: 343 | 1297.48 1199.44 0.0104271 0.00102479 85085.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1284.76 1188.24 0.0104774 0.0010301 84680.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1272.12 1177.68 0.0103858 0.00102278 85442.5 0
: 346 Minimum Test error found - save the configuration
: 346 | 1260.11 1166.87 0.0104428 0.00103206 85009 0
: 347 Minimum Test error found - save the configuration
: 347 | 1248.07 1155.61 0.0104316 0.00103014 85093.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1235.53 1145.24 0.0104063 0.00102466 85272.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1223.74 1135.36 0.0103865 0.00102273 85435.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.37 1123.66 0.0104068 0.00103063 85322.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1200.54 1113.13 0.0104652 0.00105015 84970.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1188.49 1102.79 0.0104143 0.00102984 85247 0
: 353 Minimum Test error found - save the configuration
: 353 | 1177.53 1092.33 0.0105145 0.00111692 85128.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1166.06 1081.89 0.0104256 0.00102797 85127.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1154.47 1072.25 0.0104128 0.00102074 85178.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1143.21 1061.98 0.0104969 0.00103364 84537.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1132.12 1052.13 0.01041 0.00102286 85222.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.4 1041.7 0.0103976 0.00102417 85347.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1110.27 1031.67 0.0103982 0.00102321 85333.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1099.01 1022.69 0.0104545 0.0010389 84965.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1088.98 1012.55 0.0104621 0.0010702 85180 0
: 362 Minimum Test error found - save the configuration
: 362 | 1077.78 1003.38 0.0104982 0.00102849 84480 0
: 363 Minimum Test error found - save the configuration
: 363 | 1067.89 993.162 0.0104065 0.00102641 85286.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1057.18 983.697 0.0126721 0.0013546 70686.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1046.65 974.942 0.0110564 0.00103338 79816 0
: 366 Minimum Test error found - save the configuration
: 366 | 1036.85 965.732 0.010483 0.00102864 84617.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1026.75 956.1 0.0123142 0.00139041 73234.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.36 947.147 0.0117232 0.00104433 74914.6 0
: 369 Minimum Test error found - save the configuration
: 369 | 1006.82 937.773 0.010443 0.00103054 84994 0
: 370 Minimum Test error found - save the configuration
: 370 | 996.69 928.833 0.0104825 0.00108339 85114.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 987.034 920.238 0.0105583 0.0010649 84269.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 977.645 911.024 0.010494 0.00108493 85024.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 967.68 902.502 0.010578 0.0010401 83876.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 958.259 893.793 0.0104277 0.00102642 85094.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 948.93 884.907 0.0108825 0.00110778 81844.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 939.491 876.386 0.0104939 0.00103207 84550.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 930.305 868.054 0.0104879 0.00103159 84599.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 921.25 859.479 0.0104091 0.00102449 85246.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 912.069 851.138 0.0104379 0.00102695 85007.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 903.218 842.922 0.0104924 0.00107006 84904.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 893.957 834.985 0.010409 0.00102382 85241.1 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.531 826.56 0.0104639 0.00102347 84742.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 876.48 818.724 0.0104193 0.00102422 85151.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 867.897 810.784 0.0104463 0.00104342 85080.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.359 803.123 0.0104759 0.00102642 84660.7 0
: 386 Minimum Test error found - save the configuration
: 386 | 850.912 795.071 0.0103988 0.0010206 85304 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.697 786.757 0.0104188 0.00102167 85132.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 834.095 779.385 0.0104159 0.00102739 85210.8 0
: 389 Minimum Test error found - save the configuration
: 389 | 825.847 771.488 0.0104822 0.00107025 84998.2 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.532 763.686 0.0105081 0.00106439 84712.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 809.34 756.507 0.0104195 0.00102599 85165.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 801.308 748.79 0.0104322 0.00103247 85109.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.542 741.309 0.010421 0.00102626 85153.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.972 734.43 0.010429 0.00102555 85075.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.47 727.823 0.0105257 0.00103282 84273.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 770.293 719.194 0.0105064 0.00104674 84569.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.06 711.9 0.0104064 0.00102305 85257.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 754.465 704.86 0.0104133 0.00102388 85202.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.549 697.663 0.0104152 0.00102898 85231.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 739.072 690.663 0.0104642 0.00104451 84928.2 0
: 401 Minimum Test error found - save the configuration
: 401 | 731.789 683.782 0.0104034 0.00102302 85284.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.019 677.674 0.0104146 0.00103291 85272.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.293 670.141 0.0103944 0.00101957 85335.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.744 663.611 0.0103999 0.00102382 85323.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.771 656.548 0.0104102 0.00102279 85220.3 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.692 650.008 0.0104056 0.00102449 85278.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.637 643.018 0.010424 0.00102495 85115 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.786 636.471 0.0103978 0.00102173 85323.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.525 629.999 0.0104067 0.00102268 85251.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.842 623.885 0.0104603 0.00103918 84915.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 660.623 617.537 0.0104398 0.00104749 85175.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.428 611.515 0.0104117 0.00102341 85212.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.481 605.193 0.0104151 0.00102425 85189.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 641.253 598.356 0.010413 0.00103045 85264.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.254 592.457 0.0105194 0.00103898 84384.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.959 586.494 0.0104792 0.00102511 84619.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.644 580.483 0.0104028 0.00102378 85296.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.449 574.578 0.0104336 0.00102702 85046.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.731 568.976 0.0104098 0.00102264 85222.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.695 562.82 0.0104268 0.00104166 85240.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.466 556.819 0.0104343 0.00102569 85028.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.439 550.716 0.0104027 0.00102175 85279.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 584.273 545.179 0.010444 0.00102543 84938.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.434 539.035 0.0104295 0.00102495 85065.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.328 534.3 0.0104196 0.00103441 85240.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.315 528.164 0.0103833 0.00101879 85428.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.551 522.867 0.010411 0.00102251 85211.2 0
: 428 Minimum Test error found - save the configuration
: 428 | 555.007 517.117 0.0104116 0.001022 85200.9 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.198 511.677 0.0104772 0.00103484 84724.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.507 506.239 0.0105519 0.00105281 84218.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.483 501.16 0.0104725 0.00103059 84728.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 532.859 495.209 0.0104492 0.00103814 85006.8 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.548 490.232 0.0104221 0.00102691 85149.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.36 484.918 0.0104598 0.00102918 84829.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.106 479.89 0.010575 0.00104248 83923.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.575 475.422 0.0104904 0.00102885 84552.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 505.395 469.678 0.0104105 0.00102182 85209.2 0
: 438 Minimum Test error found - save the configuration
: 438 | 500.182 464.814 0.0105522 0.00104729 84167.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.965 459.502 0.0105335 0.00105717 84420.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.741 454.93 0.0104897 0.00104442 84698.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.007 449.951 0.0104322 0.00103006 85087 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.629 444.717 0.0104272 0.00102862 85119.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.549 439.799 0.0104233 0.00102932 85161.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 469.615 435.385 0.0104405 0.00102638 84978.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.762 430.315 0.0104562 0.00102803 84851.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.875 426.388 0.0104089 0.00102219 85226.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.06 420.98 0.0104263 0.00102758 85117.8 0
: 448 Minimum Test error found - save the configuration
: 448 | 450.3 416.391 0.010429 0.00103024 85117.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.483 412.337 0.0104864 0.00102801 84581.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.639 408.137 0.0104822 0.00108315 85115.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 436.516 403.804 0.0104408 0.00104787 85170.7 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.806 398.722 0.0104482 0.00104082 85039.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.147 394.832 0.0104967 0.00104306 84623.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.772 390.793 0.0104095 0.00102265 85225.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.322 385.966 0.0105699 0.00104205 83964.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.172 382.044 0.010438 0.00102762 85012.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.718 377.562 0.0104196 0.00102309 85137.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.295 373.211 0.0104425 0.00102467 84945.4 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.021 369.342 0.010483 0.00103476 84672.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.852 365.126 0.0104509 0.0010395 85003.7 0
: 461 Minimum Test error found - save the configuration
: 461 | 392.587 361.255 0.0104066 0.00102542 85276.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.536 356.898 0.0104197 0.00102283 85134.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.944 352.96 0.0104131 0.00102576 85220.9 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.08 349.291 0.0104151 0.00102549 85200.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.186 345.307 0.0104678 0.00103144 84778.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.091 341.374 0.0104101 0.00102367 85229.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.412 337.809 0.0104382 0.00102493 84986.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.179 333.992 0.0104554 0.00102608 84842.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.42 330.185 0.0104411 0.00102158 84930.4 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.346 326.717 0.0104417 0.0010409 85099 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.861 322.538 0.0104132 0.00102148 85181.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.082 319.525 0.0104238 0.00104371 85286.8 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.188 315.728 0.0104083 0.0010216 85226.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.427 312.692 0.0104598 0.00102583 84799.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.149 308.824 0.0105341 0.00103161 84188.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.336 305.662 0.0104402 0.00102279 84949.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.892 301.812 0.0104056 0.00103961 85415.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.078 298.362 0.0104586 0.00102958 84844.3 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.64 295.073 0.0104267 0.00102408 85083 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.339 292.375 0.0104879 0.00104511 84721.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.819 288.46 0.0104262 0.00102317 85079.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.361 284.85 0.010448 0.00103791 85015.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.028 281.775 0.0104131 0.00102155 85183.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.615 278.441 0.0104539 0.00103071 84897.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.257 275.249 0.0104184 0.00102337 85151.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.358 272.966 0.0105995 0.00102966 83596.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.005 268.918 0.0104796 0.00102893 84650 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.426 266.241 0.0104484 0.00102249 84872.9 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.536 263.446 0.0104131 0.00102157 85182.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.549 259.656 0.0104322 0.0010398 85175.4 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.852 256.754 0.0104138 0.00102099 85171.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.991 254.025 0.0104169 0.00102227 85155.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.826 251.331 0.0104632 0.00102636 84774.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.042 248.824 0.0104018 0.00102062 85277 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.924 246.044 0.0105027 0.00103624 84508.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.093 242.342 0.0104114 0.0010224 85206 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.907 239.555 0.0104517 0.00103202 84928.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.053 237.013 0.0103991 0.0010176 85273.9 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.098 234.866 0.0103863 0.00101916 85404.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.412 231.305 0.0104421 0.00103677 85058.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.595 228.983 0.0104061 0.00103244 85345.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.814 226.491 0.0104041 0.00102069 85256.8 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.1 223.355 0.0104457 0.00102377 84908.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.228 220.879 0.010407 0.0010209 85232.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.583 218.613 0.0103963 0.00101975 85319.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.224 215.708 0.0103912 0.00101933 85361.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.313 213.901 0.010591 0.00104469 83802.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.635 211.027 0.0104052 0.00102213 85260.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.08 208.925 0.0104128 0.00102773 85242.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.641 207.367 0.0116789 0.00107498 75443.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.243 205.155 0.0104838 0.0010277 84601.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.489 201.722 0.0106005 0.001034 83624.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.141 199.495 0.0108956 0.00105181 81269.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.519 197.888 0.0105675 0.00102758 83858.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.321 195.594 0.0103884 0.0010199 85392.8 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.056 192.576 0.0104608 0.00102316 84767.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.495 190.08 0.0131339 0.00102251 66053.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.057 187.915 0.0104087 0.00101998 85209 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.664 186.111 0.0105065 0.00106739 84753.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.618 184.173 0.0104093 0.00102021 85205.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.971 181.991 0.0104286 0.00103419 85157 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.706 179.471 0.0103984 0.0010169 85274.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.572 177.348 0.0103994 0.0010155 85252.9 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.429 175.553 0.010481 0.00102402 84593.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.117 173.398 0.0104161 0.00102027 85144 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.006 170.538 0.0105508 0.00106151 84306 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.277 169.552 0.0104431 0.00106602 85314.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.132 167.364 0.0106066 0.00103037 83539.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.804 166.53 0.0104614 0.00104474 84955.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.575 163.041 0.0104329 0.00102043 84993.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.374 161.529 0.0103985 0.00102141 85314.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.442 159.224 0.0104336 0.00103737 85140.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.379 158.048 0.010674 0.00114978 83996.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.44 155.788 0.0105478 0.0010286 84040.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.285 153.687 0.0104317 0.00102439 85040.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.206 152.009 0.0104061 0.00101998 85232 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.209 149.854 0.0104119 0.00102714 85244.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.371 147.76 0.0104126 0.00102206 85192.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.403 146.308 0.0120183 0.00175467 77945.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.729 144.632 0.0125541 0.00103024 69421.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.467 142.608 0.0111344 0.00102672 79147.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.668 140.43 0.0104012 0.00101981 85275.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.876 138.8 0.0103911 0.00102272 85393.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.023 137.322 0.0103957 0.00101803 85309.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.618 135.993 0.0103866 0.00101635 85377 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.444 134.436 0.0104064 0.00101737 85206 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.572 132.379 0.0103856 0.00101822 85403.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.976 131.459 0.010418 0.00101953 85120.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.587 129.834 0.0104565 0.00103955 84953.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.93 128.553 0.0104358 0.00102032 84966.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.324 126.007 0.0103947 0.00102926 85420.5 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.345 125.258 0.010386 0.00101916 85407.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.341 123.9 0.0104775 0.00111627 85458.9 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.705 121.745 0.0104014 0.00101914 85267.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.903 120.239 0.0104919 0.00102365 84493.4 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.442 118.597 0.0103875 0.00102214 85421.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.022 117.101 0.010384 0.00101836 85418.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.127 115.657 0.0104833 0.00101815 84520.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.874 114.646 0.0104674 0.00104153 84873.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.403 112.896 0.010383 0.00102147 85456.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.665 111.544 0.0103877 0.00101834 85384.8 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.163 110.164 0.0104694 0.00103776 84821.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.498 108.946 0.0105373 0.00102511 84102.4 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.169 108.108 0.0103764 0.00102009 85503.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.826 106.293 0.0104058 0.00101799 85216.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.225 104.91 0.0103934 0.00101733 85323.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.68 103.832 0.0104073 0.00102313 85250.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.408 102.16 0.0103893 0.00101926 85378.3 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.798 101.49 0.0104078 0.00103712 85372.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.464 100.164 0.0104341 0.00101844 84965.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.169 98.7457 0.0103957 0.00101779 85306.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.925 97.9487 0.0103765 0.00101717 85476.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.577 96.2068 0.0105552 0.00103685 84048.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.303 95.4168 0.0104364 0.00104267 85163.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.336 94.1733 0.0104723 0.00102742 84702.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.719 92.916 0.0104347 0.00102501 85018.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.147 92.0649 0.0104303 0.00103852 85180.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.032 91.0325 0.0104585 0.00102395 84795.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.768 89.4578 0.0104497 0.00104611 85074.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.471 88.2029 0.0104074 0.0010268 85282.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.312 87.4619 0.0104379 0.00101737 84920.7 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.22 86.5452 0.010377 0.00101713 85471.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.101 84.8898 0.0104239 0.00103111 85171.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.9107 84.477 0.0104625 0.0010577 85063.4 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.6303 83.0438 0.0104025 0.00102116 85275.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.308 82.2811 0.0103928 0.00101926 85346.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.2074 81.509 0.0103785 0.00101734 85459.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.356 79.6782 0.0104586 0.00102348 84789.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.2294 79.1623 0.0106952 0.00103149 82784.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.9848 77.6287 0.010412 0.001034 85305.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8446 76.9018 0.0106308 0.00105256 83522.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.7848 75.9724 0.0111223 0.00112882 80051.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.6426 74.9119 0.0111408 0.00106102 79366.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.8344 74.0322 0.0113426 0.00124495 79226.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.8553 73.2713 0.0112543 0.00106077 78481 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.7167 72.3487 0.0107492 0.00105494 82522.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7292 71.2564 0.0110689 0.00121903 81219.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7985 70.6506 0.0115756 0.00104523 75970.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.7441 69.4221 0.0110039 0.00103579 80256.3 0
: 600 | 80.9552 69.5368 0.010468 0.000986404 84373.8 1
: 601 Minimum Test error found - save the configuration
: 601 | 79.9198 67.5625 0.0105894 0.00102867 83675.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.9321 66.7288 0.0112373 0.00103396 78405.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.9605 66.04 0.0127215 0.00109827 68828 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.1349 65.2602 0.0103877 0.00102 85399.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.0568 64.018 0.0103883 0.0010272 85459.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.2479 63.419 0.0104252 0.00102592 85113.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.5497 62.7345 0.0103804 0.00101893 85456.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.7485 61.555 0.0104386 0.00104371 85152.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.804 60.9601 0.0104129 0.00102059 85176.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9479 59.9074 0.0103995 0.00101916 85285.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.918 58.7183 0.010381 0.00102064 85467.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.9691 58.1425 0.01052 0.00104672 84448.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.2245 57.3472 0.010408 0.0010243 85253.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.4841 56.7746 0.0103829 0.00102357 85475.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.573 55.7968 0.0104047 0.0010369 85399.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.8491 55.1029 0.0103732 0.0010205 85537.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.8632 54.3687 0.0103897 0.00102646 85440.8 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.2851 53.2626 0.0104399 0.00104075 85113.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.2495 52.8666 0.010402 0.00102356 85302 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.6967 52.1188 0.0104086 0.00102246 85232 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.9582 51.1451 0.0103698 0.00101966 85560.2 0
: 622 | 62.1206 51.179 0.010546 0.000988894 83707.1 1
: 623 Minimum Test error found - save the configuration
: 623 | 61.3616 49.9313 0.0104005 0.00102403 85319.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.5873 49.1956 0.0103984 0.00102322 85331.8 0
: 625 | 59.8735 49.3425 0.0103442 0.000985493 85481.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.2432 47.9281 0.0103786 0.00102016 85484.4 0
: 627 | 58.5018 48.0534 0.0103581 0.000984704 85348.3 1
: 628 Minimum Test error found - save the configuration
: 628 | 57.9578 47.2011 0.0104309 0.00103699 85161.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3336 46.3777 0.0105405 0.00104503 84250.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6246 45.6725 0.010434 0.00102517 85027 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.6038 44.9162 0.0104071 0.00102713 85287.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.0936 44.6877 0.0107187 0.00106416 82862.8 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4136 44.0524 0.010611 0.00102699 83472.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.674 43.3163 0.0104419 0.00102373 84942.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.0165 42.7776 0.0105406 0.00103096 84125.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.4026 41.8018 0.010453 0.0010224 84830.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.6615 41.6088 0.0108674 0.00112545 82118.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.2472 41.376 0.0107113 0.00105476 82845.1 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.6647 40.2169 0.0104438 0.0010242 84929.8 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.0741 39.8396 0.010473 0.00102388 84664 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.3572 39.4716 0.0104453 0.00102219 84897.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7007 38.7997 0.0106727 0.00115539 84057.4 0
: 643 | 48.3185 38.8524 0.0104504 0.000986244 84529.2 1
: 644 Minimum Test error found - save the configuration
: 644 | 47.6097 38.3038 0.0104332 0.00102311 85015 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.0167 36.9649 0.0104689 0.0010273 84731.8 0
: 646 | 46.5242 37.01 0.0104287 0.000989684 84754.7 1
: 647 Minimum Test error found - save the configuration
: 647 | 45.9618 36.7422 0.0106378 0.00106861 83602.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2826 36.2836 0.0106633 0.00104585 83181.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.7379 35.2971 0.0104909 0.00102828 84543.5 0
: 650 | 44.3064 35.6431 0.0104988 0.00102199 84416.6 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.8493 34.5002 0.0107258 0.00111442 83234.9 0
: 652 | 43.0792 34.7441 0.0108475 0.00103065 81492.6 1
: 653 Minimum Test error found - save the configuration
: 653 | 42.714 33.8543 0.01054 0.00109432 84695.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2567 33.7886 0.0106983 0.00119052 84142 0
: 655 | 41.7819 33.8653 0.0118582 0.00119079 74994.6 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.337 32.3728 0.0118192 0.00130257 76070.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.0513 32.1213 0.0114001 0.00112798 77880.8 0
: 658 | 40.5046 33.1593 0.0106728 0.00100048 82710.3 1
: 659 | 39.9192 32.8024 0.0104224 0.000986795 84785.6 2
: 660 Minimum Test error found - save the configuration
: 660 | 39.3504 31.1699 0.01043 0.00103773 85176.2 0
: 661 | 38.622 31.7352 0.0104036 0.000991394 84996.2 1
: 662 Minimum Test error found - save the configuration
: 662 | 38.1784 30.6741 0.010411 0.0010267 85248.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.7513 29.563 0.0104099 0.00102143 85211.4 0
: 664 | 37.2549 29.6903 0.01041 0.000985434 84884.8 1
: 665 | 36.8423 30.7587 0.0103764 0.000986894 85201.7 2
: 666 Minimum Test error found - save the configuration
: 666 | 36.4859 28.951 0.0104008 0.001022 85298.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9313 28.129 0.0104193 0.00104125 85305.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.5475 27.7168 0.0104477 0.00103016 84948.1 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0277 27.261 0.0104053 0.00101725 85214.7 0
: 670 | 34.5911 27.2809 0.0103848 0.000985634 85114.4 1
: 671 | 34.1163 27.416 0.010459 0.00107653 85265.6 2
: 672 Minimum Test error found - save the configuration
: 672 | 33.7437 26.2542 0.0104245 0.00103067 85161.9 0
: 673 | 33.2553 26.4084 0.0103455 0.000985914 85474.1 1
: 674 Minimum Test error found - save the configuration
: 674 | 32.941 25.8796 0.010376 0.00102631 85564.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.4263 25.1183 0.0104354 0.0010211 84977.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.0894 24.7398 0.0104127 0.0010157 85133.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.6855 24.4582 0.0104328 0.00103986 85170.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.3162 24.182 0.0104398 0.00102831 85002.5 0
: 679 | 31.0804 24.6737 0.0103719 0.000986514 85238.8 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.4754 23.2728 0.0103653 0.00101818 85587.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.1074 22.8873 0.0105518 0.00102606 83982.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6792 22.5233 0.0105667 0.00103235 83907.1 0
: 683 | 29.3497 23.2125 0.0104045 0.0010244 85286.7 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.0328 21.9804 0.0105426 0.00102283 84036 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.8977 21.4058 0.0103951 0.00102359 85365.1 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.3079 20.6751 0.0104125 0.00102163 85188.9 0
: 687 | 27.9205 21.9562 0.0103641 0.000983142 85279 1
: 688 | 27.5628 20.9425 0.0103857 0.000986105 85109.8 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.256 20.4047 0.0103738 0.00102134 85538.7 0
: 690 | 26.9799 20.4584 0.0103542 0.000976884 85312.5 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.5574 19.9667 0.0104781 0.00103932 84756.5 0
: 692 | 26.3311 20.0237 0.0103695 0.000985293 85250 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.9788 18.8396 0.0103876 0.00102263 85424.6 0
: 694 | 25.4525 19.3948 0.0103552 0.000987955 85404.2 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.0911 18.7918 0.0104043 0.00102103 85258.5 0
: 696 | 24.7587 19.0266 0.0103509 0.000985564 85421.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.3633 17.8199 0.0104515 0.00103892 84992.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.1064 17.3634 0.0103819 0.00101859 85440 0
: 699 | 23.7017 18.0308 0.0103436 0.000984194 85475.5 1
: 700 | 23.6009 18.0139 0.0103587 0.000985503 85349.9 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.4664 17.199 0.010377 0.00102255 85520.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.202 16.6358 0.0103804 0.00102134 85478.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.7327 16.2262 0.0103806 0.00102134 85476.5 0
: 704 | 22.5306 17.1429 0.0103625 0.000982925 85292.1 1
: 705 | 22.0776 16.8024 0.0104406 0.000999075 84732.3 2
: 706 | 21.7318 16.2728 0.010404 0.000992025 84998 3
: 707 Minimum Test error found - save the configuration
: 707 | 21.4989 15.0264 0.0104443 0.00104977 85156.2 0
: 708 | 21.0882 15.0903 0.0103776 0.000992764 85243.7 1
: 709 | 20.8486 15.0394 0.0103417 0.000984675 85497 2
: 710 | 20.6646 15.3513 0.0103821 0.000989674 85175.3 3
: 711 Minimum Test error found - save the configuration
: 711 | 20.2635 13.7418 0.0106749 0.00124201 84809.5 0
: 712 | 20.0528 14.0155 0.0116909 0.000988484 74749.1 1
: 713 | 19.7328 13.7892 0.0103937 0.000998194 85147.3 2
: 714 Minimum Test error found - save the configuration
: 714 | 19.4933 13.7195 0.0104563 0.00103032 84871.8 0
: 715 | 19.2174 14.159 0.0103816 0.000988804 85171.6 1
: 716 | 18.9086 14.3821 0.0104058 0.000992374 84984.7 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.8086 12.9589 0.010546 0.00105877 84324.2 0
: 718 | 18.3745 14.2024 0.0104299 0.000991084 84756.7 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.329 12.8432 0.0103981 0.00102719 85370.2 0
: 720 | 18.1733 14.0069 0.0103819 0.000987315 85155.9 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.7322 12.6433 0.0104103 0.0010253 85242.1 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5553 12.5223 0.0106427 0.0010325 83244.7 0
: 723 | 17.6466 13.4023 0.010515 0.000991104 83999.2 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.1414 12.0661 0.010529 0.00103125 84230.1 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.8142 11.256 0.0109011 0.0012247 82675.6 0
: 726 | 16.5109 11.6445 0.0111578 0.000991703 78693.1 1
: 727 | 16.3981 13.1511 0.0103697 0.000988995 85281.8 2
: 728 Minimum Test error found - save the configuration
: 728 | 16.1583 10.6849 0.0104122 0.00102857 85255.1 0
: 729 | 15.9765 10.7519 0.0104306 0.000991044 84749.7 1
: 730 | 15.5777 10.8213 0.0106289 0.00100664 83140.6 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.3557 10.4694 0.0106777 0.00105059 83099 0
: 732 | 15.3315 11.4211 0.0105978 0.00100375 83385.4 1
: 733 | 15.197 11.2514 0.0104446 0.00100171 84720.3 2
: 734 | 15.1417 11.38 0.0104317 0.000991625 84745.1 3
: 735 | 14.5764 10.8737 0.0104292 0.000990455 84756.7 4
: 736 Minimum Test error found - save the configuration
: 736 | 14.3281 10.3512 0.010512 0.00105275 84573.8 0
: 737 | 14.1307 10.9827 0.010377 0.000988744 85212.8 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.9698 10.2964 0.0104732 0.00105215 84916.2 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7643 9.48595 0.0104359 0.00103128 85064.3 0
: 740 | 13.6568 10.151 0.0103641 0.000987655 85320.1 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.4222 9.47058 0.0104015 0.00102502 85319.5 0
: 742 | 13.3653 10.0452 0.0104156 0.000983554 84817.2 1
: 743 | 13.5555 11.0809 0.0103821 0.000988564 85164.9 2
: 744 Minimum Test error found - save the configuration
: 744 | 13.1068 9.28758 0.0106576 0.00103395 83128.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.7089 9.0007 0.010507 0.00103464 84455.9 0
: 746 | 12.5529 9.15546 0.0103827 0.000984704 85124.8 1
: 747 | 12.4132 9.05526 0.0104242 0.000989474 84792.7 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.2112 8.53839 0.0104701 0.00103311 84773.3 0
: 749 | 12.1266 8.93147 0.0103887 0.000988564 85105 1
: 750 | 12.0503 9.19603 0.0104916 0.000989623 84192.6 2
: 751 Minimum Test error found - save the configuration
: 751 | 11.6836 7.99148 0.0106869 0.00105962 83097.4 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5445 7.985 0.0105695 0.00103762 83929.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.3112 7.97649 0.0109996 0.00110435 80846.8 0
: 754 | 11.229 9.29801 0.0105438 0.000991484 83749 1
: 755 | 11.2178 8.09024 0.0106031 0.00101482 83435.4 2
: 756 Minimum Test error found - save the configuration
: 756 | 11.1171 7.89809 0.0105361 0.00106223 84442.4 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.9931 7.75775 0.0105054 0.00103192 84446.5 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.7522 7.46667 0.0105199 0.0010357 84350.7 0
: 759 | 10.5865 7.53278 0.0104729 0.00102128 84641.7 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.3855 7.42818 0.0104937 0.00103747 84600.5 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.1544 7.21682 0.0104754 0.00103262 84720.6 0
: 762 | 10.1271 7.96435 0.0104824 0.00100752 84433.8 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.0572 6.82708 0.010599 0.00105756 83844.8 0
: 764 | 9.91097 7.07265 0.0105967 0.000999554 83358.1 1
: 765 | 9.79118 7.28232 0.0104345 0.000989415 84699.9 2
: 766 | 9.5946 7.19846 0.010392 0.000986013 85052.6 3
: 767 | 9.48526 7.45137 0.0104199 0.00101501 85061.9 4
: 768 Minimum Test error found - save the configuration
: 768 | 9.39601 6.46181 0.0104542 0.0010686 85237.4 0
: 769 | 9.20912 7.15395 0.0103843 0.000989263 85151.7 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.31631 6.45796 0.0104931 0.00103127 84550.4 0
: 771 | 9.07565 6.91786 0.0106177 0.00109135 83978 1
: 772 | 8.97017 6.49358 0.0105879 0.0010758 84103.4 2
: 773 | 8.94117 6.62148 0.0104611 0.000996004 84521.1 3
: 774 | 8.96666 6.55864 0.0104313 0.00104172 85201.3 4
: 775 Minimum Test error found - save the configuration
: 775 | 8.62698 5.54711 0.0104473 0.00103082 84957.4 0
: 776 | 8.3737 6.25689 0.0104833 0.000986554 84239.7 1
: 777 | 8.28403 6.88313 0.0104119 0.00100774 85068.8 2
: 778 | 8.30731 6.35559 0.0103855 0.000990364 85150.7 3
: 779 | 8.28375 5.74756 0.0106431 0.0010049 83003.5 4
: 780 | 8.1123 5.9977 0.0103969 0.000989094 85036.2 5
: 781 Minimum Test error found - save the configuration
: 781 | 7.88956 5.11783 0.0106051 0.00104951 83720.5 0
: 782 | 7.85114 5.61608 0.0105699 0.00100385 83629 1
: 783 Minimum Test error found - save the configuration
: 783 | 7.75096 5.05534 0.0106505 0.00104755 83307.4 0
: 784 | 7.62449 5.55458 0.0104511 0.000988203 84540.5 1
: 785 | 7.48048 5.19166 0.0103759 0.000987304 85209.6 2
: 786 | 7.31718 5.97045 0.0104097 0.000988974 84918.9 3
: 787 Minimum Test error found - save the configuration
: 787 | 7.26596 4.79564 0.0104777 0.00106804 85018.7 0
: 788 | 7.13147 5.15107 0.0104216 0.000989884 84819.9 1
: 789 | 7.10804 5.47381 0.0106012 0.00104206 83689.6 2
: 790 | 7.12408 5.22454 0.0106464 0.000996093 82898.7 3
: 791 | 7.01577 6.10942 0.0104532 0.000992724 84562.1 4
: 792 | 6.96039 5.53117 0.0104694 0.0010329 84777.2 5
: 793 | 6.78898 5.35295 0.0103972 0.000988843 85031.2 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.72228 4.18978 0.010412 0.00103295 85296.3 0
: 795 | 6.68706 4.92048 0.0103865 0.000988234 85122.1 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.49854 4.1578 0.0104332 0.00103888 85157.4 0
: 797 | 6.43401 4.39404 0.0103645 0.000986404 85305.3 1
: 798 | 6.35604 4.30892 0.0103871 0.000987644 85111 2
: 799 | 6.37995 4.86109 0.0104106 0.000994414 84960.1 3
: 800 | 6.29158 4.29848 0.0104351 0.000987764 84679.8 4
: 801 | 6.35875 5.24818 0.0103711 0.000996184 85334.4 5
: 802 | 6.10571 5.74131 0.0104019 0.000988844 84988.8 6
: 803 Minimum Test error found - save the configuration
: 803 | 6.11322 3.35956 0.0103873 0.0010268 85465.5 0
: 804 | 6.08213 5.47804 0.0103618 0.000978324 85256.2 1
: 805 | 6.01976 4.21937 0.0103569 0.000986744 85377.5 2
: 806 | 5.93319 4.05619 0.0103716 0.000985785 85235 3
: 807 | 5.72117 5.12446 0.0104004 0.000986925 84984.4 4
: 808 | 5.90295 4.35207 0.0103478 0.000985114 85445.8 5
: 809 | 5.70721 3.88343 0.0103459 0.000985474 85466.4 6
: 810 | 5.59603 3.76417 0.0104743 0.000998584 84426.4 7
: 811 | 5.78298 3.3842 0.0107176 0.00105513 82794.5 8
: 812 Minimum Test error found - save the configuration
: 812 | 5.61335 3.10634 0.0106838 0.00106771 83193.6 0
: 813 | 5.49218 4.15679 0.0105353 0.000992794 83835.1 1
: 814 | 5.27883 3.68487 0.0106713 0.00102333 82918.9 2
: 815 | 5.33699 3.66002 0.0105564 0.000992884 83651 3
: 816 | 5.17881 4.20771 0.0107927 0.00101574 81824.7 4
: 817 | 5.03754 4.5729 0.0107992 0.000993465 81585.2 5
: 818 | 4.87805 4.35892 0.0107137 0.000993034 82298.9 6
: 819 | 4.99704 4.25154 0.0106983 0.0010279 82727.1 7
: 820 | 4.83708 3.34402 0.0108839 0.00102019 81105.5 8
: 821 | 4.84591 4.7524 0.0106747 0.00101562 82824 9
: 822 | 4.94093 3.82641 0.0105885 0.000993994 83380.8 10
: 823 | 4.82778 3.63678 0.010442 0.000994364 84677.1 11
: 824 | 4.80742 4.15242 0.0105401 0.00101696 84006.2 12
: 825 | 4.6575 4.12113 0.0105469 0.00109735 84660.3 13
: 826 | 4.61983 4.82376 0.0105279 0.000994235 83913 14
: 827 | 4.63447 4.21502 0.0105671 0.00101535 83754.4 15
: 828 | 4.53267 3.13232 0.0104827 0.000989914 84274.2 16
: 829 | 4.68187 4.00455 0.0109859 0.00104501 80475.7 17
: 830 | 4.32455 4.05315 0.0107185 0.00103956 82653.7 18
: 831 | 4.24589 4.01754 0.0107421 0.00109194 82900.1 19
: 832 | 4.22047 4.15521 0.0104195 0.000986673 84810.6 20
: 833 | 4.17696 3.41146 0.0104337 0.000988814 84702.1 21
:
: Elapsed time for training with 1000 events: 8.77 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: 0.0114 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: 0.826 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.2997e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07521e+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: 0.0346 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: 0.0362 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: 0.00154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0948 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.881 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00282 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00457 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: 0.00247 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000623 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: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0111 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0988 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.01 -0.104 6.33 1.78 | 3.207 3.212
: 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 : -0.203 0.0244 2.21 1.19 | 3.355 3.345
: 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.