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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.254 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00249 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: 0.000714 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00407 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: 0.000202 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000395 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 = 31598.3
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33186.3 31302.2 0.0100905 0.00100056 88009.6 0
: 2 Minimum Test error found - save the configuration
: 2 | 32764.7 30851.9 0.0102332 0.00109363 87531.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32163.9 30212.3 0.010316 0.00101707 86031.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31431.9 29529.7 0.0103872 0.00101624 85370.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30659 28795.9 0.0103292 0.00101233 85866.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29873 27926.8 0.0102711 0.0010141 86420.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 29142.5 27299 0.0101031 0.000979947 87688.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28656.1 26902.3 0.00997085 0.000966567 88846.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28286.6 26566.4 0.00993391 0.000967348 89220.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27954.5 26258.7 0.0100306 0.000993297 88522 0
: 11 Minimum Test error found - save the configuration
: 11 | 27645.6 25967.9 0.00994192 0.000970646 89173.5 0
: 12 Minimum Test error found - save the configuration
: 12 | 27347.8 25693.8 0.00992101 0.000965637 89331.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27066.3 25426.9 0.00991148 0.000967707 89447.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26790.6 25169.9 0.00992892 0.000965546 89252.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26527.9 24915 0.0102182 0.00102047 86978.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26266.2 24669.1 0.00991682 0.000962967 89347 0
: 17 Minimum Test error found - save the configuration
: 17 | 26009.3 24432.6 0.00991118 0.000962766 89401.3 0
: 18 Minimum Test error found - save the configuration
: 18 | 25761.5 24199 0.00987677 0.000959206 89710.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25522.2 23962.5 0.0098803 0.000965717 89740.6 0
: 20 Minimum Test error found - save the configuration
: 20 | 25279.8 23734.2 0.00996067 0.000975057 89031.2 0
: 21 Minimum Test error found - save the configuration
: 21 | 25040.8 23514.1 0.00994177 0.000984127 89309.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24811.1 23293.3 0.00993399 0.000999587 89541.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24581.1 23077.5 0.0100175 0.000973318 88455.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24356.9 22862.6 0.0098946 0.000963247 89572.1 0
: 25 Minimum Test error found - save the configuration
: 25 | 24133.7 22651.8 0.00988667 0.000954458 89563.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23913.1 22445.2 0.00989265 0.000963396 89593.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23698.7 22238.1 0.00989787 0.000962747 89534.3 0
: 28 Minimum Test error found - save the configuration
: 28 | 23483.3 22036 0.00990138 0.000965258 89524.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 23273.3 21835 0.00990866 0.000967876 89477.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 23062.1 21639.9 0.00993215 0.000967258 89237 0
: 31 Minimum Test error found - save the configuration
: 31 | 22858.3 21443.6 0.00995499 0.000984727 89183.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22654.3 21249.8 0.00991862 0.000964147 89340.8 0
: 33 Minimum Test error found - save the configuration
: 33 | 22452.7 21058.5 0.00997744 0.000967826 88794 0
: 34 Minimum Test error found - save the configuration
: 34 | 22251.5 20872.3 0.00990054 0.000963167 89511.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 22056.3 20685.3 0.00992136 0.000966626 89338.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21859.7 20502.8 0.0100801 0.00112702 89354.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21667.7 20321 0.00992554 0.000965868 89289 0
: 38 Minimum Test error found - save the configuration
: 38 | 21478.1 20139.5 0.00991646 0.000967937 89400.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21290 19959.3 0.00992947 0.000970047 89291.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21099.1 19787.2 0.0100311 0.000973937 88328.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20917.2 19612.5 0.00995825 0.000967187 88977.2 0
: 42 Minimum Test error found - save the configuration
: 42 | 20734.6 19439.1 0.00998662 0.000984538 88868.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20553.8 19267.5 0.00996676 0.000968328 88904.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20373.8 19099.1 0.0100469 0.000975838 88192.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 20197.1 18931.6 0.00995132 0.000973636 89109.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 20020.8 18766.9 0.00994361 0.000971637 89166.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19846.9 18604.4 0.00993288 0.000961928 89176.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19676.9 18440.7 0.00993264 0.000969256 89252 0
: 49 Minimum Test error found - save the configuration
: 49 | 19506 18280.2 0.00994339 0.000970957 89162 0
: 50 Minimum Test error found - save the configuration
: 50 | 19336.1 18123.3 0.00998926 0.000976596 88764 0
: 51 Minimum Test error found - save the configuration
: 51 | 19169.3 17967.8 0.0100346 0.000977696 88330.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 19005.9 17810.6 0.010022 0.000991717 88591.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18842.1 17652.7 0.00997477 0.000974116 88882.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18674.6 17489.9 0.0100473 0.000975167 88182.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18503.7 17332.4 0.0100839 0.000990737 87978.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18351.8 17194.1 0.0100861 0.000987087 87922 0
: 57 Minimum Test error found - save the configuration
: 57 | 18191.1 17041.2 0.0100834 0.000982988 87907.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 18024.9 16883.5 0.010075 0.000984587 88005.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17864.7 16732.4 0.0100833 0.000989068 87967.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17712.1 16585.5 0.0101502 0.000996386 87395.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17554.1 16434.1 0.0101633 0.000996657 87273.2 0
: 62 Minimum Test error found - save the configuration
: 62 | 17399.1 16289.5 0.0101991 0.00101011 87060.3 0
: 63 Minimum Test error found - save the configuration
: 63 | 17245.9 16139.7 0.0101516 0.000995917 87377.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17091.7 15995.5 0.0101692 0.000999707 87245.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16939.1 15850 0.0102833 0.00100524 86225.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16793.2 15701.3 0.0101576 0.000994988 87311.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16637.8 15558.2 0.0101619 0.00100714 87386.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16491 15423.4 0.0101532 0.000995187 87354.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16341.8 15277.3 0.010169 0.000993086 87184.5 0
: 70 Minimum Test error found - save the configuration
: 70 | 16194.5 15138.9 0.0101747 0.0010002 87198.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 16053.3 15001.3 0.0101947 0.00100129 87019.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15907.4 14864.6 0.010175 0.00100371 87228.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15762.1 14730.5 0.0102044 0.00101812 87086 0
: 74 Minimum Test error found - save the configuration
: 74 | 15623.1 14595 0.0102173 0.00100566 86846.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15480.4 14463.8 0.0101887 0.00100143 87077.3 0
: 76 Minimum Test error found - save the configuration
: 76 | 15344.6 14329.8 0.0101909 0.000998077 87024.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15202.4 14202.2 0.0101881 0.00100108 87079.2 0
: 78 Minimum Test error found - save the configuration
: 78 | 15067.7 14073.9 0.0102118 0.000999948 86844.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14933.8 13943.9 0.0102084 0.00100297 86904.9 0
: 80 Minimum Test error found - save the configuration
: 80 | 14797.6 13819 0.0102153 0.0010058 86867.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14666.6 13692.4 0.0102162 0.00100414 86842.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14533.7 13567.8 0.010224 0.00100359 86764 0
: 83 Minimum Test error found - save the configuration
: 83 | 14403.3 13445.3 0.0102593 0.00101918 86578.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14274.3 13324.5 0.0102493 0.00103067 86780.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 14146 13203.7 0.0103059 0.00100938 86053.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14018.2 13085.9 0.0102704 0.00100516 86343.8 0
: 87 Minimum Test error found - save the configuration
: 87 | 13894.8 12966.1 0.0102898 0.00102122 86312.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13768.4 12849.4 0.0102233 0.00100537 86787.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13644.5 12734.3 0.010236 0.00100567 86670.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13522.3 12620.1 0.0103266 0.00100882 85857.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13402.6 12504.6 0.0102451 0.00100154 86546.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13280.5 12392 0.0102252 0.00100281 86745.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13161.6 12281.5 0.010292 0.00102383 86317 0
: 94 Minimum Test error found - save the configuration
: 94 | 13044.2 12169.5 0.0102995 0.00102037 86215.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12926.6 12060.4 0.0102787 0.00100692 86283.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12809.3 11953 0.0102611 0.0010089 86465.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12695.8 11844.6 0.010257 0.00100821 86498.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12582.7 11736.6 0.010238 0.00100554 86650.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12466.8 11634.4 0.0102839 0.00101182 86280.6 0
: 100 Minimum Test error found - save the configuration
: 100 | 12356.4 11527.9 0.0102695 0.00100658 86365.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12244.4 11424.5 0.0102626 0.00100322 86398.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12135.4 11322.9 0.0102598 0.00100722 86462.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 12024.1 11221.3 0.0103379 0.00103419 85987.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11918.5 11119.8 0.0102775 0.00101124 86334.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11809.1 11019.6 0.0103951 0.00102124 85343.3 0
: 106 Minimum Test error found - save the configuration
: 106 | 11704.3 10919.9 0.0102953 0.00100857 86144.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11596.4 10824.4 0.01027 0.00101191 86410.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11493.2 10726.3 0.0102688 0.00100837 86388.9 0
: 109 Minimum Test error found - save the configuration
: 109 | 11391.1 10629.1 0.0102723 0.00100491 86324.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11285.6 10534.6 0.0103731 0.00101756 85511.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11184.8 10440.9 0.0103014 0.00101083 86108.4 0
: 112 Minimum Test error found - save the configuration
: 112 | 11086.9 10343.5 0.0103038 0.00101503 86125.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10982.9 10252 0.0103151 0.0010312 86170.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10885.7 10159 0.0103084 0.00100772 86015.4 0
: 115 Minimum Test error found - save the configuration
: 115 | 10787.1 10067.9 0.0103011 0.0010158 86157.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10689.4 9976.29 0.0102747 0.00101156 86363.6 0
: 117 Minimum Test error found - save the configuration
: 117 | 10592.2 9888.05 0.0102756 0.00101011 86341.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10496.3 9799.95 0.0102714 0.0010119 86397.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10402.1 9712.43 0.0103687 0.00102 85573.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10309.1 9621.96 0.0103121 0.0010142 86040.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10215.2 9535.25 0.0102889 0.00101594 86272.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10121.9 9449.18 0.0102869 0.00101155 86250.3 0
: 123 Minimum Test error found - save the configuration
: 123 | 10030.4 9363.3 0.0103332 0.00102909 85983.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9942.33 9275.4 0.0102842 0.00100881 86250 0
: 125 Minimum Test error found - save the configuration
: 125 | 9849.03 9192.72 0.0104552 0.00110317 85542.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9760.57 9111.05 0.0103298 0.00101202 85856.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9673.54 9025.6 0.0103144 0.00101504 86027.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9584.03 8942.61 0.0103132 0.00101586 86045.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9498.89 8861.41 0.0103124 0.00101962 86088.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9411.63 8780.43 0.0103347 0.00101625 85851.6 0
: 131 Minimum Test error found - save the configuration
: 131 | 9326.06 8700.55 0.0103207 0.00101567 85974.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9241.09 8621.91 0.0103124 0.0010211 86102.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 9158.12 8545.21 0.0103451 0.00102791 85863.1 0
: 134 Minimum Test error found - save the configuration
: 134 | 9075.86 8466.15 0.0104295 0.00106975 85472.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8992.42 8387.3 0.0103609 0.00101973 85642 0
: 136 Minimum Test error found - save the configuration
: 136 | 8910.85 8311.12 0.0103345 0.00101903 85878.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8829.3 8236.3 0.0103192 0.00101773 86008.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8750.04 8159.88 0.0103252 0.00101541 85930.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8669.28 8086.14 0.0103274 0.00101459 85902.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8591.88 8010.09 0.010341 0.00102138 85840.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8513.56 7936.19 0.0103216 0.00101342 85945.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8435.25 7863.85 0.0104405 0.00113331 85954.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8358.97 7793.22 0.0105369 0.00104288 84263.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8281.21 7721.72 0.0103411 0.00101742 85802.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8207.71 7652.01 0.0103843 0.00102376 85464.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 8132.64 7580.52 0.0104361 0.00102332 84990.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8058.46 7510.82 0.0103406 0.00101582 85793.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7985.08 7441.35 0.0103952 0.00103112 85432.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.65 7374.54 0.0103894 0.00101602 85348.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7839.3 7307.22 0.0103525 0.0010182 85705.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7769.64 7237.66 0.0103466 0.00101741 85752.8 0
: 152 Minimum Test error found - save the configuration
: 152 | 7696.83 7171.55 0.0105197 0.00102699 84275.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7626.18 7105.33 0.0104016 0.00104894 85536.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7558.5 7038.6 0.0103577 0.00101915 85666.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7487.29 6975.63 0.0103866 0.00102133 85422.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7420.15 6910.98 0.0103568 0.00101507 85637.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7351.74 6847.07 0.0103452 0.00101669 85759 0
: 158 Minimum Test error found - save the configuration
: 158 | 7285.31 6783.03 0.0104419 0.00106068 85276.4 0
: 159 Minimum Test error found - save the configuration
: 159 | 7218.72 6720.24 0.0103844 0.00103168 85536.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7152.15 6657.59 0.0103765 0.00102107 85511.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7086.22 6598.72 0.0103597 0.00102162 85671 0
: 162 Minimum Test error found - save the configuration
: 162 | 7022.08 6536.38 0.0104351 0.00102382 85004.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6957.69 6475.69 0.0103968 0.00104379 85534.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6893.06 6418.31 0.0103641 0.00101655 85583.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6831.2 6356.39 0.0103854 0.00102447 85461.3 0
: 166 Minimum Test error found - save the configuration
: 166 | 6768.03 6298.42 0.01046 0.00102707 84809.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6705.71 6240.74 0.0103664 0.00102875 85674.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6645.61 6181.11 0.010374 0.00102659 85584.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6583.64 6124 0.0103958 0.00102286 85351.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6522.93 6067.23 0.0103704 0.00102281 85583.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6464.23 6009.84 0.0103706 0.00102296 85582.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6404.08 5954.39 0.0103778 0.00101847 85476 0
: 173 Minimum Test error found - save the configuration
: 173 | 6345.05 5898.19 0.010383 0.00103705 85598.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6287.38 5843.56 0.0103801 0.00102651 85529 0
: 175 Minimum Test error found - save the configuration
: 175 | 6229.78 5787.92 0.0104017 0.00102789 85344.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6171.95 5734.34 0.0103862 0.00102207 85432.8 0
: 177 Minimum Test error found - save the configuration
: 177 | 6114.89 5681.55 0.0103716 0.00102235 85568.4 0
: 178 Minimum Test error found - save the configuration
: 178 | 6059.06 5627.79 0.0104677 0.00103662 84826 0
: 179 Minimum Test error found - save the configuration
: 179 | 6003.89 5575.64 0.0103945 0.00102178 85353.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5948.82 5522.47 0.0103833 0.00102049 85444.4 0
: 181 Minimum Test error found - save the configuration
: 181 | 5892.31 5471.8 0.0103867 0.00102014 85410.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5839.34 5419.92 0.0104087 0.00105505 85528 0
: 183 Minimum Test error found - save the configuration
: 183 | 5785 5369.82 0.0104106 0.00104061 85379.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5733.07 5318.02 0.0104665 0.00103189 84793.8 0
: 185 Minimum Test error found - save the configuration
: 185 | 5679.19 5268.93 0.0104037 0.00102581 85307.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5626.14 5220.76 0.0105381 0.00103504 84183.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5575.52 5169.97 0.0104525 0.00104985 85082.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5523.86 5121.94 0.0104399 0.00102728 84992.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5472.04 5075.19 0.0103932 0.0010274 85417.1 0
: 190 Minimum Test error found - save the configuration
: 190 | 5422.79 5027.61 0.010382 0.00101666 85420.9 0
: 191 Minimum Test error found - save the configuration
: 191 | 5372.89 4979.62 0.0103757 0.001022 85527.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5322.84 4932.53 0.010381 0.00102325 85490.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5273.45 4887.29 0.010425 0.00104069 85248.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5225.31 4840.79 0.0103746 0.00102338 85550.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5176.94 4796.37 0.0104058 0.00102251 85258.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5130.37 4749.51 0.0103806 0.00101975 85462 0
: 197 Minimum Test error found - save the configuration
: 197 | 5080.34 4707.09 0.0104212 0.00102356 85127.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5035.55 4662.91 0.0104 0.00101839 85273.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4988.23 4619.65 0.0103898 0.00102228 85401.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4942.92 4576.4 0.0105993 0.00103241 83621.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4897.51 4532.27 0.0104031 0.00102576 85311.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4851.3 4491.16 0.010397 0.00103214 85425.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4808.22 4447.78 0.0104222 0.00103969 85265.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4762.97 4406.13 0.0103815 0.00101975 85453.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4718.66 4366.22 0.0104989 0.00111117 85217.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4676.17 4324.18 0.0104224 0.00105133 85369.1 0
: 207 Minimum Test error found - save the configuration
: 207 | 4633.13 4284.06 0.0104452 0.00104444 85099.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4589.1 4244.65 0.0105085 0.00102573 84363.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4548.68 4204.37 0.0104163 0.00103472 85273.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4505.81 4165.21 0.0103926 0.0010257 85407.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4464.23 4126.76 0.0103759 0.00102042 85511.1 0
: 212 Minimum Test error found - save the configuration
: 212 | 4423.8 4087.83 0.010431 0.00102903 85088.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4383.48 4048.96 0.010414 0.00104296 85369.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4342.05 4011.92 0.0103924 0.00101909 85348.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4302.26 3975.3 0.0104275 0.00102433 85077.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4264.17 3936.57 0.0104007 0.00102344 85313.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4223.94 3900.35 0.0104072 0.00102877 85302.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4185.21 3864.46 0.0104042 0.00102061 85255.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4146.97 3828.13 0.0104057 0.00102674 85297.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4109.36 3792.23 0.0104273 0.00102075 85047.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4070.69 3758.15 0.0103903 0.00102364 85408.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 4034.78 3722.38 0.0103722 0.00102001 85541.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 3997.85 3686.44 0.0104206 0.00105135 85386.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3960.51 3652.85 0.0103957 0.00102501 85372.8 0
: 225 Minimum Test error found - save the configuration
: 225 | 3924.39 3618.83 0.0105305 0.00112884 85091.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3888.09 3585.74 0.0104136 0.00102361 85197.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3853.21 3552.53 0.010383 0.00102289 85468.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3818.43 3518.95 0.0103901 0.00102094 85386.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3783.67 3485.83 0.0104151 0.00103145 85254.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3748.95 3452.57 0.0105356 0.00117751 85487.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3713.86 3422.02 0.0103886 0.00102336 85422 0
: 232 Minimum Test error found - save the configuration
: 232 | 3680.65 3390.38 0.0103873 0.00102199 85421.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3647.77 3357.37 0.0104563 0.00104552 85008.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3614.22 3326.09 0.0104504 0.00108044 85379.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3581.07 3295.9 0.0104531 0.00102687 84869.9 0
: 236 Minimum Test error found - save the configuration
: 236 | 3549.43 3264.16 0.0104037 0.00102477 85297.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3516.09 3234.35 0.0103842 0.00102011 85433 0
: 238 Minimum Test error found - save the configuration
: 238 | 3484.44 3204.21 0.0104035 0.0010189 85246.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3452.77 3174.7 0.0103852 0.00102143 85435.3 0
: 240 Minimum Test error found - save the configuration
: 240 | 3421.4 3145.58 0.0104168 0.00102322 85164.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3390.77 3115.88 0.0104708 0.00103078 84745.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3359.91 3086.67 0.0103963 0.00102302 85349.2 0
: 243 Minimum Test error found - save the configuration
: 243 | 3328.89 3057.94 0.010442 0.00104422 85126.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3299.1 3029.14 0.010421 0.00102338 85127.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3268.95 3001.2 0.0105105 0.00103831 84457.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3239.19 2973.86 0.0104592 0.00108619 85351.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3209.91 2945.98 0.0103876 0.00102043 85404.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3180.64 2919.06 0.0107371 0.00103304 82439.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3151.77 2892.6 0.0104468 0.00106422 85264.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3123.91 2865.49 0.0104427 0.00102574 84953.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3095.34 2837.96 0.0104098 0.00102205 85217.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3066.8 2811.49 0.0103996 0.00102034 85294.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3038.89 2785.5 0.0104713 0.00104751 84891.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3011.66 2759.27 0.0104387 0.00102754 85005.2 0
: 255 Minimum Test error found - save the configuration
: 255 | 2983.59 2734.8 0.0104491 0.00103145 84947.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.25 2709.29 0.0105013 0.00102518 84422.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2930.44 2684.28 0.0104264 0.00102731 85114.8 0
: 258 Minimum Test error found - save the configuration
: 258 | 2903.28 2659.58 0.0104453 0.00102511 84923.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2877.82 2634.82 0.010406 0.0010216 85247.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2851.69 2610.1 0.0104028 0.00102234 85283.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2826.56 2585.06 0.0103932 0.00102087 85358.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2799.73 2562.16 0.0104134 0.0010208 85173.1 0
: 263 Minimum Test error found - save the configuration
: 263 | 2774.84 2538.02 0.010448 0.00105558 85174.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2750.3 2513.58 0.0104207 0.00102991 85189.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2724.29 2491.06 0.0106525 0.00104433 83262.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2700.02 2468.45 0.0104362 0.00102639 85017.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2675.47 2445.96 0.0104134 0.00102778 85237 0
: 268 Minimum Test error found - save the configuration
: 268 | 2651.4 2423.54 0.0104067 0.00102484 85271 0
: 269 Minimum Test error found - save the configuration
: 269 | 2628.04 2401.4 0.0103986 0.0010201 85301.3 0
: 270 Minimum Test error found - save the configuration
: 270 | 2603.63 2379.42 0.0104853 0.00102882 84597.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2580.23 2356.91 0.0104098 0.00102309 85227 0
: 272 Minimum Test error found - save the configuration
: 272 | 2557.06 2334.9 0.010474 0.00102927 84703.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2533.83 2313.06 0.0104661 0.00104375 84904.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2510.62 2292.41 0.0104224 0.00102479 85127.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2487.86 2271.21 0.0104396 0.00102509 84975.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2465.39 2250.31 0.0104072 0.00101988 85221 0
: 277 Minimum Test error found - save the configuration
: 277 | 2443.22 2229.17 0.0103969 0.00101941 85310.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2420.19 2209.43 0.0104387 0.00102219 84957.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2399.38 2188.77 0.0104105 0.00102721 85257.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2377.08 2169.09 0.0104156 0.0010244 85186.3 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.43 2148.9 0.0103819 0.00102588 85506.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2333.97 2129.45 0.0104189 0.00103304 85234.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2312.41 2109.82 0.0104356 0.00104099 85155.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.74 2090.13 0.0104309 0.00102034 85011.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2270.49 2070.91 0.0105135 0.00103101 84366.4 0
: 286 Minimum Test error found - save the configuration
: 286 | 2249.99 2051.71 0.010412 0.00102141 85192 0
: 287 Minimum Test error found - save the configuration
: 287 | 2228.67 2033.55 0.0104078 0.00102053 85221.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2208.61 2014.63 0.0104037 0.00102464 85296.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2188.62 1995.65 0.0104089 0.00102131 85218.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.08 1978.26 0.0107852 0.0011406 82947.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.07 1960.46 0.0126536 0.00128466 70367 0
: 292 Minimum Test error found - save the configuration
: 292 | 2129.52 1941.06 0.0132134 0.00136755 67534.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2108.52 1924.33 0.0136038 0.00133234 65191.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.72 1906.33 0.0140003 0.00139991 63490.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.48 1888.55 0.0141927 0.00142009 62634.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2050.74 1872.21 0.0113119 0.00102944 77802.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 2032.24 1854.62 0.0104185 0.00102722 85185.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.95 1837.09 0.0103889 0.00102319 85417.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.87 1820.27 0.0104169 0.00102176 85150.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1976.2 1803.54 0.010397 0.00102065 85321.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.63 1787.66 0.0104993 0.00104355 84604.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1939.76 1771.23 0.0105975 0.00103604 83669.3 0
: 303 Minimum Test error found - save the configuration
: 303 | 1921.5 1755.37 0.010556 0.00111993 84781.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.84 1739.48 0.0104531 0.00102524 84855.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1886.67 1722.85 0.010417 0.00102455 85174.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1868.42 1706.92 0.0103872 0.00102417 85442.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1851.18 1691.26 0.0103928 0.0010204 85357.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1833.72 1676.06 0.010408 0.00102034 85218 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.07 1661.14 0.0104088 0.00102263 85231.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1800.14 1645.21 0.0104394 0.00102543 84979.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1782.4 1630.73 0.0104356 0.00104398 85182.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1765.84 1616.05 0.0104103 0.00102387 85229.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1749.38 1601.22 0.0104278 0.00102866 85114.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1733.08 1586.46 0.010434 0.0010285 85056.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.22 1571.82 0.0104037 0.00102129 85265.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1700.05 1558.06 0.0103822 0.00102145 85463.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1684.21 1544.28 0.0104086 0.00102384 85244.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1668.51 1529.3 0.0104209 0.0010261 85153.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1652.58 1515.16 0.0104123 0.00102215 85196.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1636.53 1501.09 0.0104188 0.00102895 85198.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1621.03 1487.26 0.0104471 0.00104135 85053.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1605.69 1473.82 0.0103891 0.00102109 85397.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1590.6 1459.87 0.0105055 0.00112024 85240.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1575.08 1446.26 0.0104106 0.00102976 85279.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1559.9 1433.39 0.0103997 0.00102271 85315.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1544.97 1420.66 0.0104152 0.00102532 85198.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1530.52 1407.33 0.0104425 0.0010234 84934 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.66 1394.63 0.0104109 0.00102621 85245.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.29 1381.81 0.0104128 0.00102637 85229.4 0
: 330 Minimum Test error found - save the configuration
: 330 | 1486.86 1369.03 0.0104292 0.00102923 85106.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1472.63 1356.25 0.0104468 0.00103814 85027.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.57 1343.57 0.0103794 0.00102199 85493.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.34 1331.33 0.0104527 0.0010336 84933.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.73 1318.79 0.0104443 0.00103203 84995.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1416.97 1306.36 0.0104327 0.00102485 85035.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.41 1294.08 0.0104039 0.00102603 85307.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1389.46 1282.53 0.0104005 0.00102465 85325.5 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.25 1270.84 0.0104594 0.00102542 84799.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.01 1259.04 0.0103983 0.00102222 85323.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1349.92 1247.55 0.0104497 0.00103022 84930.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.81 1236.26 0.0104336 0.0010416 85178.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1324.4 1224.4 0.0105924 0.00103254 83682.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.41 1213.03 0.0105456 0.0010385 84147.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.86 1201.45 0.0104236 0.00102675 85135.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1285.91 1191.06 0.01041 0.00102657 85256.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1274 1179.3 0.0104129 0.001023 85198.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.87 1167.8 0.0103894 0.00102021 85385.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1249.16 1157.2 0.0104021 0.00102098 85277.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1237.24 1146.49 0.0104149 0.0010231 85180.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1225.64 1135.51 0.0104212 0.0010267 85155.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.61 1125.23 0.0104883 0.00105731 84826.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.86 1114.48 0.0104473 0.00102716 84924.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.87 1104.58 0.0104371 0.00102867 85030.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1178.75 1093.99 0.0104181 0.00102538 85172.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.13 1083.53 0.0103872 0.00102063 85410 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.82 1073.44 0.0103906 0.0010191 85365.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.73 1063.37 0.010408 0.00102173 85230.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.61 1053.04 0.0104269 0.00102519 85090.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.76 1042.78 0.0105109 0.00103024 84382.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.71 1032.82 0.0104454 0.00103044 84970.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.81 1023.23 0.0104373 0.00104114 85141.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1090.05 1013.46 0.0104133 0.00102252 85190.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1079.52 1003.66 0.0105186 0.00103129 84323.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.87 994.443 0.0103886 0.00102081 85398.6 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.54 985.061 0.0104107 0.00102061 85196.1 0
: 366 Minimum Test error found - save the configuration
: 366 | 1048.76 975.791 0.0104189 0.00102779 85187 0
: 367 Minimum Test error found - save the configuration
: 367 | 1038.2 966.882 0.010443 0.00103382 85023 0
: 368 Minimum Test error found - save the configuration
: 368 | 1028.19 957.146 0.0104562 0.00103536 84917.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.6 948.18 0.01047 0.00103071 84751.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.96 938.925 0.0104126 0.00102271 85197.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.599 930.489 0.0104462 0.00104806 85122.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.251 921.944 0.01039 0.00102079 85385.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 978.82 912.204 0.0104383 0.00102508 84986.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.969 903.589 0.0104218 0.00102515 85137.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 959.215 894.976 0.010413 0.00102238 85191 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.996 886.118 0.0104209 0.00102847 85174.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.645 877.437 0.0104076 0.00102419 85256.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.396 868.919 0.0104 0.00102287 85314.4 0
: 379 Minimum Test error found - save the configuration
: 379 | 922.413 860.436 0.01042 0.00102367 85139.5 0
: 380 Minimum Test error found - save the configuration
: 380 | 913.043 851.918 0.0104135 0.00102066 85171.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.802 844.107 0.0104358 0.00103657 85113.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 895.489 835.174 0.0104202 0.00102321 85134 0
: 383 Minimum Test error found - save the configuration
: 383 | 885.864 827.486 0.0105831 0.00103604 83795 0
: 384 Minimum Test error found - save the configuration
: 384 | 877.537 819.321 0.0104279 0.00104366 85248.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.544 811.946 0.010408 0.00102677 85277.1 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.851 803.008 0.0104242 0.00102316 85097.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.263 795.644 0.0103927 0.00102049 85358.9 0
: 388 Minimum Test error found - save the configuration
: 388 | 843.187 787.935 0.0104635 0.00102464 84756.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.903 779.904 0.0103977 0.00102287 85334.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 826.474 772.396 0.0104331 0.00102186 85005.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 818.43 764.742 0.0104558 0.0010441 85000.4 0
: 392 Minimum Test error found - save the configuration
: 392 | 810.009 757.052 0.0104241 0.00102515 85116.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.853 750.406 0.0104433 0.00102582 84948.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 794.217 742.536 0.0104091 0.00101946 85200.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 786.243 734.885 0.0103946 0.0010199 85336.3 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.272 728.158 0.0103882 0.00101909 85387.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.85 720.212 0.0104013 0.00102834 85351.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.764 713.279 0.0104241 0.00102821 85143.2 0
: 399 Minimum Test error found - save the configuration
: 399 | 755.376 706.001 0.0104825 0.00102567 84594.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 747.613 698.486 0.0104288 0.00102556 85077 0
: 401 Minimum Test error found - save the configuration
: 401 | 740.009 691.747 0.0104378 0.00105562 85268 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.464 684.81 0.010389 0.00102247 85410.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 725.061 678.304 0.0104931 0.0010297 84536.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 718.346 671.581 0.0104051 0.00101852 85228.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.599 664.87 0.010395 0.00102 85333.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.631 657.604 0.0104266 0.0010214 85059.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 696.298 650.783 0.0104685 0.00103158 84773.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 689.619 644.133 0.0104354 0.00102297 84993.8 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.149 637.999 0.0103939 0.00102624 85399.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.353 631.283 0.0103991 0.00102045 85299.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.905 624.324 0.0104485 0.00103948 85025 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.518 618.209 0.0104106 0.00105243 85486.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 655.365 612.007 0.0103867 0.00102162 85423.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.511 606.845 0.0104235 0.00102188 85091.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 642.108 599.666 0.0104328 0.00103269 85105.7 0
: 416 Minimum Test error found - save the configuration
: 416 | 635.341 593.21 0.0104197 0.00102489 85153 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.786 587.793 0.0104385 0.00102543 84988 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.514 580.686 0.0104277 0.00102355 85069 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.916 575.107 0.010374 0.00102022 85526.5 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.832 569.28 0.0104307 0.00105512 85328.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.446 562.661 0.0104144 0.00103662 85308.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 597.215 557.39 0.0106222 0.00104447 83527.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 591.251 551.582 0.0105493 0.00103362 84072.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 585.159 545.587 0.0104167 0.00102277 85161.4 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.971 540.171 0.0104501 0.00102572 84886.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 573.506 534.218 0.0103891 0.00101889 85376.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.2 528.798 0.0104353 0.00102427 85006.7 0
: 428 Minimum Test error found - save the configuration
: 428 | 561.244 523.213 0.0103941 0.00102131 85353.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.498 517.253 0.0104133 0.00102049 85171.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.801 512.094 0.010402 0.00102308 85297.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 544.051 506.418 0.0104639 0.00104115 84900.7 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.518 500.882 0.0104622 0.00104014 84907.3 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.827 496.003 0.0104063 0.00102208 85249.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.19 490.987 0.0103897 0.00102122 85392.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.698 486.081 0.0103921 0.00101924 85352.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 516.863 480.729 0.01039 0.00101632 85345.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 511.348 475.046 0.0104289 0.0010255 85075.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.902 469.924 0.0104187 0.00102327 85147.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.579 465.402 0.0104189 0.00102325 85145.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 495.419 460.076 0.0104252 0.00102301 85086.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.374 455.482 0.0104503 0.0010383 84997.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.067 450.35 0.0104435 0.00102355 84926.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 480.092 445.644 0.0104984 0.00102902 84482.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.91 440.643 0.0103793 0.00101612 85440.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 470.064 435.788 0.010395 0.00101742 85310 0
: 446 Minimum Test error found - save the configuration
: 446 | 465.201 431.753 0.0104125 0.00102222 85194.5 0
: 447 Minimum Test error found - save the configuration
: 447 | 460.186 426.605 0.0104396 0.00103224 85040.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.658 422.055 0.0104566 0.00102207 84794.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.831 417.662 0.0103927 0.00102117 85365 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.995 413.011 0.0103982 0.00102284 85330.3 0
: 451 Minimum Test error found - save the configuration
: 451 | 441.41 407.991 0.0104173 0.0010349 85266.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.677 403.784 0.0104091 0.00102808 85278.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.107 399.269 0.0103823 0.00101686 85420 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.46 395.043 0.0104085 0.00101998 85210.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.261 390.527 0.0104317 0.00102371 85034.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.58 385.961 0.0104208 0.0010271 85163.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 414.168 381.969 0.010423 0.00102204 85097.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.833 377.836 0.0103796 0.00101958 85470 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.705 373.59 0.010379 0.00101834 85464 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.253 369.535 0.0103912 0.00101702 85340.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 397.09 365.182 0.0104172 0.00103388 85257.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 393.04 361.245 0.0104432 0.00102333 84926.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.689 357.628 0.0105162 0.00103244 84355.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.581 353.211 0.0104294 0.00102436 85060.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.65 350.499 0.0104072 0.00102477 85265.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 377.146 345.799 0.0104066 0.00101896 85218.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.597 341.604 0.0103793 0.00101932 85470 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.343 337.628 0.0103773 0.00101634 85461.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.556 334.168 0.010394 0.0010197 85339.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.785 330.42 0.0104089 0.00102103 85216.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 357.011 326.693 0.010455 0.00104418 85008.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.986 322.978 0.0104577 0.00102668 84826.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.572 319.51 0.010399 0.00102174 85312.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.745 315.812 0.0104017 0.00102013 85273.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.875 312.37 0.0104169 0.00102567 85186.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.369 309.481 0.0104094 0.00101712 85176.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.976 305.336 0.0103851 0.00102028 85425.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 331.047 301.869 0.0104154 0.00102913 85230.5 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.555 298.365 0.010425 0.00102618 85117.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 324.101 294.835 0.0104043 0.00101948 85243.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.652 291.651 0.0104498 0.00103951 85013.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.877 287.953 0.010413 0.00102384 85204.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.608 284.908 0.0105032 0.00103583 84500.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.483 282.448 0.0103944 0.00103778 85500.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.181 279.087 0.0104616 0.00102404 84768 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.96 274.885 0.0103954 0.00101983 85328.1 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.382 271.851 0.0104067 0.00102757 85295.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.941 269.146 0.0104201 0.00102339 85136 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.829 265.738 0.0103819 0.00101959 85448.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.848 262.664 0.0103835 0.00102106 85448.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.514 259.773 0.0104699 0.00104159 84851 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.171 256.915 0.010424 0.00102171 85085.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.303 253.422 0.0103861 0.00102074 85421.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.146 251.188 0.0103953 0.00102005 85330.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.192 247.852 0.0104191 0.00101972 85112.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.124 245.204 0.0104312 0.00102284 85030.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.318 242.816 0.0103984 0.00102112 85312.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.204 239.999 0.0104011 0.00102156 85292.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.406 237.675 0.0103679 0.00101646 85548.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.061 234.15 0.0103843 0.0010213 85443.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.88 231.151 0.0104001 0.0010355 85428.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.622 228.443 0.0104335 0.00102115 84995 0
: 503 Minimum Test error found - save the configuration
: 503 | 252.049 225.718 0.010513 0.00103052 84366.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.267 223.13 0.0104138 0.00101855 85149.6 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.567 220.978 0.0103943 0.00102038 85343.3 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.939 217.948 0.0103952 0.00102133 85343.2 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.023 215.862 0.0103857 0.00101534 85375.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.54 213.533 0.0103663 0.00102085 85603.4 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.013 210.802 0.0103622 0.00101766 85611.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.492 208.574 0.0104109 0.00102138 85201.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 231 205.959 0.0104393 0.00104378 85146.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.245 203.444 0.010444 0.00102209 84908.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.652 200.974 0.0104078 0.00103412 85345.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.285 198.443 0.0104503 0.00102688 84894.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.836 195.999 0.010391 0.00101806 85352.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.314 194.393 0.0103692 0.00101777 85548.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.905 191.768 0.0103795 0.00101711 85447.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.679 189.45 0.0103896 0.00101812 85365.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.312 187.509 0.0104081 0.00102186 85231.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.856 184.935 0.0104427 0.00102044 84905.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.626 182.915 0.0104249 0.00104643 85302 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.12 180.723 0.0104095 0.00102504 85247.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.764 179.327 0.0104946 0.00102779 84506 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.821 176.54 0.010376 0.00101605 85470.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.723 174.469 0.0103629 0.00101685 85597.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.406 172.472 0.0104049 0.0010206 85248.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 193.675 170.549 0.0104097 0.00102125 85211.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 191.463 168.147 0.0104349 0.00102126 84983.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.181 165.961 0.0104067 0.00102238 85248.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.827 164.708 0.0103863 0.00102032 85415.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.527 162.654 0.010415 0.00103744 85310.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.659 160.372 0.0104171 0.00102494 85177.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.733 158.569 0.0104165 0.00106967 85590.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.892 156.506 0.0104389 0.0010218 84951.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.51 154.54 0.0104202 0.00102203 85123.2 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.484 152.837 0.0104161 0.00101905 85132.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.009 150.843 0.0103866 0.00102343 85441.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.553 150 0.0103907 0.00102068 85378.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.696 147.41 0.0103902 0.00101913 85369.3 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.822 145.592 0.0103811 0.00101773 85439.7 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.67 144.232 0.0104004 0.00103311 85403.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.776 142.077 0.0104131 0.00102057 85173.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.944 140.588 0.0105209 0.00103505 84336.4 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.056 138.771 0.0104283 0.0010228 85056.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.252 137.321 0.0104058 0.00102265 85259 0
: 546 Minimum Test error found - save the configuration
: 546 | 155.568 135.533 0.0103935 0.00101861 85334.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.701 133.815 0.0103759 0.00101836 85492.4 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.819 132.328 0.0103808 0.0010164 85430.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.152 131.144 0.0103655 0.00102216 85622.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.313 129.414 0.0104033 0.00102944 85343.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.635 128.058 0.0104018 0.00102116 85281.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.967 126.383 0.0104172 0.00102727 85197.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.301 124.382 0.0104081 0.00102343 85245.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.623 123.44 0.0103819 0.00102178 85468.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.056 121.582 0.0103952 0.00101931 85325.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.386 120.384 0.0103872 0.00101795 85385.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.6 118.989 0.0103689 0.00101702 85544.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.262 117.078 0.0103941 0.00101717 85315.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.864 115.652 0.0104117 0.00102374 85215.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.189 114.583 0.0104431 0.00105072 85175.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.659 113.171 0.010398 0.0010236 85339 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.932 112.303 0.0104065 0.00102628 85285.5 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.629 110.38 0.0104889 0.00102793 84557.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.874 109.14 0.0104195 0.0010229 85137 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.248 107.531 0.0103652 0.00101901 85596 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.857 106.573 0.0103581 0.00101585 85632.4 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.558 104.938 0.0104091 0.00102866 85284.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 120 104.345 0.0105133 0.00102981 84356.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.769 102.704 0.0103984 0.00102248 85325.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.982 101.578 0.0104402 0.00106267 85310.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.791 100.05 0.0103987 0.00101993 85299.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.314 98.6541 0.0103939 0.00102307 85371.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.991 97.8905 0.0103753 0.00101648 85480.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.778 96.4635 0.0103965 0.0010287 85398.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.563 95.4458 0.0104196 0.00102117 85120.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.383 94.1966 0.0103921 0.00102127 85371.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.771 92.8951 0.0103858 0.00101926 85410.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.572 91.9016 0.010383 0.00102246 85465.4 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.224 90.626 0.0103803 0.00102063 85473.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.984 89.3356 0.0104091 0.00104862 85465.4 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.704 88.3563 0.0103731 0.00101457 85483.4 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.427 87.7647 0.0104003 0.00101799 85266.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.373 86.1639 0.0105346 0.00102893 84160 0
: 584 Minimum Test error found - save the configuration
: 584 | 99.2985 85.817 0.0104105 0.00102417 85230.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.1884 84.1006 0.0104254 0.00102486 85101.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.8243 82.7496 0.0103774 0.00102005 85494.5 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.5885 81.539 0.0103951 0.00101954 85328 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.4647 80.9279 0.0103691 0.001017 85542.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.3107 79.9526 0.0103703 0.0010138 85501.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.621 79.1523 0.010404 0.00104839 85509.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.335 78.2723 0.0104102 0.00102181 85211.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.1101 76.7945 0.010498 0.00102633 84462 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.9868 76.4691 0.0104094 0.00102068 85208.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9599 75.2367 0.0104166 0.0010322 85248.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0505 73.9602 0.0103701 0.00101916 85552.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.0487 72.8576 0.0103803 0.00102435 85506.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.8583 71.8235 0.0103922 0.00101613 85323.4 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.9117 71.3121 0.010377 0.00102385 85532.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.8503 70.1157 0.0103941 0.00101987 85340.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.0245 69.7193 0.0104332 0.00105037 85262.3 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.1233 68.1685 0.0104054 0.00101789 85219.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.2906 67.5784 0.0103944 0.00102415 85376.5 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.2723 66.4205 0.0104957 0.00102769 84495.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.4455 65.8897 0.0103853 0.00102074 85428.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.4151 65.1219 0.0103524 0.00101503 85676.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.888 64.0257 0.0103708 0.00101623 85520.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.8728 63.3674 0.0103938 0.00102108 85353.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.0624 62.7771 0.0104341 0.0010207 84985.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.9793 61.9308 0.0104126 0.0010216 85188 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.8896 60.4624 0.0104045 0.00105332 85550.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.0435 59.7622 0.0104019 0.00101876 85258.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0932 58.9589 0.0103925 0.00102037 85359.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.3545 58.1441 0.0103697 0.00101531 85520.9 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.5151 57.4399 0.0103758 0.00101802 85489.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.5539 57.1849 0.0103878 0.00101973 85396.1 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.9696 56.1155 0.0104035 0.00102147 85269.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.2127 55.7767 0.0104159 0.00102053 85148.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.397 55.554 0.0104097 0.00102417 85237.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.7045 54.4179 0.0103897 0.0010181 85364.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.8678 52.9372 0.0103897 0.00105154 85670.1 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.9007 52.4656 0.0103733 0.00101454 85481.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.2958 51.9089 0.0103788 0.00101825 85464.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3847 51.0062 0.0105102 0.00103682 84446.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.6416 50.4086 0.0104052 0.00102383 85275.6 0
: 625 | 61.0377 50.7444 0.0103585 0.000986066 85356.4 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.4982 50.0586 0.0103834 0.00101916 85431 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.6588 48.3367 0.0103728 0.00101803 85517.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.843 47.6599 0.0103674 0.00101914 85577.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.2272 47.0343 0.0103752 0.00101519 85470.1 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.495 46.5122 0.0104056 0.00104946 85505.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.9439 46.4194 0.0103781 0.00101868 85475.6 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.1331 45.4728 0.010512 0.00102543 84329.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.5022 44.3164 0.0104044 0.00101924 85241.3 0
: 634 | 54.9037 44.4022 0.0103637 0.000982988 85281.2 1
: 635 Minimum Test error found - save the configuration
: 635 | 54.0149 43.3036 0.0103801 0.00102163 85483.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.3454 42.9069 0.0103844 0.00101914 85422.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.9028 42.0091 0.0103631 0.0010151 85579.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.1394 41.9089 0.010364 0.00101585 85578.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.7726 41.119 0.0104086 0.00101747 85186.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.9911 40.4736 0.0104541 0.00104505 85024.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.2843 39.5478 0.0104083 0.00102224 85232.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.8376 39.3171 0.0104018 0.00102255 85295.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.2139 39.0474 0.010491 0.0010267 84527.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.5508 37.9548 0.0103622 0.00101713 85606.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.8196 37.8821 0.0103771 0.00101649 85464.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.4181 37.311 0.0103813 0.00101524 85414.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.8494 36.5954 0.0103727 0.00102203 85555.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.5204 36.2226 0.0104088 0.00101903 85199.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 46.0183 36.1935 0.010385 0.00102013 85425.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.3672 35.5629 0.0104253 0.00105543 85380.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.5399 34.924 0.0103879 0.00101861 85385.4 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.2604 34.6552 0.010414 0.00102151 85174.4 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.7845 33.9876 0.0104278 0.00106496 85443.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.0143 33.3812 0.0103806 0.00101923 85457.7 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.4457 32.9919 0.0103786 0.00101951 85478 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.9277 32.7512 0.010416 0.00102946 85228.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.4679 32.0349 0.0104069 0.00102184 85241.5 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.9631 31.8737 0.0103872 0.0010201 85405.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.5896 31.0744 0.0103823 0.00102061 85455.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.9748 30.7713 0.0103972 0.00105013 85588.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.5818 30.2298 0.0103702 0.00101613 85524.6 0
: 662 Minimum Test error found - save the configuration
: 662 | 39.1846 29.7899 0.0103951 0.00101733 85308.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.5147 28.8892 0.0104861 0.00102775 84581.4 0
: 664 | 38.3002 28.9798 0.0103561 0.000986708 85384.7 1
: 665 Minimum Test error found - save the configuration
: 665 | 37.7795 28.168 0.0104008 0.00102156 85295 0
: 666 | 37.281 28.4129 0.0103572 0.000982476 85335.5 1
: 667 Minimum Test error found - save the configuration
: 667 | 36.7309 27.7665 0.0103819 0.00101867 85440.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3909 27.3439 0.0103811 0.00101665 85429.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.9621 26.8398 0.0103754 0.0010154 85470.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.4974 26.608 0.0104071 0.00105224 85517.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.0956 25.8969 0.0104206 0.00102304 85128.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.5628 25.3955 0.0104513 0.00102808 84896.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.1565 25.2519 0.0104228 0.00102515 85127.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.7164 24.4625 0.0104009 0.00102527 85327.3 0
: 675 | 33.429 24.6552 0.010331 0.000984327 85591.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 33.0095 23.9293 0.0103784 0.00101739 85460.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.6288 23.5714 0.010376 0.00101826 85490.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.2938 23.2554 0.0103711 0.00101401 85496.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.9324 22.5303 0.010383 0.00101395 85387.2 0
: 680 | 31.4352 22.721 0.0103603 0.000998687 85455.8 1
: 681 Minimum Test error found - save the configuration
: 681 | 30.9647 22.0393 0.010417 0.00102156 85147.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4415 21.3458 0.0104408 0.00102512 84964.4 0
: 683 | 30.0978 21.3795 0.0104455 0.000982816 84542.9 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.7005 20.83 0.0103879 0.0010235 85430.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.3184 20.5022 0.0103688 0.00102177 85588.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.9905 20.3046 0.0103595 0.00101272 85590.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.6671 19.8322 0.0104342 0.00101816 84961.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.2667 19.2974 0.0104453 0.00101694 84850.4 0
: 689 | 27.986 19.4077 0.0103711 0.000985238 85234.5 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.6395 18.9459 0.0104343 0.00104797 85230.4 0
: 691 | 27.1905 20.299 0.0103391 0.000982836 85504.2 1
: 692 | 27.2584 19.2258 0.0103562 0.000983107 85350.5 2
: 693 Minimum Test error found - save the configuration
: 693 | 26.4939 18.3757 0.0103676 0.00102081 85590.8 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.0366 17.8632 0.0103552 0.00101465 85647.8 0
: 695 | 25.9194 18.4325 0.0103398 0.000985117 85518.7 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.4751 17.4204 0.0104079 0.00102447 85257 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.07 16.8422 0.010388 0.00101897 85387.4 0
: 698 | 24.6817 17.2095 0.0103541 0.000982317 85363.1 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.5039 16.5791 0.0103736 0.00101966 85525.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.2821 16.0409 0.0104002 0.00105024 85561.8 0
: 701 | 23.9194 16.1044 0.0103511 0.000984227 85407.5 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.5627 15.7774 0.0103738 0.00101817 85510 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.2119 15.1867 0.0104836 0.00102528 84581.6 0
: 704 | 22.9005 15.3999 0.0103699 0.000985638 85249 1
: 705 | 22.639 15.2875 0.0103605 0.000986947 85346.1 2
: 706 Minimum Test error found - save the configuration
: 706 | 22.3044 14.3598 0.0104173 0.0010209 85139.3 0
: 707 | 21.9978 15.0417 0.0104268 0.000992887 84800.3 1
: 708 | 21.8945 14.3854 0.0103558 0.000982567 85349.5 2
: 709 Minimum Test error found - save the configuration
: 709 | 21.4001 13.739 0.010398 0.00101952 85301.5 0
: 710 | 21.1687 14.7904 0.0103486 0.000999448 85569.3 1
: 711 | 21.1054 13.9503 0.0103419 0.000983208 85481.9 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.7471 13.0286 0.0104075 0.00102195 85237.6 0
: 713 | 20.7709 13.9877 0.010365 0.000987937 85314.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 20.3045 12.857 0.0103982 0.00102449 85345.3 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.6523 12.8255 0.010373 0.00101743 85510.2 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.4235 12.2705 0.0103893 0.00101673 85355.9 0
: 717 | 19.3984 12.4085 0.0103478 0.000982856 85425.3 1
: 718 | 18.9922 12.4999 0.0103192 0.000981947 85678.2 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.7653 12.0081 0.0103771 0.00101534 85453.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.4512 11.8079 0.010432 0.00104945 85265.1 0
: 721 | 18.1673 12.0368 0.0103668 0.000984848 85270 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.9777 11.3128 0.010401 0.00101948 85273.8 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.5768 11.1901 0.0104971 0.00103785 84573 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.3772 11.1599 0.0103887 0.00101739 85366.7 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.2666 10.7315 0.0103924 0.00101581 85319.2 0
: 726 | 16.9884 10.7897 0.0103474 0.000981858 85419.9 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.9301 10.1382 0.0103643 0.00101332 85552.8 0
: 728 | 16.5353 10.4133 0.0103545 0.000985946 85392.3 1
: 729 | 16.328 11.1344 0.0103701 0.000985507 85245.7 2
: 730 Minimum Test error found - save the configuration
: 730 | 16.2744 10.018 0.0115794 0.00221046 85388.2 0
: 731 | 15.8918 10.2915 0.0104839 0.000983258 84205 1
: 732 | 15.7624 10.1168 0.0103928 0.000982148 85009.8 2
: 733 | 15.5705 10.3363 0.0104414 0.000983376 84583.9 3
: 734 | 15.3935 10.5212 0.0103897 0.000981748 85034.1 4
: 735 | 15.0951 10.9645 0.0103398 0.000982018 85490.5 5
: 736 Minimum Test error found - save the configuration
: 736 | 14.9797 9.65357 0.0104805 0.00102851 84637.9 0
: 737 | 14.6258 9.66713 0.0103597 0.000986306 85348 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.7455 9.41306 0.0104087 0.00101984 85207.4 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.64 9.37391 0.0103823 0.0010193 85442.6 0
: 740 | 14.3695 10.0727 0.010409 0.000988728 84923.6 1
: 741 Minimum Test error found - save the configuration
: 741 | 14.2303 9.27247 0.0103891 0.00103006 85479 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.8106 9.10248 0.0103552 0.00101435 85645.7 0
: 743 | 13.6128 10.1593 0.0105482 0.000981636 83624.3 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.4852 8.31729 0.0104454 0.00102035 84880.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.1445 8.09251 0.0104593 0.00102834 84827 0
: 746 | 13.1218 8.66372 0.0103613 0.000984186 85314.2 1
: 747 | 13.145 8.98398 0.0103456 0.000982757 85444.6 2
: 748 | 12.8767 9.42422 0.010401 0.000982247 84936.7 3
: 749 | 12.5861 8.34158 0.0103481 0.000981478 85409.6 4
: 750 | 12.2418 8.37711 0.010376 0.000981428 85155.4 5
: 751 | 12.148 9.14793 0.0103292 0.000981177 85579.8 6
: 752 | 12.3595 9.50609 0.0104471 0.000985567 84553.1 7
: 753 | 11.8378 9.39903 0.0104259 0.000984676 84734.9 8
: 754 | 11.8509 9.38435 0.0103457 0.000981866 85434.8 9
: 755 | 11.5854 8.25906 0.0103689 0.000981527 85220.8 10
: 756 | 11.3522 8.29907 0.0103644 0.000982658 85271.9 11
: 757 | 11.1954 8.7531 0.0103255 0.000973207 85540.4 12
: 758 | 11.0072 8.40747 0.0103215 0.000981656 85654.2 13
: 759 | 11.0211 8.93815 0.0103341 0.000989227 85608.2 14
: 760 | 10.7443 8.77842 0.0104179 0.000986477 84823 15
: 761 | 10.6043 8.42646 0.0103972 0.00100011 85133 16
: 762 Minimum Test error found - save the configuration
: 762 | 10.529 8.01382 0.0104997 0.00102485 84434.4 0
: 763 | 10.4326 9.33589 0.0105086 0.000982787 83982 1
: 764 | 10.4529 8.09505 0.0103882 0.000985567 85082.9 2
: 765 | 10.047 8.87313 0.0103509 0.000983438 85402.4 3
: 766 | 9.90095 8.0362 0.010333 0.000981837 85551.1 4
: 767 | 9.76106 8.70613 0.0105161 0.000977777 83872.5 5
: 768 Minimum Test error found - save the configuration
: 768 | 9.82722 7.64363 0.0103804 0.00102655 85526.6 0
: 769 | 9.55448 9.62294 0.0104735 0.000987236 84332.5 1
: 770 | 9.46766 8.49623 0.0103769 0.000986437 85192.7 2
: 771 | 9.26101 8.66117 0.0104218 0.00103511 85226.7 3
: 772 | 9.09678 7.84093 0.0103845 0.0010089 85327.8 4
: 773 | 8.94047 8.19027 0.0103907 0.000983126 85037.9 5
: 774 | 8.82083 7.6586 0.0103361 0.000980917 85513.7 6
: 775 Minimum Test error found - save the configuration
: 775 | 8.817 7.51223 0.0103776 0.00102156 85506.1 0
: 776 | 8.66498 7.68688 0.0103529 0.000984586 85393.9 1
: 777 | 8.64903 8.53092 0.0103628 0.000982847 85288.2 2
: 778 | 8.65866 7.59356 0.0103573 0.000984977 85358 3
: 779 Minimum Test error found - save the configuration
: 779 | 8.37009 7.2792 0.0105156 0.0011357 85288.6 0
: 780 | 8.25653 7.90515 0.0105094 0.000985896 84002.3 1
: 781 | 8.17058 8.61638 0.0105705 0.000992746 83527 2
: 782 | 8.22675 7.42663 0.0103816 0.000982677 85116.1 3
: 783 | 8.27416 7.34474 0.0105659 0.000991117 83552.5 4
: 784 | 7.77295 7.33771 0.0103778 0.000984446 85166.7 5
: 785 | 7.7287 7.41119 0.0103891 0.000983488 85055.6 6
: 786 | 7.58713 7.40264 0.0103657 0.000983838 85270.6 7
: 787 Minimum Test error found - save the configuration
: 787 | 7.55731 7.07635 0.0103853 0.00102603 85477 0
: 788 | 7.46602 7.33276 0.0103395 0.000981237 85486 1
: 789 | 7.27621 7.10748 0.0103457 0.000989897 85508.5 2
: 790 | 7.22528 7.65667 0.0103433 0.000981947 85457.3 3
: 791 | 7.13676 8.28247 0.0103396 0.000984867 85518.1 4
: 792 | 7.13646 7.71649 0.0103747 0.000984647 85196.2 5
: 793 Minimum Test error found - save the configuration
: 793 | 7.13062 7.07266 0.0104083 0.00102718 85277.2 0
: 794 | 7.02032 7.64645 0.0103729 0.000984286 85209.2 1
: 795 | 6.82447 7.26835 0.0103626 0.000985456 85314 2
: 796 | 6.80226 7.92758 0.0103436 0.000983226 85466.5 3
: 797 | 6.62694 7.12817 0.0103338 0.000982697 85551.5 4
: 798 Minimum Test error found - save the configuration
: 798 | 6.78918 6.9958 0.0103627 0.00101581 85589.6 0
: 799 | 6.55758 7.56195 0.0103464 0.000982817 85437.6 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.60296 6.92347 0.0103908 0.00101782 85351.8 0
: 801 | 6.68659 8.05148 0.0103838 0.000983806 85106 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.39587 6.44384 0.0104367 0.00102256 84978.1 0
: 803 | 6.18385 7.51622 0.0105259 0.000986477 83862.3 1
: 804 | 6.16095 7.62542 0.0103575 0.000984888 85355 2
: 805 | 6.06912 7.17075 0.0103765 0.000981887 85155.6 3
: 806 | 6.0069 7.35516 0.0103593 0.000981878 85311.3 4
: 807 | 5.79484 7.50321 0.0103361 0.000983338 85536.2 5
: 808 | 5.8095 7.08202 0.0103451 0.000983367 85453.9 6
: 809 | 5.8534 8.22546 0.0103682 0.000984217 85251.4 7
: 810 | 5.7919 7.06337 0.010378 0.000982797 85150 8
: 811 | 5.69416 7.28638 0.0103374 0.000982257 85514.6 9
: 812 | 5.52385 7.45381 0.0103962 0.000982627 84983.9 10
: 813 | 5.51976 6.46225 0.0103552 0.000982926 85357.8 11
: 814 | 5.50044 7.5179 0.0103382 0.000982926 85513.4 12
: 815 | 5.37964 7.2789 0.0103269 0.000982717 85614.6 13
: 816 | 5.20281 7.50982 0.0103538 0.000984807 85387.9 14
: 817 | 5.20172 7.21997 0.010365 0.000984076 85279.4 15
: 818 | 5.12341 7.34205 0.0103671 0.000985786 85275.6 16
: 819 | 5.12235 6.91014 0.0103784 0.000984107 85157.8 17
: 820 | 5.08373 6.92956 0.0103576 0.000984336 85348.7 18
: 821 | 4.99052 7.61672 0.0103318 0.000982756 85570.3 19
: 822 | 4.8529 6.70152 0.0103418 0.000982596 85477.4 20
: 823 | 4.81668 7.26427 0.0104329 0.000982097 84649 21
:
: Elapsed time for training with 1000 events: 8.56 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: 0.011 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: 0.813 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.32989e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10598e+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: 0.0291 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0362 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0949 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: 0.875 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: 0.0201 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00268 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00444 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: 0.00226 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000573 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: 0.0959 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.876 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0983 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.719 0.269 6.23 1.65 | 3.190 3.209
: 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 : 0.0382 0.306 2.51 1.20 | 3.379 3.372
: 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.