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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
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:417
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:3797
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:1105
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:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
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: 0.256 sec
: Elapsed time for training with 1000 events: 0.26 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00296 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: 0.000797 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0049 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: 0.000188 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00117 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31521.5
: --------------------------------------------------------------
: 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 | 33059.8 31113.6 0.0100787 0.00101267 88241.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32496.6 30531.3 0.0101771 0.00100905 87259.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31788.2 29812.3 0.0103232 0.00101163 85914.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31009.6 29123.4 0.0103593 0.00101627 85625.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30215.3 28328.5 0.0103407 0.00101479 85782.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29379.4 27440.9 0.0102926 0.00102429 86315.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28712.7 26919.4 0.0101581 0.00100334 87386.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28292.2 26558.8 0.0100326 0.000978274 88355.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 27940.6 26245.1 0.00998384 0.000965855 88711.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 27630.5 25946.2 0.00996751 0.000968814 88901.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27326.8 25670.8 0.00996772 0.000968484 88896.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27043.1 25404.4 0.00995221 0.000969425 89059.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26769.4 25145 0.0100649 0.000987804 88133.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26500.7 24895.6 0.00996915 0.000974594 88942.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26240.4 24652.6 0.0099908 0.000972745 88710.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25990.6 24409.1 0.00995928 0.000975205 89046.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25741.1 24172 0.00996816 0.000984876 89054.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25497.7 23939.4 0.00994502 0.000965265 89089.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25254.1 23716.9 0.00994374 0.000962045 89070 0
: 20 Minimum Test error found - save the configuration
: 20 | 25022.9 23491.8 0.0099502 0.000970554 89090.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24788.1 23274.6 0.010002 0.000977014 88642.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24561.3 23058.3 0.00994054 0.000969064 89171.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24337.5 22843.3 0.00994586 0.000972596 89153.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24114.8 22632.4 0.00994704 0.000972966 89145.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23894.6 22426.1 0.00995325 0.000971136 89065.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23678.9 22221.5 0.00993309 0.000961545 89170.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23465.4 22019.4 0.00997695 0.000977814 88897.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23255.9 21817.6 0.00999669 0.000987294 88796.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23043.1 21624.7 0.00993831 0.000968425 89187.3 0
: 30 Minimum Test error found - save the configuration
: 30 | 22839.9 21429.6 0.00994763 0.000971485 89125.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22637.6 21234.7 0.00995713 0.000975386 89069.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22436.4 21042.4 0.0099705 0.000971065 88894.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22235.7 20854.8 0.0099692 0.000973825 88934.6 0
: 34 Minimum Test error found - save the configuration
: 34 | 22039.9 20668.1 0.0100596 0.000979015 88100.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21842.4 20487.7 0.00996528 0.000967075 88906.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21650.9 20307.4 0.00999601 0.00100194 88947.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21464.1 20123.9 0.00999017 0.000972336 88713.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21274.4 19944.2 0.00999677 0.000992056 88842.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21084.8 19771.1 0.0100709 0.000980425 88004.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20903.4 19595.5 0.0104838 0.0010012 84365.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20719.3 19424.2 0.0102285 0.000979584 86496.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20539.7 19253.4 0.010042 0.000975995 88241.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20361.7 19083.7 0.0100403 0.000977645 88274.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20183.5 18917.5 0.0100429 0.000974025 88213.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20008.8 18752.8 0.0100089 0.000975735 88562.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19835.3 18590.1 0.010022 0.000975155 88429.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19663.1 18430.1 0.0101027 0.000983555 87727.2 0
: 48 Minimum Test error found - save the configuration
: 48 | 19494.2 18270.4 0.0100938 0.00100717 88041.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19327.2 18110.9 0.0100236 0.000977584 88436.9 0
: 50 Minimum Test error found - save the configuration
: 50 | 19158.9 17955.9 0.0100241 0.000974185 88398.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18993.9 17802.8 0.010043 0.000979706 88268.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 18833.8 17646.8 0.0100246 0.000971325 88365.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18670.3 17495.3 0.0100359 0.000976684 88307.9 0
: 54 Minimum Test error found - save the configuration
: 54 | 18510.7 17345.1 0.0100492 0.000973754 88149.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18351.4 17197.8 0.0101794 0.000986495 87023.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18195.1 17051.3 0.00998416 0.000970624 88755.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18040.5 16904.9 0.00999179 0.000970485 88679 0
: 58 Minimum Test error found - save the configuration
: 58 | 17884.9 16760.9 0.00999395 0.000974274 88695 0
: 59 Minimum Test error found - save the configuration
: 59 | 17730.2 16610.1 0.0101276 0.00100957 87738.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17567.6 16455.5 0.0101701 0.000992946 87172.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17409 16302.9 0.0101828 0.000999825 87118 0
: 62 Minimum Test error found - save the configuration
: 62 | 17270.5 16172.2 0.0101691 0.000990524 87159.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17113.2 16033.6 0.0102023 0.00100464 86978.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16960.5 15865.2 0.0102396 0.00100996 86677.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16803.2 15727.5 0.010229 0.00100826 86761.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16651.5 15581.4 0.0102392 0.000999965 86587.7 0
: 67 Minimum Test error found - save the configuration
: 67 | 16506.7 15433.3 0.0102857 0.001056 86677 0
: 68 Minimum Test error found - save the configuration
: 68 | 16350.8 15295.5 0.0102676 0.00100455 86364.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16207.4 15152.3 0.0102853 0.00100763 86228.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 16060.4 15012 0.010285 0.00101154 86267.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15914.7 14877.1 0.0102898 0.00100527 86164.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 15769.5 14740 0.0102774 0.00100543 86281.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15628.1 14602.6 0.01027 0.00101223 86413.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15485.3 14466.5 0.0103038 0.00101656 86139.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15343.7 14333.9 0.0103879 0.00101713 85371.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15203.3 14202.9 0.0102969 0.00101194 86161.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15067.8 14070.2 0.0103023 0.00101272 86117.9 0
: 78 Minimum Test error found - save the configuration
: 78 | 14929.8 13941 0.0102847 0.00100654 86224 0
: 79 Minimum Test error found - save the configuration
: 79 | 14795.3 13813.4 0.0103159 0.00103184 86168.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14660.9 13686.6 0.0102884 0.0010085 86208.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14529.6 13560.9 0.0102671 0.00100629 86385.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14399 13436.1 0.0102908 0.00101042 86203.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14266 13317.6 0.0102785 0.00100809 86295.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14141.4 13193.5 0.0102787 0.00100179 86236.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14012.2 13074.1 0.0103012 0.00101403 86140.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13886 12955.8 0.0102775 0.0010077 86302.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13760.2 12840.4 0.0102776 0.0010121 86341.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13638.2 12722.4 0.0102932 0.00101279 86203.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13514.9 12606.8 0.0103061 0.00102802 86224.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13393.9 12491.5 0.0102863 0.00100782 86221.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13274 12376.6 0.0102901 0.00101009 86206.9 0
: 92 Minimum Test error found - save the configuration
: 92 | 13154.5 12263.1 0.0103106 0.00101058 86021.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13033.3 12154.4 0.0102961 0.00101153 86164 0
: 94 Minimum Test error found - save the configuration
: 94 | 12917.3 12045.3 0.010299 0.00100983 86122 0
: 95 Minimum Test error found - save the configuration
: 95 | 12803.2 11933.4 0.0104247 0.00102895 85144.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12684.8 11827.5 0.0103218 0.00101591 85966.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12572.2 11720 0.0103147 0.0010165 86038.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12460.9 11610.6 0.0103117 0.00101681 86069.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12345.4 11507.2 0.0103364 0.00102782 85942.4 0
: 100 Minimum Test error found - save the configuration
: 100 | 12235.7 11402.3 0.0103227 0.00101976 85994.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12125.2 11298.7 0.0103245 0.00100781 85867 0
: 102 Minimum Test error found - save the configuration
: 102 | 12017.1 11194.4 0.0103208 0.00100872 85909.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11905.1 11096.5 0.0103183 0.00100976 85942.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11800.4 10995.4 0.0103135 0.001015 86035.2 0
: 105 Minimum Test error found - save the configuration
: 105 | 11695 10893.9 0.0103326 0.00101552 85863.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11587.5 10795.8 0.0103309 0.00101132 85840.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11483.8 10697.3 0.0103257 0.00101771 85948 0
: 108 Minimum Test error found - save the configuration
: 108 | 11380.2 10599.6 0.0103422 0.00101608 85780.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11278.1 10502 0.0103897 0.00103104 85482.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11175.2 10406.7 0.0103456 0.00102038 85788.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11074.3 10312.1 0.0103514 0.00101675 85701.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10974.6 10217.7 0.0103546 0.00101783 85682.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10875.3 10124.4 0.0103458 0.00101391 85727.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10776 10033.2 0.0103598 0.00102421 85693.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10679.2 9941.87 0.0104597 0.00110626 85530.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10582.8 9851.12 0.0103676 0.00102088 85591.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10484.8 9764.66 0.0103642 0.00101829 85599.1 0
: 118 Minimum Test error found - save the configuration
: 118 | 10394.1 9672.43 0.0103643 0.00104013 85798.8 0
: 119 Minimum Test error found - save the configuration
: 119 | 10298 9583.74 0.0104019 0.00103728 85428.1 0
: 120 Minimum Test error found - save the configuration
: 120 | 10204 9496.83 0.0104297 0.00102382 85053.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10112.3 9409.94 0.0103191 0.00101618 85994.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10019.8 9324.65 0.0102924 0.00101079 86191.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9930.04 9238.93 0.0103697 0.00102083 85572.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9837.97 9156.56 0.0103363 0.00100974 85776.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9751.3 9071.36 0.0103388 0.00101628 85814.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9661.81 8988.14 0.0103538 0.00101516 85665.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9574.5 8905.33 0.0104203 0.001018 85085.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9486.08 8825.29 0.0103944 0.00103579 85482.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9400.46 8745.5 0.0103797 0.00103499 85609.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9315.5 8665.04 0.0103657 0.00102344 85632.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9232.35 8583.78 0.0103658 0.00102011 85600.6 0
: 132 Minimum Test error found - save the configuration
: 132 | 9145.55 8507.31 0.0103575 0.00102168 85691.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9063.81 8429.73 0.0103703 0.00101658 85527.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 8980.89 8352.93 0.0103733 0.00101633 85497.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8900.78 8274.6 0.0103542 0.00102074 85712.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8818.85 8198.5 0.0104776 0.00102921 84670.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8739.28 8122.18 0.0103589 0.00102193 85680.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8657.32 8050.31 0.0103754 0.00102138 85525 0
: 139 Minimum Test error found - save the configuration
: 139 | 8579.93 7976.5 0.0104151 0.00103674 85302.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8502.65 7902.42 0.0103565 0.00101809 85668.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8424.23 7830 0.0103569 0.00101329 85620.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8347.12 7759.35 0.0103304 0.00101618 85889.9 0
: 143 Minimum Test error found - save the configuration
: 143 | 8272.26 7686.94 0.0103235 0.00102151 86002.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8195.46 7617.5 0.0103362 0.00102086 85879.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8122.1 7546.38 0.0103429 0.00102046 85814.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8046.54 7477.97 0.0103773 0.00101865 85482.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 7973.8 7409.59 0.0103637 0.00101894 85609.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7901.43 7340.6 0.0103877 0.00103017 85492.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7828.96 7273.28 0.0103965 0.00103422 85449 0
: 150 Minimum Test error found - save the configuration
: 150 | 7757.25 7206.39 0.0103746 0.00102136 85531.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7686.85 7140.02 0.0103467 0.00101888 85765.2 0
: 152 Minimum Test error found - save the configuration
: 152 | 7616.62 7073.07 0.0103848 0.00102448 85467 0
: 153 Minimum Test error found - save the configuration
: 153 | 7546.16 7009.01 0.0103587 0.00101618 85629.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7477.13 6944.74 0.0104081 0.00105299 85515.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7409.92 6880.1 0.0103815 0.00102151 85469.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7340.99 6817.61 0.0104856 0.00104213 84714.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7275.35 6752.61 0.0103981 0.00102309 85333.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7206.54 6691.59 0.0103939 0.0010214 85356.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7141.96 6629.35 0.0104336 0.00103787 85145 0
: 160 Minimum Test error found - save the configuration
: 160 | 7075.1 6569.67 0.0103795 0.00102089 85482.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7013.15 6506.45 0.0103876 0.0010229 85427.5 0
: 162 Minimum Test error found - save the configuration
: 162 | 6946.6 6447.43 0.0103814 0.00102835 85533.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6883.26 6388.39 0.0103759 0.00101622 85473.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6820.8 6328.17 0.0104042 0.00102198 85268 0
: 165 Minimum Test error found - save the configuration
: 165 | 6757.6 6269.54 0.0103881 0.00102328 85426.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6694.76 6213.45 0.0103901 0.00103162 85483.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6635.94 6153.6 0.0103814 0.0010199 85456.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6573.86 6095.47 0.0103862 0.00102366 85446.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6512.74 6041.26 0.0104348 0.00103841 85139.5 0
: 170 Minimum Test error found - save the configuration
: 170 | 6453.07 5983.84 0.0103934 0.00102176 85364 0
: 171 Minimum Test error found - save the configuration
: 171 | 6393.68 5929.52 0.0103992 0.00102797 85367.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6335.42 5873.37 0.0103924 0.00101996 85356.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6276.62 5819.41 0.010391 0.00102157 85384.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6219.06 5765.69 0.0104104 0.00102393 85229.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6160.87 5713.25 0.0103886 0.00102644 85450.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6105.72 5659.38 0.0104967 0.00103881 84585.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6048.84 5606.69 0.0103944 0.00102633 85396.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 5993.97 5552.86 0.0103961 0.00102603 85378.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5937.32 5502.28 0.0104432 0.00104378 85111.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5883.76 5449.65 0.0104128 0.00103049 85266.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5828.08 5400.83 0.0104084 0.0010201 85212.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5775.72 5349.63 0.010401 0.00102814 85352.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5721.25 5300.69 0.0104145 0.00102267 85180.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5670.39 5248.93 0.0103966 0.00102554 85368.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5617.32 5199.92 0.0103894 0.00101911 85376.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5564.77 5151.38 0.0104201 0.00102442 85145.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5513.67 5104.24 0.0104169 0.0010275 85202.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5462.56 5056.26 0.0104009 0.00102298 85306.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5412.52 5009.65 0.0104402 0.00104064 85110.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5362.49 4962.24 0.010407 0.00101764 85202.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5312.48 4916.92 0.0104083 0.00102216 85231.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5265.11 4870.47 0.0104135 0.00103173 85271.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5215.2 4825.4 0.0104143 0.00102384 85193 0
: 194 Minimum Test error found - save the configuration
: 194 | 5167.14 4779.67 0.0104193 0.00102897 85193.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5119.6 4735.94 0.0105259 0.00111752 85030.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5072.98 4690.34 0.0104163 0.00102188 85156.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5025.21 4647.46 0.0104168 0.00102133 85147.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4979.29 4603.93 0.0104191 0.00102269 85139.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4933.08 4561.01 0.0104648 0.00104272 84906.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4887.73 4518.81 0.0104131 0.00102746 85236.3 0
: 201 Minimum Test error found - save the configuration
: 201 | 4842.24 4477.57 0.01041 0.00102665 85257 0
: 202 Minimum Test error found - save the configuration
: 202 | 4799.05 4434.15 0.0104466 0.00102935 84950.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4753.99 4392.75 0.0104297 0.00102772 85088.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4709.58 4352.73 0.0104163 0.00102775 85209.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4666.12 4312.54 0.0104388 0.00102524 84984 0
: 206 Minimum Test error found - save the configuration
: 206 | 4624.23 4271.65 0.0104265 0.00101964 85044.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4580.48 4232.65 0.0104496 0.00102238 84860.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4538.95 4193.54 0.0104396 0.00102814 85003 0
: 209 Minimum Test error found - save the configuration
: 209 | 4496.7 4154.94 0.0104598 0.00104934 85011.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4456.91 4114.82 0.0104455 0.00103003 84966.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4414.08 4076.72 0.0104415 0.00102698 84975.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4374.66 4037.86 0.0104197 0.00102577 85161 0
: 213 Minimum Test error found - save the configuration
: 213 | 4333.7 4000.96 0.0104736 0.00102621 84679.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4293.86 3963.69 0.0104449 0.00103293 84997.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4254.94 3926.37 0.010525 0.00113265 85176 0
: 216 Minimum Test error found - save the configuration
: 216 | 4215.64 3889.7 0.0104306 0.00102526 85058.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4176.4 3853.55 0.0104396 0.00103999 85110 0
: 218 Minimum Test error found - save the configuration
: 218 | 4138.26 3818.81 0.0104344 0.00103464 85108.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4100.49 3783.35 0.0106623 0.00103373 83085.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4063.01 3747.89 0.0104493 0.00102987 84930.5 0
: 221 Minimum Test error found - save the configuration
: 221 | 4026.61 3712.24 0.0104464 0.00103118 84968.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3989.12 3677.53 0.0104425 0.0010258 84955.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3953.36 3641.74 0.0104463 0.00103002 84958.9 0
: 224 Minimum Test error found - save the configuration
: 224 | 3915.87 3609.09 0.0104477 0.00102338 84886.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3880.26 3575.61 0.0104325 0.00102903 85075.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3844.75 3543.19 0.0104557 0.00103228 84894.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3810.11 3510.02 0.0104343 0.00102882 85056.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3775.37 3477.29 0.01044 0.00102743 84993.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3741.37 3443.91 0.0104891 0.00105513 84800 0
: 230 Minimum Test error found - save the configuration
: 230 | 3706.77 3411.71 0.0104582 0.00102824 84836.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3672.75 3380.6 0.0104464 0.00102549 84917.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3639.68 3348.75 0.0104404 0.00102789 84993.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3606.39 3317.74 0.0104496 0.00102896 84919.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3572.72 3288.19 0.0104419 0.0010329 85024.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3541.59 3257.15 0.0105776 0.00104078 83885.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3509.18 3226.18 0.0105385 0.00104489 84267.5 0
: 237 Minimum Test error found - save the configuration
: 237 | 3477.21 3196.95 0.0104833 0.00103116 84636.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3445.67 3166.22 0.0104373 0.0010229 84975.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3414.11 3137.06 0.0105019 0.00103134 84472.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3383.22 3107.96 0.0104462 0.00103056 84965.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3352.16 3079.38 0.0105762 0.00103769 83870.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3321.8 3050.66 0.010493 0.00104022 84630.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3291.62 3022.59 0.0104619 0.00103268 84842.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3261.83 2994.92 0.0104695 0.00103652 84809 0
: 245 Minimum Test error found - save the configuration
: 245 | 3232.01 2967.83 0.0104618 0.00102278 84754.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3203.02 2939.33 0.0104012 0.00102191 85294.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3173.76 2911.93 0.0104318 0.00102612 85055.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3145.02 2885.19 0.0104482 0.00102822 84925.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3116.36 2858.44 0.0104937 0.00105143 84725.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3088.3 2831.95 0.0104339 0.00102912 85063.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3060.26 2805.2 0.0104605 0.00103637 84888.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3032.36 2779.59 0.0104427 0.00103343 85022.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 3004.67 2754.44 0.0104608 0.00102658 84797.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2977.49 2728.71 0.0104476 0.00102527 84904.7 0
: 255 Minimum Test error found - save the configuration
: 255 | 2950.8 2703.1 0.0105747 0.00104086 83911.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2923.72 2677.84 0.010446 0.00102692 84933.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2897.12 2653.51 0.0104558 0.00104181 84980 0
: 258 Minimum Test error found - save the configuration
: 258 | 2871.35 2628.58 0.0104498 0.00102931 84921.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2845.29 2604.35 0.0104812 0.00105324 84853.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2819.34 2580 0.0104685 0.00102808 84741.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2793.38 2557.15 0.0104567 0.00102895 84855.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2768.66 2532.93 0.0104442 0.00102434 84926.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2743.53 2509.4 0.0104419 0.00102103 84918.2 0
: 264 Minimum Test error found - save the configuration
: 264 | 2719 2485.69 0.0104834 0.00102362 84568.7 0
: 265 Minimum Test error found - save the configuration
: 265 | 2693.38 2463.7 0.0105125 0.00103382 84400 0
: 266 Minimum Test error found - save the configuration
: 266 | 2670.31 2440.49 0.0104726 0.00103366 84755.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2645.45 2418.55 0.0104598 0.00102483 84791.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2621.96 2395.95 0.0104794 0.00103381 84695.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2597.46 2374.35 0.0104668 0.00104476 84907.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2574.56 2351.85 0.0104701 0.00102958 84741.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2551.02 2331.38 0.0104788 0.00102794 84648 0
: 272 Minimum Test error found - save the configuration
: 272 | 2527.77 2309.78 0.0104443 0.00102634 84944 0
: 273 Minimum Test error found - save the configuration
: 273 | 2505.78 2288.27 0.0104449 0.00103124 84982.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2482.13 2267.14 0.0104532 0.00103202 84915.4 0
: 275 Minimum Test error found - save the configuration
: 275 | 2459.74 2246.61 0.0105549 0.00103852 84065.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2437.7 2225.29 0.0104765 0.00102918 84680.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2415.46 2205.17 0.0104638 0.00103031 84804.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2393.06 2185.59 0.0104676 0.00103082 84774.3 0
: 279 Minimum Test error found - save the configuration
: 279 | 2371.48 2166.11 0.0104976 0.00104707 84651 0
: 280 Minimum Test error found - save the configuration
: 280 | 2350.26 2145.82 0.0104527 0.00102215 84830.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2328.72 2126.22 0.0104846 0.00102724 84590.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2307.44 2106.24 0.0104498 0.00103134 84939.8 0
: 283 Minimum Test error found - save the configuration
: 283 | 2285.94 2087.34 0.0104712 0.0010284 84720.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2265.67 2067.98 0.0104537 0.00102371 84835.5 0
: 285 Minimum Test error found - save the configuration
: 285 | 2244.88 2049.22 0.0104704 0.00103035 84745 0
: 286 Minimum Test error found - save the configuration
: 286 | 2223.85 2030.35 0.0104677 0.00102867 84754.2 0
: 287 Minimum Test error found - save the configuration
: 287 | 2203.5 2012.42 0.0104928 0.00103238 84563 0
: 288 Minimum Test error found - save the configuration
: 288 | 2183.88 1992.96 0.0104508 0.00102326 84857.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2163.57 1975.13 0.0105149 0.00104483 84476.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2143.66 1957.53 0.0104826 0.00104609 84777 0
: 291 Minimum Test error found - save the configuration
: 291 | 2123.82 1939.31 0.0104809 0.00102798 84630.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2104.7 1922.18 0.0104627 0.00103012 84812.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2084.53 1903.88 0.0104815 0.00103259 84665.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2065.76 1886.8 0.0104591 0.00103035 84846.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2046.74 1869.32 0.0106199 0.00104065 83513.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2027.51 1851.94 0.0104753 0.00102396 84644.6 0
: 297 Minimum Test error found - save the configuration
: 297 | 2008.6 1835.41 0.0104782 0.00102865 84660.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 1990.14 1819.23 0.0104687 0.00103191 84774.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1971.67 1801.93 0.0105117 0.00104817 84535.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1953.49 1786.32 0.0104838 0.00103029 84624.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1935 1769.91 0.0105037 0.00102553 84404.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1917.51 1753.28 0.010475 0.00103141 84713.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1899.26 1737.86 0.0104441 0.00102264 84912.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1881.8 1721.82 0.0104217 0.0010235 85122.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1864.23 1705.91 0.0104509 0.00103038 84920.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1846.59 1690.53 0.0104821 0.00102878 84626.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1829.37 1675.65 0.0104726 0.00103626 84778.2 0
: 308 Minimum Test error found - save the configuration
: 308 | 1812.1 1660.64 0.0104679 0.00102623 84731.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1795.02 1645.16 0.0105017 0.00105492 84684.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1778.57 1630.13 0.010478 0.00102823 84657.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1761.77 1615.07 0.0104991 0.00102782 84466.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1744.92 1600.21 0.0104595 0.00102719 84815.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1728.36 1585.84 0.0104552 0.00103302 84906.4 0
: 314 Minimum Test error found - save the configuration
: 314 | 1712.08 1571.17 0.0104789 0.00103238 84687.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1696.25 1557.37 0.0105909 0.00104995 83849.3 0
: 316 Minimum Test error found - save the configuration
: 316 | 1679.87 1542.72 0.0104652 0.00103302 84816.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1664.25 1528.22 0.0104582 0.00103144 84864.5 0
: 318 Minimum Test error found - save the configuration
: 318 | 1647.87 1514.62 0.0105115 0.00106467 84684.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1632.45 1500.77 0.0104789 0.00103415 84703.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1617.5 1486.81 0.0104868 0.00102448 84546.1 0
: 321 Minimum Test error found - save the configuration
: 321 | 1601.38 1473.56 0.0104725 0.00102916 84715.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1586.36 1460.27 0.0104896 0.0010366 84628.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1571.35 1446.6 0.0104752 0.00103801 84771 0
: 324 Minimum Test error found - save the configuration
: 324 | 1556.08 1433.87 0.0104769 0.00103533 84731.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1541.78 1420.33 0.0104683 0.00102546 84720.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1527.24 1406.35 0.0104806 0.00102967 84647.4 0
: 327 Minimum Test error found - save the configuration
: 327 | 1511.79 1393.77 0.0105163 0.00102872 84321.1 0
: 328 Minimum Test error found - save the configuration
: 328 | 1497.73 1381.03 0.010504 0.00104499 84575.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1483.48 1367.89 0.0104587 0.00102531 84805 0
: 330 Minimum Test error found - save the configuration
: 330 | 1468.6 1356.31 0.0104889 0.00103746 84643.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1454.59 1343.76 0.0104664 0.00103597 84831.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1440.96 1331.21 0.010479 0.00103159 84679.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1427.51 1318.51 0.010462 0.00102508 84773 0
: 334 Minimum Test error found - save the configuration
: 334 | 1413.33 1306.33 0.0105939 0.00112351 84473.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1399.91 1293.99 0.0105017 0.00103313 84490.1 0
: 336 Minimum Test error found - save the configuration
: 336 | 1386.29 1282.25 0.0104808 0.0010236 84591.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1372.83 1270.66 0.0104667 0.00102863 84763.2 0
: 338 Minimum Test error found - save the configuration
: 338 | 1359.44 1259.99 0.0105116 0.00104841 84538 0
: 339 Minimum Test error found - save the configuration
: 339 | 1346.71 1247.59 0.0104712 0.00102942 84729.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1334 1235.52 0.0104583 0.00102937 84844.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1320.98 1224.47 0.0104533 0.00102025 84808.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1308.25 1212.57 0.0104695 0.00102832 84735.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1295.6 1201.11 0.0104785 0.0010322 84689.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1282.89 1190.31 0.0104569 0.00102581 84825.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1270.72 1179.06 0.0104759 0.00102878 84681.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1257.97 1168.38 0.0104857 0.00102878 84593.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1247.27 1157.03 0.0104892 0.00103297 84600.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1233.91 1146.27 0.0105103 0.00104921 84556.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1222.1 1135.85 0.0104854 0.0010264 84575.2 0
: 350 Minimum Test error found - save the configuration
: 350 | 1210.92 1124.83 0.0104848 0.00102837 84598.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1198.62 1114.23 0.0104901 0.00103374 84599.5 0
: 352 Minimum Test error found - save the configuration
: 352 | 1187.07 1103.94 0.0104691 0.00102732 84730.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1175.77 1093.53 0.0104677 0.00102976 84764.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1164.48 1083.84 0.0105914 0.00104348 83787.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1152.83 1073.62 0.0104953 0.00103191 84536.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1142 1063.18 0.0104851 0.00102572 84571.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1130.67 1052.79 0.010487 0.00102482 84547.3 0
: 358 Minimum Test error found - save the configuration
: 358 | 1119.94 1043.56 0.0105866 0.00105495 83930.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1109.32 1033.14 0.0104874 0.00102627 84556.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1097.54 1024.32 0.0104318 0.00102484 85043.6 0
: 361 Minimum Test error found - save the configuration
: 361 | 1087.56 1014.93 0.0104335 0.00103494 85119.6 0
: 362 Minimum Test error found - save the configuration
: 362 | 1077.45 1003.77 0.0104851 0.00103616 84665.9 0
: 363 Minimum Test error found - save the configuration
: 363 | 1066.55 995.071 0.0104959 0.00103462 84555.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1055.99 985.315 0.0104774 0.0010287 84667.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1045.79 975.526 0.0104896 0.00103049 84574.2 0
: 366 Minimum Test error found - save the configuration
: 366 | 1035.43 966.291 0.0105237 0.00102465 84219.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1025.3 956.367 0.0105039 0.0010317 84457.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1014.91 948.138 0.0105244 0.00104525 84395.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1005.51 938.398 0.0104735 0.00103231 84734.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 995.417 929.009 0.0104923 0.00103414 84582.9 0
: 371 Minimum Test error found - save the configuration
: 371 | 985.6 920.532 0.0104981 0.00103951 84579.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 976.02 911.854 0.010474 0.00103544 84758.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 966.532 902.517 0.0104981 0.00102792 84475.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 956.687 894.478 0.0105859 0.00103787 83786.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 947.577 885.545 0.0105033 0.00102959 84444.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 938.117 877.227 0.0104879 0.00102712 84559.8 0
: 377 Minimum Test error found - save the configuration
: 377 | 928.994 868.86 0.0105019 0.00103162 84474.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 919.726 860.1 0.0105184 0.00103286 84338.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 910.832 852.686 0.0107982 0.00104392 82015.4 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.041 843.41 0.0105289 0.00103113 84230 0
: 381 Minimum Test error found - save the configuration
: 381 | 892.983 835.434 0.0105083 0.00102967 84400 0
: 382 Minimum Test error found - save the configuration
: 382 | 884.058 827.525 0.0104987 0.00103235 84509.6 0
: 383 Minimum Test error found - save the configuration
: 383 | 875.271 819.402 0.0105138 0.0010284 84339.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 866.456 811.142 0.0104963 0.00103209 84529.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 857.916 803.304 0.010515 0.00104094 84441 0
: 386 Minimum Test error found - save the configuration
: 386 | 849.452 795.412 0.0104993 0.00103352 84515.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 841.412 786.963 0.0104988 0.00103019 84489.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 832.486 779.754 0.0105002 0.00103444 84514.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 824.406 772.182 0.0105774 0.00103698 83854 0
: 390 Minimum Test error found - save the configuration
: 390 | 816.454 764.762 0.0105093 0.00103547 84443.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 807.925 756.907 0.0105194 0.00103258 84327.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 799.599 749.82 0.0104969 0.00103352 84536.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 792.156 741.924 0.0105109 0.0010344 84419.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 784.061 734.703 0.0106042 0.00103863 83633.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 776.356 727.203 0.010511 0.00103291 84405.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 768.307 719.772 0.0105067 0.00103884 84496.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 760.711 712.612 0.0105043 0.00102851 84425.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 753.334 705.407 0.0105167 0.00102965 84325.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 745.337 698.258 0.0105047 0.00102724 84411 0
: 400 Minimum Test error found - save the configuration
: 400 | 738.225 691.271 0.0105027 0.00103525 84499.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 730.524 684.981 0.0104982 0.00103385 84527.7 0
: 402 Minimum Test error found - save the configuration
: 402 | 723.635 677.021 0.0105158 0.00103469 84378.1 0
: 403 Minimum Test error found - save the configuration
: 403 | 715.846 670.254 0.0104926 0.00102705 84517.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 708.787 663.894 0.0104282 0.00103088 85130.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 701.692 656.952 0.0104528 0.00103039 84904.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 694.357 650.115 0.0105022 0.00103513 84503.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 687.061 644.046 0.0104966 0.00102656 84476.6 0
: 408 Minimum Test error found - save the configuration
: 408 | 680.721 637.282 0.0104778 0.00102692 84648.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 673.486 630.996 0.0104962 0.0010301 84512.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 666.956 624.503 0.0104982 0.00103034 84496.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 659.86 618.045 0.0105003 0.00102921 84467.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 653.479 611.341 0.0105326 0.00104229 84296.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 646.615 604.989 0.0104924 0.00102333 84485.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 639.874 599.308 0.0106177 0.00103256 83462.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 633.85 592.381 0.0104852 0.00102156 84533.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 626.779 586.392 0.0105011 0.00102404 84414.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 620.467 580.485 0.0105556 0.00105988 84248.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 614.249 575.531 0.0104737 0.0010271 84686.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 608.379 569.438 0.0104859 0.00103075 84609.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 601.928 563.045 0.0104872 0.00102714 84565.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 595.953 556.969 0.0105181 0.00103337 84346 0
: 422 Minimum Test error found - save the configuration
: 422 | 589.276 551.348 0.0104986 0.00102988 84489 0
: 423 Minimum Test error found - save the configuration
: 423 | 583.485 544.997 0.0104935 0.00102684 84507.6 0
: 424 Minimum Test error found - save the configuration
: 424 | 577.495 539.252 0.01047 0.00102376 84689.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 571.352 533.573 0.0104709 0.0010295 84733.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 565.643 528.218 0.0104819 0.00102927 84632.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 559.423 523.11 0.0105405 0.00104907 84286.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.049 517.091 0.0104743 0.00102507 84662.7 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.243 511.719 0.0104598 0.00102687 84809.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 542.783 506.235 0.0104823 0.00102415 84583.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 536.82 500.977 0.0104887 0.00102637 84546 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.559 495.135 0.010494 0.00103736 84596.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 525.61 490.055 0.0105742 0.00112261 84641.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 520.397 484.789 0.0104955 0.00103235 84538.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 514.954 479.479 0.0104623 0.00103184 84831.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 509.403 475.295 0.0104862 0.00103462 84642.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.623 469.553 0.0104952 0.00104059 84614.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.082 464.795 0.0105072 0.00103115 84423.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.133 460.043 0.0105084 0.00103056 84407.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 488.978 455.011 0.0104811 0.0010255 84606 0
: 441 Minimum Test error found - save the configuration
: 441 | 483.863 449.716 0.0104881 0.00103075 84590.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 478.639 445.209 0.0104926 0.00102805 84525.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 473.777 440.16 0.0104901 0.00103038 84568.8 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.877 435.461 0.0104785 0.00102859 84656.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.131 430.675 0.0104925 0.00102773 84523.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.247 425.724 0.0104989 0.00102644 84455 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.098 421.662 0.0105235 0.00104412 84394.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.74 417.281 0.010483 0.00102786 84609.9 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.012 412.622 0.010477 0.00102827 84667.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.041 408.104 0.0104919 0.00103057 84554.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.51 403.424 0.0105008 0.00103459 84511.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.084 398.842 0.0104828 0.00102541 84590.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.574 394.421 0.0105864 0.00103939 83795.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.258 390.158 0.0105085 0.00102939 84396.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 417.732 385.962 0.0104973 0.00102886 84491.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.06 381.876 0.0105008 0.00102574 84432.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.153 377.1 0.010508 0.00104712 84559.1 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.342 373.367 0.0104972 0.00102874 84491 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.368 369.097 0.0104738 0.00103042 84715.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.031 364.577 0.0104831 0.00102641 84596 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.775 361.363 0.0104935 0.00102779 84515.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.765 356.816 0.0105118 0.00102771 84351.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.828 353.181 0.0105998 0.00103248 83618.3 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.592 348.833 0.0104942 0.00102847 84515.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.787 344.852 0.010465 0.00102768 84770.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.407 341.024 0.0104984 0.00103024 84493.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.665 337.104 0.010494 0.00104556 84669.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.626 333.627 0.0104803 0.00102847 84639.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.227 329.578 0.0104796 0.00102642 84627.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.1 325.96 0.0105013 0.00103216 84485.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.127 322.203 0.0104839 0.00102523 84578.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.579 318.474 0.0104785 0.00102789 84650.5 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.514 315.19 0.010582 0.00104498 83883.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.379 312.06 0.0104945 0.00103452 84566.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.915 308.286 0.010488 0.00103013 84585.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 333.775 304.393 0.0104824 0.00102654 84603.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.255 300.797 0.0105054 0.00104181 84534.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.378 297.399 0.0104971 0.00102572 84465.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.08 294.002 0.0104751 0.00102606 84664.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 319.483 290.862 0.0104941 0.00102517 84486.6 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.396 287.338 0.0104821 0.00102848 84623.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.875 284.46 0.0104996 0.0010282 84465.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.507 280.965 0.0104984 0.00103056 84496.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.32 278.337 0.0104575 0.00102925 84851 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.15 274.57 0.0104754 0.00102725 84673.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.411 271.7 0.010503 0.00102798 84432.4 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.242 269.425 0.0105163 0.00104193 84438.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.164 264.873 0.0104845 0.00102765 84595.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.766 262.032 0.0104738 0.00102835 84696.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.686 258.943 0.0104933 0.00102873 84526 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.583 256.271 0.0104732 0.00102736 84693.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.53 253.771 0.010476 0.00102605 84656.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.501 250.215 0.0105784 0.00103648 83840.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.344 247.505 0.0104943 0.0010245 84478.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.495 244.594 0.0104858 0.00102531 84562 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.649 241.576 0.0104855 0.00102683 84578.7 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.743 238.563 0.0104826 0.00104411 84759.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.895 235.744 0.0105232 0.0010322 84290.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.848 234.001 0.0104677 0.00103038 84769.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.278 230.503 0.0105012 0.00102908 84458.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.056 228.134 0.010443 0.00102437 84938.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.638 225.783 0.0104923 0.00102576 84508.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.743 222.832 0.0104695 0.00102301 84687.6 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.333 220.108 0.0104867 0.00103391 84631.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.361 217.929 0.0104651 0.00102144 84712.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.835 215.223 0.0104746 0.00103039 84708 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.718 212.704 0.0104984 0.00104828 84655.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.557 209.885 0.0104641 0.00102723 84774.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.732 207.388 0.0104909 0.00102509 84514.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.3 204.878 0.0104849 0.00102734 84588.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.67 202.736 0.0104806 0.0010184 84546.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.511 200.143 0.0104902 0.0010272 84539.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.073 197.464 0.0105804 0.00104569 83903.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.58 195.317 0.0104954 0.00102636 84485.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.7 193.274 0.0104359 0.00102908 85044.6 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.511 190.974 0.0104834 0.00104535 84763 0
: 517 Minimum Test error found - save the configuration
: 517 | 212.966 188.578 0.010423 0.00101786 85060.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.926 186.94 0.0104614 0.00102764 84802.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.572 184.451 0.0104972 0.00102757 84480.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.003 181.984 0.0104875 0.00102469 84541.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.708 180.088 0.0104712 0.00102612 84700.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.574 178.134 0.0104708 0.00103592 84791.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.267 175.854 0.0104771 0.00102985 84681 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.102 173.436 0.0104436 0.00101929 84887.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.817 171.514 0.0104733 0.00102592 84679.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.857 169.449 0.0104759 0.00105796 84944.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.422 167.152 0.0104777 0.00102538 84635.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.692 165.404 0.0104584 0.00102648 84818 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.252 163.563 0.0104852 0.00102557 84570.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.556 161.703 0.0104636 0.00102639 84771.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.097 159.459 0.0104779 0.00102891 84665.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.846 157.633 0.010452 0.00102593 84870.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.963 156.42 0.01057 0.0010381 83929.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.995 154.135 0.0104739 0.0010288 84700 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.705 152.342 0.0104976 0.00102575 84460.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.919 149.928 0.0104922 0.00104281 84661.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.708 148.502 0.0104785 0.00102695 84642.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.636 146.529 0.0104728 0.00102932 84714.7 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.929 144.662 0.0104685 0.00102203 84687.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 164 143.21 0.0103938 0.00101895 85334.6 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.287 141.655 0.0104564 0.00102148 84791.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.121 139.947 0.0104586 0.00102677 84819.5 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.404 138.557 0.0104605 0.00102458 84782.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.831 138.282 0.0104421 0.001024 84942.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.231 135.52 0.0104415 0.00101993 84911.1 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.551 133.781 0.010505 0.00104141 84534.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.443 131.612 0.0104667 0.00103295 84801.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.401 130.923 0.0104705 0.00102279 84676.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.766 128.535 0.0104751 0.00102596 84663.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.898 126.811 0.0104939 0.00102493 84486.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.129 125.36 0.0104731 0.00102293 84654.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.633 123.784 0.0105748 0.0010399 83901.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.758 122.439 0.0104733 0.00102867 84704.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.189 120.752 0.0104879 0.00102527 84543.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.589 119.505 0.0104606 0.00102812 84813.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.067 117.858 0.010503 0.00104496 84584.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.55 116.465 0.0104505 0.00101875 84819.7 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.91 116.057 0.0104716 0.00102611 84696.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.371 114.222 0.0104713 0.0010271 84708.5 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.691 112.404 0.0104718 0.00102663 84699.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.364 110.879 0.0104643 0.00101814 84690.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.514 109.356 0.0104148 0.00102418 85191.6 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.002 108.251 0.010462 0.00102582 84779.7 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.501 107.007 0.0104637 0.00102221 84732.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.997 105.699 0.0104737 0.00102786 84693.3 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.717 104.159 0.0105095 0.00104152 84495.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.291 102.926 0.0104638 0.00102441 84751 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.916 101.531 0.0105288 0.0010353 84268.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.456 100.507 0.0104711 0.00103185 84752.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.055 99.3716 0.0104657 0.00102222 84714.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.82 98.2948 0.0104716 0.00103301 84758.6 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.312 97.0754 0.0105587 0.00103572 84007 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.002 95.8556 0.0104766 0.00102648 84654.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.839 94.7756 0.0104994 0.00103614 84537.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.345 93.5924 0.0104723 0.00102654 84694.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.977 92.2144 0.0105001 0.00103856 84552.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.873 91.0237 0.0104822 0.00103644 84694.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.813 89.7889 0.0104877 0.00102907 84578.6 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.521 89.033 0.0104755 0.00102389 84642 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.134 87.4512 0.0104739 0.00102522 84668.2 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.839 86.385 0.0104793 0.00102708 84636 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.6008 85.858 0.0104953 0.00103704 84582 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.4107 84.3531 0.010475 0.00102776 84681.2 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.2975 83.092 0.0105213 0.00103494 84331.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.9591 82.0991 0.0104845 0.00102972 84613.3 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.1819 81.1862 0.0105124 0.00105297 84571.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0694 80.4426 0.0104832 0.00103099 84636.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.8784 79.9943 0.0104756 0.00103308 84723 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.9483 79.0259 0.0104869 0.0010286 84581.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.8318 77.8482 0.010473 0.00103102 84728 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.8066 76.8201 0.0104918 0.00102349 84492.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.7507 75.9696 0.0105805 0.00103413 83801.2 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.7438 74.7348 0.0104807 0.00102812 84633.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.6509 73.1479 0.0104973 0.00104068 84596.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.472 72.6164 0.0104626 0.00103105 84821.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.2865 71.4149 0.0104964 0.00105062 84694.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.3442 70.5254 0.0104818 0.00102125 84561.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.4636 69.4296 0.0104646 0.0010268 84765.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.3856 68.2993 0.0104819 0.00102457 84590.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4353 67.8305 0.0104699 0.00102601 84710.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.7683 67.5396 0.0104829 0.00103211 84648.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.7966 65.8777 0.0104777 0.00102932 84670.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.8377 65.3431 0.0104853 0.00102783 84589.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.9433 64.2943 0.0104673 0.00102564 84730.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7616 63.1674 0.0104824 0.001024 84581.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.0079 62.3913 0.0105021 0.00104077 84554.4 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.1418 61.5919 0.0105013 0.00102692 84438.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.9364 60.7591 0.010474 0.0010291 84701.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.2769 59.7489 0.010476 0.00102895 84682.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.5331 59.5678 0.0104673 0.0010326 84793.5 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.6576 58.5804 0.0104697 0.00103413 84785.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5993 57.3755 0.0105452 0.00102766 84055.7 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.9047 56.8778 0.010474 0.00102937 84704 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.2397 56.1459 0.0104754 0.00102642 84665.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.1689 55.2244 0.010484 0.0010202 84532.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.3406 54.6255 0.0106621 0.00105127 83239.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.6849 53.9729 0.0104952 0.00102926 84513.7 0
: 618 | 64.8358 54.0835 0.0104278 0.000993586 84798.1 1
: 619 Minimum Test error found - save the configuration
: 619 | 64.1985 52.6766 0.0104771 0.00103144 84695 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3939 51.6929 0.0104575 0.00102863 84845.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.5797 51.1071 0.0104733 0.00102517 84673 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.0932 50.3399 0.0104809 0.00102521 84605.2 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.1613 49.6226 0.0105058 0.00102596 84389.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.4056 48.7988 0.0104756 0.00102852 84682.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7609 48.0931 0.0104962 0.00103257 84534.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.8756 47.5154 0.0105255 0.00104464 84380.4 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1465 46.8831 0.0104978 0.00102859 84484.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.4979 46.3377 0.0104612 0.00102019 84737.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.8845 45.6513 0.0104507 0.00102228 84850.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.3096 45.2183 0.0104748 0.00102845 84688.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.523 44.5993 0.0104946 0.00102276 84461 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.8722 43.6773 0.0105911 0.0010385 83747.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.053 43.219 0.0104862 0.00102742 84577.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.3416 43.0675 0.0104788 0.00102911 84658.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.9184 42.1385 0.0105371 0.00106316 84442.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2313 41.3991 0.010481 0.00102323 84586.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5116 41.2559 0.0104835 0.00103216 84643.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.8203 40.1655 0.0104859 0.00102973 84601.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.2862 39.7007 0.0105129 0.00103129 84374.3 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.7102 39.4991 0.0104803 0.00103012 84654.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1514 38.277 0.0104842 0.00102838 84604.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.4386 38.053 0.0104852 0.00103016 84611.3 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9412 37.8508 0.0104927 0.00102891 84532.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5586 36.9202 0.0104715 0.00102591 84695.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.6817 36.6758 0.0105415 0.00104876 84274.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1834 35.7266 0.0104999 0.00102783 84458.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6546 35.3569 0.0104844 0.00102162 84541.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.1047 34.9527 0.0104869 0.00103034 84597.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.6451 34.9196 0.0104908 0.0010333 84588.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.2176 34.3909 0.0104848 0.00102636 84580.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5758 33.7482 0.0105841 0.00112224 84549.9 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.0407 33.4992 0.0104849 0.00102282 84548 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.6175 32.5682 0.010484 0.00102252 84553.4 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.9135 31.8109 0.0104806 0.00102738 84626.8 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6015 31.6744 0.0105409 0.00104587 84254.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.8633 30.9969 0.0104672 0.00103214 84790.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.4322 30.7281 0.0104921 0.0010301 84548.6 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.8564 30.104 0.0104707 0.00102437 84688.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.4249 29.6339 0.0104867 0.00103051 84601 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.985 29.2232 0.0104761 0.0010306 84696.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4399 28.9501 0.0104846 0.00103089 84622.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.9501 28.4275 0.0104732 0.00102654 84686.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5425 27.7382 0.0104884 0.00102707 84554.9 0
: 664 | 37.1148 28.1624 0.0108302 0.00100352 81411.1 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.7222 27.0367 0.010494 0.0010466 84679.5 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.3616 26.7121 0.0104424 0.00103036 84997.5 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7147 26.3469 0.0105072 0.00103277 84437.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.228 25.9131 0.0104323 0.0010206 85000.6 0
: 669 | 34.9124 26.0953 0.0104513 0.000996426 84612.3 1
: 670 Minimum Test error found - save the configuration
: 670 | 34.5425 25.0363 0.010547 0.00102987 84058.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.1872 24.7138 0.010606 0.00103936 83624 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6062 24.4084 0.0104542 0.00102407 84834.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.3205 24.2145 0.0104252 0.00102513 85106.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.79 24.1065 0.0104845 0.00102983 84614.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.4518 23.6015 0.0105302 0.00104809 84369.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9976 23.2588 0.0105016 0.00102867 84451.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5727 22.8545 0.010501 0.00102931 84462.6 0
: 678 | 31.1743 24.0579 0.0104598 0.000997165 84543.3 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.0627 22.3232 0.0105148 0.00103973 84432.5 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.4135 22.0109 0.0104912 0.00103094 84564.2 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.005 21.5246 0.0105006 0.00102929 84466 0
: 682 | 29.5726 21.639 0.0104592 0.000995716 84535.2 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.2112 21.1047 0.0104939 0.00103102 84540.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.9738 20.605 0.010499 0.00102836 84471.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.6386 20.5118 0.0105249 0.0010456 84394.6 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.2031 19.9492 0.0105066 0.00102699 84391.3 0
: 687 | 27.8144 20.0561 0.0104528 0.000991345 84554 1
: 688 Minimum Test error found - save the configuration
: 688 | 27.5169 19.1598 0.0104937 0.00103627 84589.7 0
: 689 | 27.1935 19.1838 0.0104786 0.000992656 84334.9 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.739 19.1064 0.0104978 0.00103038 84500.7 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.3445 18.7633 0.0105824 0.00103801 83819.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.055 18.5179 0.0105023 0.00103351 84488.1 0
: 693 | 25.7295 18.6896 0.0104534 0.000998806 84615.1 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.488 18.4809 0.0105152 0.0010299 84341.3 0
: 695 | 25.2493 19.4757 0.0104866 0.000996585 84299.5 1
: 696 Minimum Test error found - save the configuration
: 696 | 24.854 17.6394 0.0105003 0.00103718 84539.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.3255 17.3203 0.01049 0.00103242 84588.3 0
: 698 | 24.1971 17.4184 0.010492 0.00100088 84289 1
: 699 | 23.6822 17.5845 0.0104723 0.000996116 84422.6 2
: 700 Minimum Test error found - save the configuration
: 700 | 23.4305 16.7626 0.0105209 0.00103425 84328.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.0734 16.194 0.0105055 0.00103057 84433.5 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.7934 15.8368 0.0105146 0.00102947 84342.6 0
: 703 | 22.4668 16.0874 0.0104732 0.000998285 84433.5 1
: 704 | 22.2247 15.9094 0.0104809 0.000995294 84338.6 2
: 705 | 22.1493 15.9344 0.0104757 0.000997526 84404.2 3
: 706 Minimum Test error found - save the configuration
: 706 | 21.8106 15.4525 0.0105278 0.00103199 84247.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.3319 15.1364 0.0105079 0.00102935 84401.1 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.0698 15.0797 0.010512 0.0010284 84356.1 0
: 709 | 20.8419 15.2164 0.0104784 0.00100051 84406.6 1
: 710 | 20.8134 15.2603 0.0104717 0.000998274 84446.6 2
: 711 | 20.6207 15.4137 0.0105693 0.000996225 83568 3
: 712 Minimum Test error found - save the configuration
: 712 | 20.1088 14.0083 0.0106378 0.00104075 83359.4 0
: 713 | 20.175 14.0826 0.0104903 0.000994925 84251.8 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.5189 13.4241 0.0105108 0.00103175 84397 0
: 715 | 19.1215 13.7284 0.0104661 0.000992214 84442.7 1
: 716 | 18.903 13.9893 0.0104586 0.000995586 84539.3 2
: 717 Minimum Test error found - save the configuration
: 717 | 18.5361 13.3053 0.0105068 0.00103766 84485 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.256 13.2209 0.0105211 0.00102804 84272.4 0
: 719 | 18.0234 13.3922 0.010484 0.000996495 84321.3 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.7823 12.4116 0.0104959 0.00103276 84538.7 0
: 721 | 17.5147 12.7348 0.0104991 0.000998236 84203.3 1
: 722 | 17.443 12.7069 0.0104795 0.000996365 84360.7 2
: 723 | 17.2224 12.8959 0.0104827 0.000995954 84328.2 3
: 724 | 16.9455 13.0215 0.0104731 0.000997665 84428.8 4
: 725 Minimum Test error found - save the configuration
: 725 | 16.7744 12.0776 0.0105468 0.00104588 84202 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.6256 11.8301 0.0105128 0.00102939 84358.1 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.5106 11.7588 0.0105328 0.00104333 84303.6 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.1322 11.5903 0.0104973 0.00103034 84504.2 0
: 729 | 15.9317 11.6865 0.0105179 0.000994715 84005.7 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.6563 11.4256 0.0105168 0.00103992 84415.7 0
: 731 | 15.3078 11.7367 0.0105738 0.00100316 83588.7 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.267 11.1463 0.0105102 0.00103399 84421.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.9763 10.9008 0.0105471 0.00103509 84104.2 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7352 10.4019 0.0105507 0.00106 84292.7 0
: 735 | 14.4923 10.6291 0.0104896 0.000995574 84263.6 1
: 736 | 14.4612 10.6908 0.0104481 0.000994505 84623.7 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.2348 10.3259 0.0105227 0.00103388 84309.9 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.0063 9.9496 0.0105101 0.00103176 84402.7 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.8281 9.74613 0.0105195 0.00103144 84316.3 0
: 740 | 13.7281 9.97234 0.0104726 0.000998085 84436.9 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.5765 9.31413 0.0105299 0.00103138 84223.9 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.2754 9.02598 0.0105083 0.00102947 84398.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.3866 8.73766 0.0105371 0.00103276 84172.3 0
: 744 | 12.9458 8.98346 0.0104844 0.000993435 84290.8 1
: 745 | 12.7308 8.89329 0.0104694 0.000995575 84442.9 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.6721 8.50177 0.0105114 0.00103246 84397.3 0
: 747 | 12.3892 8.78735 0.0104831 0.000998684 84349.1 1
: 748 | 12.362 9.20399 0.0104839 0.000997325 84329.8 2
: 749 | 12.2714 8.67369 0.010474 0.000997436 84419.2 3
: 750 | 11.7973 8.57342 0.0105755 0.00100901 83624.8 4
: 751 Minimum Test error found - save the configuration
: 751 | 11.7122 8.32313 0.0105203 0.00103666 84356.2 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5552 7.9233 0.0105391 0.00104123 84229.2 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.4237 7.59802 0.0105083 0.00103348 84434.4 0
: 754 | 11.1742 8.09563 0.0104854 0.000999545 84336.2 1
: 755 | 11.2577 7.65307 0.0105077 0.00102958 84404.8 2
: 756 | 11.0437 7.6838 0.0105387 0.000995126 83825.7 3
: 757 Minimum Test error found - save the configuration
: 757 | 10.8739 7.14717 0.0105167 0.0010318 84344.2 0
: 758 | 10.8371 7.93386 0.0105011 0.000999755 84198.7 1
: 759 | 10.5785 7.63175 0.0104773 0.000998075 84395.4 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.4473 6.9326 0.0105153 0.00103656 84399.2 0
: 761 | 10.2102 7.11552 0.0104627 0.000996866 84514.7 1
: 762 | 10.0582 7.25686 0.0104957 0.000995175 84206.3 2
: 763 Minimum Test error found - save the configuration
: 763 | 9.97834 6.56899 0.0105047 0.00103231 84456 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.82829 6.47792 0.0105323 0.00103038 84193.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.59571 6.44324 0.0105239 0.0010304 84268.5 0
: 766 | 9.44242 6.56373 0.0104979 0.0010022 84248.3 1
: 767 | 9.61371 6.91398 0.0104874 0.000995995 84287 2
: 768 Minimum Test error found - save the configuration
: 768 | 9.35942 6.39594 0.0105269 0.00103892 84317.6 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.30234 5.839 0.0105074 0.00103125 84422.6 0
: 770 | 9.24758 6.04555 0.0105996 0.000998665 83325.5 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.95817 5.29442 0.0105148 0.00103435 84383.8 0
: 772 | 8.85848 5.42348 0.0104874 0.000998845 84312.1 1
: 773 | 8.83709 5.90964 0.0104792 0.000999296 84389 2
: 774 | 8.8336 5.46462 0.0105116 0.00100227 84128.2 3
: 775 | 8.47278 5.4365 0.0104768 0.000996565 84386 4
: 776 | 8.37635 5.34563 0.0104714 0.00100279 84489.7 5
: 777 Minimum Test error found - save the configuration
: 777 | 8.44466 5.13343 0.0105288 0.00103915 84302.6 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.2448 5.08768 0.0105311 0.00103757 84268.2 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.04268 4.19458 0.010543 0.00104831 84257.7 0
: 780 | 8.07782 4.85415 0.0104837 0.000994824 84308.9 1
: 781 | 7.9432 4.80694 0.0105058 0.00100091 84167.3 2
: 782 Minimum Test error found - save the configuration
: 782 | 7.67575 4.10385 0.0105161 0.00103493 84377.4 0
: 783 | 7.70747 4.66893 0.010491 0.000996354 84258.2 1
: 784 | 7.67517 4.36076 0.0104938 0.000998726 84254 2
: 785 | 7.40445 4.92039 0.0104981 0.000999404 84222 3
: 786 Minimum Test error found - save the configuration
: 786 | 7.57807 4.0092 0.010573 0.00104014 83920.3 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.57466 3.76099 0.0105261 0.00103714 84308.8 0
: 788 | 7.16983 3.90487 0.0105013 0.000997745 84179 1
: 789 Minimum Test error found - save the configuration
: 789 | 7.11722 3.74234 0.0105361 0.00102815 84140.1 0
: 790 Minimum Test error found - save the configuration
: 790 | 6.92888 3.64273 0.0106427 0.00104184 83325.5 0
: 791 Minimum Test error found - save the configuration
: 791 | 6.96642 3.33369 0.0105293 0.00103072 84223.1 0
: 792 | 6.85232 3.37531 0.0104926 0.00100241 84297.6 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.83073 3.07152 0.0105184 0.00103565 84363.9 0
: 794 | 6.82019 3.49029 0.0105089 0.00100066 84137.2 1
: 795 | 6.59466 3.30287 0.0104841 0.000997425 84329 2
: 796 | 6.45381 3.19463 0.0105082 0.00100113 84147.5 3
: 797 | 6.5917 3.34025 0.0104801 0.000999305 84380.7 4
: 798 Minimum Test error found - save the configuration
: 798 | 6.50281 2.93187 0.0105472 0.00103575 84108.7 0
: 799 Minimum Test error found - save the configuration
: 799 | 6.32904 2.80435 0.0105339 0.00103076 84182.7 0
: 800 | 6.37356 3.43936 0.0104984 0.00100194 84241.9 1
: 801 | 6.4044 3.19024 0.0104933 0.000997545 84248.5 2
: 802 | 6.27767 2.9628 0.0104982 0.000998266 84211.4 3
: 803 | 6.10032 2.86853 0.0104782 0.0010029 84430.1 4
: 804 | 6.00541 2.86856 0.0104936 0.000995145 84224.2 5
: 805 | 5.92499 3.05382 0.0104802 0.000995985 84350.6 6
: 806 Minimum Test error found - save the configuration
: 806 | 5.78088 2.51596 0.0105305 0.00103722 84269.9 0
: 807 Minimum Test error found - save the configuration
: 807 | 5.78565 2.45954 0.0105015 0.0010307 84470.5 0
: 808 | 5.89341 3.16414 0.010487 0.00100031 84329.1 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.58381 2.35072 0.0105171 0.00103575 84376.2 0
: 810 | 5.64222 2.72591 0.0105931 0.00100153 83406.5 1
: 811 | 5.47304 3.19353 0.010489 0.000996934 84280.8 2
: 812 | 5.47597 2.68923 0.0104865 0.000995515 84290.6 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.25511 2.22028 0.0105471 0.00106773 84394.2 0
: 814 Minimum Test error found - save the configuration
: 814 | 5.19559 2.13298 0.0105104 0.00103493 84428.3 0
: 815 | 5.2563 2.65581 0.0104573 0.000995686 84552.3 1
: 816 Minimum Test error found - save the configuration
: 816 | 5.08885 2.0595 0.0104915 0.00103333 84583.1 0
: 817 | 4.97074 2.30008 0.0104734 0.000996805 84418.9 1
: 818 | 5.0418 2.29799 0.0104623 0.000996706 84517 2
: 819 | 4.90987 2.69418 0.0104854 0.000996345 84307.7 3
: 820 | 5.11851 2.22957 0.0104774 0.000994354 84361.1 4
: 821 | 5.07038 2.72516 0.0104954 0.000997586 84229.6 5
: 822 | 5.15036 2.30141 0.0104796 0.00100097 84400 6
: 823 | 5.32454 2.63658 0.0104986 0.000996975 84195.7 7
: 824 Minimum Test error found - save the configuration
: 824 | 4.86393 2.03761 0.0105156 0.00104041 84431.1 0
: 825 | 4.59576 2.78119 0.0104762 0.000996304 84388.9 1
: 826 Minimum Test error found - save the configuration
: 826 | 4.57359 1.82293 0.01051 0.00103637 84445.3 0
: 827 | 4.74863 2.31717 0.0104935 0.00100106 84277.7 1
: 828 | 4.7432 2.242 0.010485 0.000998834 84333 2
: 829 | 4.51469 2.02666 0.0105679 0.00107778 84298.6 3
: 830 | 4.4314 2.00016 0.0105205 0.00100175 84044.8 4
: 831 | 4.3429 1.90494 0.01048 0.000997595 84366.9 5
: 832 | 4.25052 2.69743 0.0104781 0.000998685 84393.1 6
: 833 | 4.16771 2.17951 0.0104921 0.000997716 84260 7
: 834 | 4.15646 2.07694 0.0105235 0.000995635 83964.3 8
: 835 | 4.10667 2.21565 0.0104947 0.000999926 84257 9
: 836 | 4.05015 2.38833 0.0104633 0.000995996 84501.5 10
: 837 Minimum Test error found - save the configuration
: 837 | 4.05453 1.79792 0.0105261 0.00104605 84387.9 0
: 838 | 4.15168 2.51008 0.0104794 0.000998845 84383.6 1
: 839 | 4.2553 2.34904 0.0104849 0.00100829 84418.5 2
: 840 | 4.00012 2.05299 0.0104806 0.0010039 84417.3 3
: 841 | 3.92747 1.82463 0.0105196 0.000996186 84003.5 4
: 842 | 3.88983 1.91238 0.0104726 0.000998374 84439.5 5
: 843 | 3.75459 2.18121 0.0104913 0.000998385 84273.3 6
: 844 | 3.85252 1.86721 0.0104786 0.000997286 84376.6 7
: 845 Minimum Test error found - save the configuration
: 845 | 3.67932 1.66822 0.0105258 0.00103538 84295.8 0
: 846 | 3.63097 2.13372 0.0104879 0.000996886 84289.9 1
: 847 | 3.61297 2.01383 0.010497 0.000997815 84218.1 2
: 848 Minimum Test error found - save the configuration
: 848 | 3.76239 1.61652 0.0104976 0.00103641 84556.4 0
: 849 | 3.54839 1.87621 0.0105974 0.000999106 83348.2 1
: 850 | 3.548 2.11468 0.0104729 0.000998335 84436.7 2
: 851 | 3.41469 1.82608 0.0104899 0.000996085 84265.7 3
: 852 | 3.61707 2.02609 0.0104734 0.000996845 84419.3 4
: 853 Minimum Test error found - save the configuration
: 853 | 3.42322 1.56617 0.0127881 0.00105031 68156.2 0
: 854 | 3.37912 1.87102 0.0105132 0.000997714 84073.1 1
: 855 | 3.2961 1.82761 0.0104825 0.00100048 84370.4 2
: 856 | 3.28563 1.85474 0.0105069 0.00100049 84153.4 3
: 857 | 3.25075 1.65043 0.0104744 0.000997895 84419.6 4
: 858 | 3.19447 1.62156 0.0104994 0.000997366 84192.7 5
: 859 | 3.21936 1.92407 0.0104907 0.000997394 84270 6
: 860 | 3.18134 1.9119 0.0104836 0.000998645 84344.3 7
: 861 | 3.23745 1.8448 0.0104832 0.000999526 84355.5 8
: 862 | 3.23417 2.08347 0.0105 0.000998455 84197 9
: 863 | 3.14239 1.85836 0.0104998 0.000999955 84211.8 10
: 864 | 3.16971 2.00051 0.0104828 0.000996585 84332.6 11
: 865 | 3.27073 2.26446 0.0104881 0.000999334 84310.2 12
: 866 | 3.0965 1.79831 0.0104902 0.00100182 84313.2 13
: 867 | 3.02044 1.78635 0.0104684 0.000997595 84470.5 14
: 868 | 3.02949 1.90025 0.0105067 0.000999855 84149.9 15
: 869 | 2.93545 1.99823 0.0105899 0.000998564 83408.9 16
: 870 | 2.94135 2.1053 0.0105037 0.000997175 84152.5 17
: 871 | 3.18545 2.1531 0.010482 0.00100406 84406.1 18
: 872 | 3.19725 3.07795 0.0104861 0.000995366 84292.8 19
: 873 | 3.03016 1.93905 0.0105147 0.000999216 84073.8 20
: 874 | 2.94004 2.17134 0.0104664 0.000998046 84491.6 21
:
: Elapsed time for training with 1000 events: 9.14 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: 0.012 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: 0.82 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.158 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= 3.2959e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07192e+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: 0.0418 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: 0.0371 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: 0.00228 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: 0.0965 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: 0.892 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: 0.023 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00553 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: 0.0389 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00598 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: 0.00335 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00086 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: 0.0114 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: 0.899 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.762 -0.0686 5.07 1.47 | 3.228 3.230
: 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 : -0.170 -0.0577 1.69 1.10 | 3.357 3.341
: 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.