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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:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3801
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1105
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:137
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: 0.263 sec
: Elapsed time for training with 1000 events: 0.267 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00313 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: 0.000756 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00402 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000391 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31528
: --------------------------------------------------------------
: 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 | 33086.7 31198.3 0.0102353 0.00102757 86883.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32654.1 30649.8 0.0103758 0.00104737 85759.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31936.8 29964.9 0.0102612 0.00102676 86632.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31166.7 29290.1 0.0102683 0.00100322 86345.3 0
: 5 Minimum Test error found - save the configuration
: 5 | 30407.4 28528.1 0.0102567 0.0010046 86467 0
: 6 Minimum Test error found - save the configuration
: 6 | 29575.6 27636.8 0.010282 0.0010674 86818.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 28893.1 27087.4 0.0102505 0.000996138 86445.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28466.1 26723.4 0.0100268 0.000978868 88418.1 0
: 9 Minimum Test error found - save the configuration
: 9 | 28112.9 26409.2 0.00993845 0.000968708 89188.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27795.9 26114.3 0.0099831 0.000991338 88970.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27498.6 25831.8 0.0100033 0.000970158 88562.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27210.8 25562.2 0.0110839 0.000979998 79177.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26934.6 25301.5 0.00994758 0.000975197 89162.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26665.6 25049 0.0100638 0.000979449 88064 0
: 15 Minimum Test error found - save the configuration
: 15 | 26404.5 24802.1 0.00994256 0.000976149 89221.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26150 24559.5 0.00996273 0.000968469 88945.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25900.1 24321.9 0.00990438 0.000964308 89484.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25652.7 24091.6 0.00990972 0.000965427 89442.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25414.7 23861.3 0.00993878 0.000968389 89182.2 0
: 20 Minimum Test error found - save the configuration
: 20 | 25175.2 23638.5 0.0099571 0.00101077 89422.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24941.9 23419.4 0.00997483 0.000971958 88860.5 0
: 22 Minimum Test error found - save the configuration
: 22 | 24714.3 23200.7 0.01053 0.000982289 83790 0
: 23 Minimum Test error found - save the configuration
: 23 | 24488.9 22983.9 0.0117963 0.0016064 78509.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24263.6 22773.3 0.0155853 0.00163378 57341.3 0
: 25 Minimum Test error found - save the configuration
: 25 | 24043.4 22565.4 0.0133618 0.000979548 64608.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23825.1 22361.5 0.0101113 0.00109072 88686.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23612.1 22157.5 0.0106485 0.0010397 83257.4 0
: 28 Minimum Test error found - save the configuration
: 28 | 23400.7 21955.2 0.0100921 0.000974907 87746.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23188.1 21759.6 0.00995072 0.000989788 89276.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 22983.7 21562.2 0.010127 0.000978029 87441.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22779.7 21366.2 0.00995098 0.000971459 89091.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22574 21177.2 0.0101119 0.000990168 87703.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22376.2 20986.6 0.0102232 0.000990758 86651.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22176.1 20801.3 0.0100314 0.000972077 88307.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21981.9 20615.4 0.00997712 0.000971148 88829.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21788.3 20431.3 0.00994538 0.000971018 89142.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21597.2 20248.5 0.00993489 0.000969229 89229.3 0
: 38 Minimum Test error found - save the configuration
: 38 | 21403.8 20073 0.00998276 0.000972588 88788.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 21219.1 19894.8 0.009994 0.000974887 88700.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21033.6 19718.1 0.0101943 0.00100239 87033.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20847.2 19547.2 0.0099686 0.000970679 88909.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20667.3 19374.9 0.00999487 0.000969319 88637.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20486.9 19204.9 0.0099639 0.000967928 88928.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20307.7 19037.8 0.00995241 0.000963559 88999.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 20132.1 18870.4 0.00997553 0.000968079 88815.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19955.7 18705.3 0.00999192 0.000979238 88763.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19781.5 18536.2 0.0100826 0.000990328 87987.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19603 18372.2 0.0100742 0.000986708 88033.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19433.8 18206.6 0.0101162 0.00100866 87839.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19267.2 18050.5 0.0102584 0.00101868 86582.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19098.6 17898.6 0.0101264 0.000997229 87631.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18933.1 17738.3 0.0101243 0.00101742 87845.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18762.9 17575.9 0.0101526 0.000993279 87342.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18594.8 17425.7 0.0102387 0.00100061 86597.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18438.8 17267.1 0.0101384 0.000993338 87479 0
: 56 Minimum Test error found - save the configuration
: 56 | 18274.9 17114 0.0101371 0.000995219 87508.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18110.7 16959.2 0.0101527 0.000995008 87358.2 0
: 58 Minimum Test error found - save the configuration
: 58 | 17955.6 16811.5 0.0101557 0.00099492 87328.5 0
: 59 Minimum Test error found - save the configuration
: 59 | 17796.5 16662.8 0.0102143 0.00102674 87074.3 0
: 60 Minimum Test error found - save the configuration
: 60 | 17636.8 16508.2 0.0102788 0.0010195 86399.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17486 16362.8 0.0102028 0.000997248 86903.8 0
: 62 Minimum Test error found - save the configuration
: 62 | 17326.8 16211 0.0102004 0.00100337 86984.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 17172.9 16070 0.0102144 0.00100339 86852.9 0
: 64 Minimum Test error found - save the configuration
: 64 | 17021.6 15920.9 0.0101934 0.00100106 87028.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16872.3 15774.6 0.0102621 0.00100464 86416.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16718.9 15636.2 0.0102482 0.00100356 86536.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16570.5 15491 0.010233 0.00100975 86737.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16420.9 15352.2 0.0102301 0.000999797 86670.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16273.4 15213.9 0.0102745 0.00100715 86324.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 16130.2 15073 0.0102884 0.00103988 86500.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15983.1 14939.2 0.0102595 0.00101198 86510 0
: 72 Minimum Test error found - save the configuration
: 72 | 15842 14800.5 0.0102547 0.00100393 86479.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15699.5 14666 0.0102463 0.00100558 86573.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15557 14532.7 0.0106235 0.00106351 83682 0
: 75 Minimum Test error found - save the configuration
: 75 | 15417.3 14402.2 0.0102389 0.00100319 86620.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15280.2 14270.3 0.0102427 0.0010053 86604.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15143 14140.2 0.0102767 0.00103325 86548.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 15007.2 14011.6 0.0102565 0.00100828 86502.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14872.6 13884.7 0.010336 0.00101665 85843 0
: 80 Minimum Test error found - save the configuration
: 80 | 14738 13760.5 0.0107002 0.00105966 82982.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14606.4 13636.9 0.0103146 0.00100847 85964.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14476.5 13513.4 0.0102542 0.00100347 86479.5 0
: 83 Minimum Test error found - save the configuration
: 83 | 14347.4 13389.2 0.0102535 0.00100331 86484.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14217.1 13269.2 0.010271 0.00100461 86333.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14091.9 13146.9 0.010228 0.0010021 86712.3 0
: 86 Minimum Test error found - save the configuration
: 86 | 13963.3 13029.3 0.0102462 0.00100443 86563.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13839.3 12911.1 0.0102564 0.00100843 86505.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13714 12796 0.0102442 0.00100782 86613.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13592.8 12678.8 0.010332 0.00101367 85852.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13470 12564.6 0.0103749 0.00101704 85489.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13349.2 12451.5 0.0102861 0.00102539 86386.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13230.3 12338 0.0102723 0.001008 86353.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13110.6 12226.7 0.010303 0.00100495 86039.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12995 12113.7 0.0103619 0.00110009 86376.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12875.8 12005.5 0.0102769 0.00101188 86346.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12761.1 11897.1 0.0102798 0.00101526 86350.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12646.8 11789 0.0102771 0.00100949 86321.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12532.8 11682.8 0.0103275 0.00103413 86082.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12421.1 11576.1 0.0103209 0.001013 85948.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12307.8 11472.9 0.0103891 0.00101716 85361.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12200 11366.4 0.0103261 0.00102566 86017.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12087.5 11265.1 0.0102715 0.00100915 86371.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 11979.7 11163.3 0.0102938 0.00101131 86183.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11872.8 11061.1 0.0102756 0.00101746 86410.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11766.1 10959.7 0.0102886 0.00101033 86223.4 0
: 106 Minimum Test error found - save the configuration
: 106 | 11658.2 10862.3 0.0102908 0.00101116 86209.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11556.5 10761 0.0102845 0.00100796 86239.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11449.1 10665.4 0.0103691 0.00101287 85504.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11347.6 10568.3 0.0102826 0.00100898 86266.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11245.8 10471.5 0.0103039 0.0010087 86066.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11142.2 10378.8 0.0103642 0.00103138 85718.7 0
: 112 Minimum Test error found - save the configuration
: 112 | 11044.8 10282.4 0.0103156 0.00102069 86068.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 10943.7 10189 0.0103009 0.00101144 86118.9 0
: 114 Minimum Test error found - save the configuration
: 114 | 10844.6 10097 0.010298 0.00101337 86164 0
: 115 Minimum Test error found - save the configuration
: 115 | 10746.9 10005.4 0.0103893 0.0010189 85375.4 0
: 116 Minimum Test error found - save the configuration
: 116 | 10651 9913.11 0.0102864 0.00101023 86242.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10553.4 9823.74 0.0102674 0.00100996 86416.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10458.1 9735.01 0.0103346 0.00101765 85865.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10365.2 9644.75 0.0103193 0.0010141 85973.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10270.7 9556.55 0.0103184 0.00101695 86007.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10176 9471.87 0.0103752 0.00106266 85905.8 0
: 122 Minimum Test error found - save the configuration
: 122 | 10086 9384.64 0.0103503 0.0010176 85720.5 0
: 123 Minimum Test error found - save the configuration
: 123 | 9994.3 9298.79 0.0103094 0.00101351 86059.2 0
: 124 Minimum Test error found - save the configuration
: 124 | 9903.87 9213.81 0.0103501 0.00104435 85968.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9814.08 9129.58 0.0103436 0.00102149 85817.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9724.59 9047.04 0.010383 0.00101347 85382.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9637.79 8963.23 0.0103688 0.00104987 85846.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9549.36 8881.79 0.0104407 0.00105037 85194.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9462.09 8802.01 0.0104806 0.00115029 85742.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9379.02 8719.11 0.0104067 0.00102793 85298.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9291.55 8640.2 0.01044 0.00104166 85121.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9208.38 8560.5 0.010367 0.00102527 85637.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9123.71 8483.02 0.0103849 0.00102942 85511.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9040.91 8406.13 0.0103865 0.00104608 85649.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8960.31 8327.78 0.010454 0.00102396 84835 0
: 136 Minimum Test error found - save the configuration
: 136 | 8876.78 8253.24 0.0103842 0.00102223 85451.8 0
: 137 Minimum Test error found - save the configuration
: 137 | 8797.6 8177.1 0.010447 0.00103645 85011 0
: 138 Minimum Test error found - save the configuration
: 138 | 8717.96 8101.13 0.0103867 0.00102186 85425.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8637.82 8027.06 0.0103539 0.00101984 85708 0
: 140 Minimum Test error found - save the configuration
: 140 | 8558.78 7954.4 0.0104942 0.00102237 84460.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8481.79 7881.07 0.0103838 0.00102303 85462.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8404.34 7808.81 0.0103503 0.00102058 85747.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8328.07 7736.78 0.0103548 0.00102143 85713.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8252.43 7665.13 0.0105359 0.00114146 85156.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8176.6 7595.01 0.010369 0.00101921 85563.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8102.61 7524.83 0.0103464 0.00101885 85767.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 8028.23 7455.94 0.0104381 0.00103226 85053.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7955.45 7387.06 0.0106321 0.00111781 84083.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7882.42 7319.53 0.0103993 0.00102446 85335 0
: 150 Minimum Test error found - save the configuration
: 150 | 7810.68 7252.17 0.0103733 0.00101765 85509.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7739.69 7185.06 0.010394 0.00102142 85355.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7668.32 7119.52 0.0103634 0.00102181 85638.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7599.41 7052.85 0.0103909 0.0010182 85354.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7528.65 6988.97 0.0104327 0.00102807 85064.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7460.61 6924.48 0.0104586 0.00102665 84817.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7392.58 6860.14 0.0104644 0.00102622 84762.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7325.02 6796.43 0.0104854 0.00114461 85645.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7258.41 6732.8 0.010449 0.00102696 84907.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7191.06 6671.2 0.0103919 0.0010229 85388.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7125.26 6610.07 0.0104789 0.00102679 84637.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7059.3 6550.91 0.0103968 0.00102142 85330.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6997.12 6488.18 0.0103639 0.00102314 85646.5 0
: 163 Minimum Test error found - save the configuration
: 163 | 6931.22 6428.74 0.0103766 0.00102024 85503.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6869.8 6367.03 0.0104171 0.00103128 85235.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6804.33 6309.49 0.0103835 0.00101834 85423.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6742.74 6251.18 0.0104163 0.00102429 85178.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6681.28 6192.99 0.0104168 0.00102384 85170.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6619.45 6135.9 0.0104948 0.00103038 84527.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6558.45 6079.76 0.0103745 0.00102053 85524.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6499.19 6022.79 0.010741 0.00104226 82484.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6439.51 5966.3 0.0104515 0.00104257 85025.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6379.52 5911.39 0.0103491 0.0010197 85750.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6320.97 5856.88 0.0103816 0.00101848 85441.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6263.41 5801.88 0.0103517 0.00101524 85685.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6206.13 5747.18 0.0104953 0.00105966 84784.7 0
: 176 Minimum Test error found - save the configuration
: 176 | 6148.48 5693.71 0.0105106 0.00106241 84672.7 0
: 177 Minimum Test error found - save the configuration
: 177 | 6091.63 5641.02 0.0106878 0.00105116 83016.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6036.54 5587.58 0.0104681 0.00102554 84723 0
: 179 Minimum Test error found - save the configuration
: 179 | 5979.93 5535.85 0.010427 0.00102504 85088.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5925.03 5484.64 0.0105035 0.00102804 84428.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5869.96 5434.46 0.0105045 0.00104827 84600.2 0
: 182 Minimum Test error found - save the configuration
: 182 | 5817.41 5382.72 0.010374 0.00101573 85486 0
: 183 Minimum Test error found - save the configuration
: 183 | 5762.03 5333.76 0.01041 0.00102667 85257.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5711.25 5282.41 0.0104312 0.00103204 85113.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5656.75 5233.78 0.0104384 0.00102601 84994.3 0
: 186 Minimum Test error found - save the configuration
: 186 | 5604.86 5185.24 0.0105183 0.00105836 84566.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5552.99 5137.6 0.0104577 0.00102905 84848.1 0
: 188 Minimum Test error found - save the configuration
: 188 | 5502.31 5089.52 0.0106672 0.0010273 82988.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5451.68 5041.77 0.0104453 0.00102462 84919.3 0
: 190 Minimum Test error found - save the configuration
: 190 | 5400.89 4995.03 0.0104094 0.00102521 85249.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5351.38 4948.51 0.0104068 0.00104213 85427.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5302.22 4902.02 0.0106423 0.00104118 83323.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5253.06 4856.27 0.0104242 0.00102521 85115.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5204.58 4811.12 0.010479 0.00103334 84694.5 0
: 195 Minimum Test error found - save the configuration
: 195 | 5156.87 4765.82 0.0104536 0.00102634 84860.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5108.78 4721.99 0.010507 0.00109552 85002.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5062.14 4677.3 0.0104161 0.00104748 85391.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5015.61 4633.74 0.011377 0.00121296 78709.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4968.38 4591.11 0.0123391 0.00121414 71910.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4923.13 4548.41 0.012808 0.00127927 69392.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4877.75 4505.86 0.01286 0.00131306 69282.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4833.38 4463.02 0.0107442 0.00102998 82353.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4787.76 4422.15 0.0104759 0.00104589 84835.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4743.75 4381.22 0.0106783 0.00103194 82933.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4699.89 4341.48 0.0105463 0.00102898 84056.8 0
: 206 Minimum Test error found - save the configuration
: 206 | 4657.98 4299.82 0.010401 0.00103751 85438.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4614.64 4259.15 0.010437 0.00102732 85018.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4571.72 4219.72 0.0103783 0.00102317 85514.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4529.12 4180.77 0.0104117 0.00103355 85305 0
: 210 Minimum Test error found - save the configuration
: 210 | 4488.13 4141.55 0.0105056 0.00105184 84622.6 0
: 211 Minimum Test error found - save the configuration
: 211 | 4446.86 4103.25 0.0104326 0.00103327 85112.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4405.98 4064.65 0.0103961 0.00102477 85366.7 0
: 213 Minimum Test error found - save the configuration
: 213 | 4365.36 4026.35 0.010563 0.00110399 84575.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4325.2 3988.73 0.0107486 0.00103235 82335.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4284.44 3953.33 0.0105634 0.00105284 84117.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4246.75 3915.56 0.0104575 0.00104611 85003.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4206.93 3879.49 0.0104299 0.00102559 85067.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4169.26 3842.49 0.0104178 0.00102515 85173.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4130.8 3806.12 0.0106794 0.00104773 83059.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4092.17 3771.03 0.0105864 0.00104886 83879.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4053.96 3737.9 0.0103782 0.00101913 85478.4 0
: 222 Minimum Test error found - save the configuration
: 222 | 4018.05 3702.78 0.0104301 0.00106181 85394.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3981.66 3667.87 0.0104642 0.00103105 84807.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 3944.93 3633.18 0.0105244 0.00107615 84671.6 0
: 225 Minimum Test error found - save the configuration
: 225 | 3908.68 3599.45 0.0106592 0.00103299 83106.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3873.56 3565.41 0.01053 0.00103171 84225.7 0
: 227 Minimum Test error found - save the configuration
: 227 | 3837.1 3532.84 0.0104232 0.00102111 85087.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3802.64 3500.04 0.010401 0.00102055 85283.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3768 3467.3 0.0104605 0.00106579 85154.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3733.58 3435.21 0.0103806 0.00102112 85475 0
: 231 Minimum Test error found - save the configuration
: 231 | 3699.93 3402.63 0.0104469 0.00102685 84924.9 0
: 232 Minimum Test error found - save the configuration
: 232 | 3665.86 3371.94 0.010452 0.00103187 84924.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3632.81 3340.61 0.0105536 0.00108206 84463.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3599.57 3309.1 0.0106453 0.00103797 83269.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3566.51 3278.89 0.010414 0.00102224 85180.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3534.76 3247.84 0.010395 0.00101969 85330.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3502.69 3216.93 0.0103869 0.00102058 85412.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3470.4 3187.14 0.0104105 0.00103677 85344.5 0
: 239 Minimum Test error found - save the configuration
: 239 | 3438.54 3158.06 0.010501 0.00106031 84739.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3407.66 3128.85 0.0104117 0.00103187 85289.2 0
: 241 Minimum Test error found - save the configuration
: 241 | 3376.4 3100.25 0.0103968 0.00102305 85344.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3346.3 3071.01 0.0107757 0.00119979 83542.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3315.28 3043.01 0.0105878 0.0010283 83686.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3285.49 3014.85 0.0104453 0.00102645 84935.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3256.21 2986.09 0.0106548 0.00125256 85086.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3226.66 2957.6 0.0104373 0.00102542 84998.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3196.69 2930.33 0.0104256 0.00102214 85075.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3167.15 2904.55 0.0103957 0.00102467 85369.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3139.6 2876.54 0.0104779 0.00105285 84880.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3110.38 2850.07 0.0104514 0.00102446 84863.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3081.83 2824.45 0.010503 0.00104549 84589 0
: 252 Minimum Test error found - save the configuration
: 252 | 3054.64 2797.79 0.0104276 0.00102425 85076.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3026.81 2771.95 0.01057 0.00102914 83849.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2999.2 2745.93 0.0103985 0.00102185 85318 0
: 255 Minimum Test error found - save the configuration
: 255 | 2971.63 2720.82 0.0104491 0.00102669 84904.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2945.5 2695.16 0.0104395 0.00102553 84980.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2918.29 2670.29 0.0104018 0.00102668 85332.4 0
: 258 Minimum Test error found - save the configuration
: 258 | 2891.96 2645.97 0.0105054 0.00102516 84385.8 0
: 259 Minimum Test error found - save the configuration
: 259 | 2866.19 2620.39 0.0104403 0.00104051 85107.8 0
: 260 Minimum Test error found - save the configuration
: 260 | 2839.68 2596.4 0.0104042 0.00102045 85253.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2813.52 2573.22 0.0104932 0.00103107 84547.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2789.21 2548.88 0.0104116 0.00102448 85222.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2763.17 2526.01 0.010461 0.00103189 84843.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2738.71 2502.31 0.0103983 0.00102406 85339.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2713.93 2478.78 0.0105296 0.00103392 84248.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2688.94 2456.35 0.0104613 0.00103136 84835.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2665.04 2433.24 0.0104306 0.00104451 85232.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2640.29 2411.25 0.0104175 0.00104892 85392.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2616.87 2389.08 0.0104352 0.0010499 85240.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2592.71 2367.34 0.0105042 0.00106322 84736.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2569.23 2346.33 0.010615 0.00112916 84336.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2547.27 2323.65 0.0107436 0.00105375 82560.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2522.5 2303.21 0.0106782 0.0010539 83122.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2500.67 2281.88 0.0104972 0.00103741 84568.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2477.49 2260.67 0.0104515 0.00102421 84859.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2454.94 2240.36 0.0103976 0.00101983 85307.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2433.4 2218.74 0.0104003 0.00102231 85306.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2411.1 2197.86 0.0103912 0.00102155 85381.7 0
: 279 Minimum Test error found - save the configuration
: 279 | 2388.3 2178.48 0.0104494 0.00104621 85077.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2367.3 2158.15 0.0105591 0.00111187 84680.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2345.29 2138.4 0.0105272 0.0011025 84883.4 0
: 282 Minimum Test error found - save the configuration
: 282 | 2323.85 2119.47 0.0104701 0.00103117 84755.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2303.12 2099.5 0.0104245 0.00102411 85103.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2281.89 2079.96 0.0115737 0.00132818 78082.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2261.32 2060.39 0.0112143 0.00107226 78879.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2240.39 2041.54 0.0106845 0.00104317 82975.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2219.63 2022.82 0.0115385 0.0010661 76391.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2199.05 2004.94 0.0109529 0.00103733 80681.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2179.21 1986.55 0.0105933 0.00105567 83878.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2158.7 1969 0.0104411 0.00103441 85045.9 0
: 291 Minimum Test error found - save the configuration
: 291 | 2139.51 1950.89 0.0104791 0.00103079 84670.9 0
: 292 Minimum Test error found - save the configuration
: 292 | 2120.2 1932.63 0.0106905 0.00111065 83508.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2100.17 1915.02 0.0104353 0.00102344 84999.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2080.68 1897.47 0.0106007 0.00104214 83694.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2061.85 1879.51 0.0104609 0.00103047 84831.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2042.79 1862.24 0.0104031 0.00102158 85274 0
: 297 Minimum Test error found - save the configuration
: 297 | 2023.62 1845.35 0.010462 0.00103786 84888.2 0
: 298 Minimum Test error found - save the configuration
: 298 | 2004.82 1829.05 0.0105359 0.0010332 84186.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1986.84 1812.04 0.0105656 0.00105039 84076.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1967.54 1795.99 0.0105119 0.00104022 84462.1 0
: 301 Minimum Test error found - save the configuration
: 301 | 1949.73 1779.74 0.0104803 0.00104485 84786.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1932.15 1762.33 0.0104141 0.00102518 85206.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1913.77 1745.81 0.0104526 0.00102971 84900 0
: 304 Minimum Test error found - save the configuration
: 304 | 1895.11 1730.81 0.0104366 0.00102414 84993.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1877.92 1715.18 0.010435 0.00102432 85010 0
: 306 Minimum Test error found - save the configuration
: 306 | 1860.48 1699.39 0.0104749 0.00102427 84650 0
: 307 Minimum Test error found - save the configuration
: 307 | 1843.12 1683.97 0.0104191 0.00102884 85194.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1825.54 1668.75 0.0105445 0.00105895 84338.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1809.12 1652.67 0.0104504 0.00103151 84935.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1791.13 1638.3 0.0105118 0.00103322 84401 0
: 311 Minimum Test error found - save the configuration
: 311 | 1775.21 1623.02 0.0103965 0.00102513 85365.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1758.1 1608.61 0.0105392 0.00103265 84152.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1742.43 1592.63 0.0104159 0.0010253 85191.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1724.54 1579.31 0.0104285 0.00102237 85050.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1708.81 1564.59 0.0104353 0.00102424 85006.4 0
: 316 Minimum Test error found - save the configuration
: 316 | 1692.96 1549.77 0.0105522 0.00102772 83994.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1675.97 1536.58 0.0103975 0.00102759 85380 0
: 318 Minimum Test error found - save the configuration
: 318 | 1661.22 1521.81 0.0104537 0.0010506 85078.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1644.68 1508.34 0.0105543 0.00104594 84136.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1629.31 1494.6 0.0105113 0.00102973 84374.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1614.3 1480.27 0.0104252 0.00102443 85099 0
: 322 Minimum Test error found - save the configuration
: 322 | 1598.67 1466.96 0.010421 0.00102144 85110.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1583.17 1453.56 0.0104282 0.00102423 85070.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1567.96 1440.46 0.0104044 0.00102148 85261.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1553.55 1426.78 0.010423 0.0010533 85381.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1537.92 1413.9 0.0104002 0.00102376 85319.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1523.32 1401.04 0.0104377 0.00102494 84990.9 0
: 328 Minimum Test error found - save the configuration
: 328 | 1509.28 1387.9 0.0104613 0.00104462 84955.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1494.47 1375.06 0.0105141 0.00109507 84934.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1480.33 1362.38 0.0105169 0.00103726 84391.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1466.07 1349.7 0.0104385 0.0010563 85267.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1451.78 1337.48 0.0104956 0.00102966 84513.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1437.84 1325.39 0.0104016 0.00101797 85254.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1424.41 1312.74 0.0104048 0.00102706 85308.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1410.38 1300.72 0.0104299 0.00103643 85165.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1396.97 1288.78 0.0103985 0.00102191 85319.2 0
: 337 Minimum Test error found - save the configuration
: 337 | 1383.75 1276.06 0.010422 0.00102635 85146.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1369.9 1264.46 0.0104555 0.0010453 85014.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1356.86 1252.67 0.0104368 0.00102341 84985.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1343.83 1241.08 0.0104039 0.00102059 85257.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1330.74 1229.58 0.0104321 0.00102064 85002.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1317.85 1218.26 0.0104873 0.00103796 84661.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1305.63 1206.64 0.0104692 0.00103251 84775.9 0
: 344 Minimum Test error found - save the configuration
: 344 | 1292.7 1195.29 0.0104502 0.00103802 84996.6 0
: 345 Minimum Test error found - save the configuration
: 345 | 1280.21 1185.12 0.0104282 0.00102469 85074.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1268.33 1173.43 0.0104226 0.00102551 85132.8 0
: 347 Minimum Test error found - save the configuration
: 347 | 1255.55 1162.53 0.0104496 0.00102211 84858.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1243.51 1151.69 0.0107709 0.0010843 82588 0
: 349 Minimum Test error found - save the configuration
: 349 | 1231.38 1141.18 0.0104865 0.00102251 84530.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1219.78 1130.25 0.0104204 0.00102434 85142 0
: 351 Minimum Test error found - save the configuration
: 351 | 1208 1119.19 0.0104571 0.00103865 84939.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1196.03 1108.54 0.0109709 0.00103246 80495.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1184.13 1098.25 0.0104462 0.00102521 84916.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1172.76 1088.1 0.0108084 0.00105187 81996.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1161.52 1077.91 0.0104356 0.00102645 85024 0
: 356 Minimum Test error found - save the configuration
: 356 | 1150.1 1068.27 0.0104136 0.0010227 85188.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1139.41 1057.69 0.0104457 0.0010283 84949 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.71 1047.96 0.0105329 0.00105254 84384.8 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.93 1038.15 0.010446 0.00102418 84909.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1106.82 1027.92 0.010395 0.00102027 85335.7 0
: 361 Minimum Test error found - save the configuration
: 361 | 1095.45 1017.89 0.0104148 0.00102498 85198.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1084.49 1008.28 0.0104731 0.00103142 84730.8 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.91 999.076 0.0104326 0.00102549 85042.3 0
: 364 Minimum Test error found - save the configuration
: 364 | 1063.56 989.443 0.0104341 0.00102061 84984.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1053.15 980.125 0.0104283 0.00103175 85137.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1042.91 970.724 0.0104066 0.00102266 85252.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1032.73 961.961 0.0104479 0.00102818 84927.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1022.79 952.387 0.0104758 0.001053 84900.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1012.54 943.062 0.0104988 0.00107088 84854 0
: 370 Minimum Test error found - save the configuration
: 370 | 1002.56 934.138 0.0108385 0.00104558 81691.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 993.007 924.989 0.010447 0.001047 85106.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 983.436 916.039 0.0107802 0.00103396 82083.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 973.434 907.207 0.0104525 0.00104278 85018.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.861 898.528 0.0105796 0.00105953 84033.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 954.196 890.15 0.0105122 0.00103532 84416.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 945.359 880.894 0.0104503 0.00102863 84910.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 935.469 872.882 0.0105811 0.00106538 84071.6 0
: 378 Minimum Test error found - save the configuration
: 378 | 926.372 864.574 0.0104614 0.00104693 84975.1 0
: 379 Minimum Test error found - save the configuration
: 379 | 917.748 855.836 0.0104238 0.0010197 85068.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 908.436 847.361 0.0104265 0.00102155 85061.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 899.131 839.247 0.0104365 0.00103485 85091.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 890.396 831.163 0.0104475 0.00105533 85177.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 881.792 823.48 0.0104513 0.00102587 84876.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.849 815.103 0.0104158 0.00102049 85148.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 864.366 807.246 0.0104984 0.00103056 84496.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.839 798.717 0.0104908 0.00102987 84558.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.996 791.221 0.0104453 0.00102794 84949.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.806 783.19 0.0104774 0.00106346 84980.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 830.033 776.252 0.0103861 0.0010199 85413.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 822.266 768.008 0.0104555 0.00102748 84853 0
: 391 Minimum Test error found - save the configuration
: 391 | 814.04 760.697 0.0109856 0.00105009 80519.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.865 753.733 0.0105879 0.00103408 83736.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.718 745.862 0.0104423 0.00102416 84942.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.718 738.756 0.0106731 0.00103618 83013.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.898 730.953 0.0104716 0.001032 84749.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 774.059 723.509 0.0106122 0.00103012 83488.9 0
: 397 Minimum Test error found - save the configuration
: 397 | 766.018 716.239 0.0104038 0.00101926 85246.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 758.75 708.887 0.0104899 0.00105193 84764.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.651 702.079 0.0105081 0.00102964 84401.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 743.391 695.048 0.0104449 0.00102802 84953.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.89 688.059 0.0105118 0.0010602 84641.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 728.551 681.02 0.0104026 0.00102284 85290.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 721.407 674.029 0.010435 0.00105756 85311.3 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.899 667.169 0.0104988 0.00102836 84473.6 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.599 660.613 0.010429 0.00103021 85117.4 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.747 653.528 0.0106137 0.00103017 83476.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.641 647.673 0.0104545 0.00102851 84871.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.331 640.725 0.010437 0.00104251 85156 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.647 633.635 0.0105169 0.001035 84371.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.665 627.171 0.0104506 0.00102458 84871.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.629 621.249 0.0105533 0.0010438 84126.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 658.173 614.616 0.0107728 0.00105197 82297.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.84 608.792 0.0106625 0.00107541 83445.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.938 602.011 0.010448 0.00104705 85097.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 638.186 595.836 0.0105009 0.00103389 84503.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.616 589.75 0.0104739 0.00103176 84726.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 625.043 583.942 0.0105485 0.00108414 84527.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.47 577.773 0.0104248 0.00102196 85080.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.512 571.973 0.0104389 0.00102078 84943 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.342 565.242 0.0107756 0.00106455 82380.5 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.676 559.483 0.010387 0.00101839 85391.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.613 553.828 0.0104145 0.00102218 85175.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.682 547.622 0.0105108 0.00103429 84419.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.339 542.246 0.0104069 0.00102269 85249.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.437 537.068 0.0110836 0.00128295 81627.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.552 530.837 0.0106825 0.00103207 82897.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.509 525.668 0.0109771 0.00133648 82982.6 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.796 519.772 0.0104153 0.00101851 85135.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 552.014 514.272 0.0104061 0.00102499 85278.1 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.34 509.005 0.010465 0.00102994 84789.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.82 503.171 0.0105342 0.00103101 84182.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.849 498.856 0.0104804 0.00103715 84716.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.944 492.811 0.0105595 0.00103315 83978 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.111 487.289 0.0106546 0.00118925 84519.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.771 481.879 0.0104676 0.00103996 84856.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.357 477.376 0.0104772 0.00102664 84651.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.206 472.069 0.0104322 0.00104234 85198.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.583 467.214 0.0104125 0.00102057 85179.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.399 462.092 0.0104876 0.00105709 84830.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.272 457.343 0.0104064 0.0010214 85242.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.213 452.541 0.0104205 0.00102859 85179.8 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.919 447.797 0.0105127 0.0010296 84360.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.872 442.651 0.0104752 0.00102643 84667.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.073 437.418 0.0104615 0.00102671 84792.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.004 433.006 0.0103952 0.00102988 85421.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.228 428.084 0.010411 0.0010232 85217.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.209 423.921 0.0104692 0.00104388 84878.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.591 419.204 0.0104163 0.00102063 85145.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.835 414.719 0.0107929 0.00104367 82057.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.172 409.585 0.0104431 0.0010291 84979.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.305 405.219 0.0106193 0.00103309 83452.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.14 401.276 0.0104251 0.00102854 85137.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.261 396.709 0.0106018 0.00103525 83624.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.737 391.89 0.0108207 0.00108628 82182.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.395 388.101 0.0104878 0.00103364 84619.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.75 383.491 0.0104556 0.00102741 84851.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.314 379.508 0.0105545 0.00105823 84243.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.442 374.825 0.0105221 0.00102594 84244.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.628 371.114 0.0104795 0.0010218 84586.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.608 366.95 0.0104175 0.00102461 85171.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.47 362.994 0.0103881 0.00101969 85393.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.163 358.527 0.0105211 0.00110531 84963.2 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.999 354.655 0.0106421 0.00108268 83686.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.051 350.618 0.0105324 0.00103032 84191.7 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.833 346.665 0.010815 0.00133067 84349.7 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.902 342.806 0.0108246 0.00103545 81722.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.026 339.357 0.0104895 0.00104417 84698.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.982 335.267 0.0105127 0.00102517 84320.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.135 331.379 0.0104376 0.00102314 84975.7 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.177 327.929 0.0104701 0.00103212 84764.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.439 323.79 0.0106129 0.00103196 83499.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.63 320.563 0.0106952 0.0010512 82953.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.076 316.534 0.0104751 0.00103403 84736.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.89 313.398 0.0104248 0.00101984 85061.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.445 309.791 0.0104059 0.00102034 85237.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.759 306.267 0.0104663 0.00105837 85035 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.452 302.694 0.0104811 0.00106245 84937.5 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.641 299.964 0.0104213 0.00102209 85113.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.038 295.654 0.0104554 0.00102177 84802.8 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.343 292.699 0.0104527 0.0010263 84867.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.074 289.121 0.0104482 0.00104555 85082.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.636 286.082 0.0105222 0.00102752 84257.5 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.353 282.457 0.0103999 0.00102015 85290.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.821 279.317 0.0103881 0.00101803 85377.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.325 275.911 0.0104143 0.00101866 85146.1 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.271 272.811 0.0104298 0.00105103 85298.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.9 269.53 0.0104871 0.00104242 84703.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.684 267.113 0.0104206 0.00102616 85156.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.66 263.377 0.0105044 0.00102592 84401.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.429 260.413 0.0104988 0.00110292 85144 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.201 257.883 0.0104806 0.00103968 84737.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.298 254.333 0.0104078 0.00101885 85206.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.931 251.898 0.0103965 0.00101811 85302.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.102 250.302 0.0104334 0.00102429 85024.3 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.15 245.965 0.0104052 0.00101994 85239.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 270 243.047 0.0104365 0.00102681 85019 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.045 240.709 0.0104983 0.00104563 84632.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.325 237.55 0.0104445 0.00102164 84900.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.218 234.552 0.0104507 0.00104672 85070.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.533 233.385 0.0105233 0.00104253 84381.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.807 229.52 0.0104692 0.00102441 84703.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.961 226.583 0.0104717 0.00102612 84695.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.086 224.177 0.0104949 0.00102681 84494.1 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.298 221.668 0.0105179 0.00103872 84395.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.654 218.981 0.0105337 0.00104722 84330.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.085 216.046 0.0105086 0.00108596 84902.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.694 215.033 0.010488 0.00102773 84564.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.938 211.623 0.0105307 0.00102478 84158.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.527 209.431 0.010483 0.00103722 84694.1 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.571 206.84 0.0105723 0.00103093 83845.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.946 204.07 0.0104541 0.00103878 84967.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.189 201.791 0.0104721 0.00102732 84702.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.996 199.376 0.0104668 0.00104258 84887.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.376 197.044 0.0104529 0.0010212 84820.1 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.072 195.095 0.0104232 0.00102187 85094.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.65 192.718 0.0104683 0.0010469 84913.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.992 190.533 0.0103886 0.00101654 85359.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.891 188.945 0.0103798 0.00101982 85469.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.565 187.683 0.0103843 0.00102127 85442.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.314 183.654 0.0104519 0.00102762 84887.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.795 182.167 0.0104211 0.00102266 85120.3 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.379 180.517 0.0104241 0.00102343 85100.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.381 178.207 0.0104196 0.00102102 85118.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.091 175.501 0.0105014 0.00104094 84562.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.046 173.479 0.0104723 0.00102363 84667.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.62 171.718 0.0106134 0.00104366 83596.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.581 170.103 0.0104998 0.00104006 84568.8 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.265 167.498 0.0104894 0.00103967 84658.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.288 165.205 0.0104648 0.00103455 84833.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.328 163.75 0.01055 0.00104001 84121.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.086 161.515 0.0104433 0.00103443 85026.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.875 159.338 0.0103939 0.001018 85324.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.713 158.501 0.010379 0.00102625 85536 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.074 155.821 0.0104842 0.00102621 84584.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.95 153.575 0.0106511 0.00118051 84472.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.644 151.823 0.0105272 0.00105651 84471.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.085 150.656 0.0104607 0.00102599 84793.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.354 148.79 0.0104903 0.00102366 84506.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.003 146.227 0.0105142 0.00102477 84304.6 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.143 145.312 0.01047 0.00102202 84673.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.449 142.784 0.0105133 0.00102916 84351.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.811 141.332 0.010519 0.00102843 84293.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.498 139.701 0.0105272 0.00106131 84514.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.581 137.916 0.0104977 0.00102971 84495.1 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.652 136.346 0.0104943 0.00104462 84658.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.772 134.617 0.0105255 0.00106472 84559.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.168 133.483 0.0105213 0.00109732 84889.6 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.238 131.267 0.0104614 0.001054 85039.3 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.575 130.59 0.0104725 0.00102033 84636.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.102 128.741 0.0105221 0.00102936 84275 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.232 126.809 0.0105114 0.00104062 84470.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.403 125.582 0.0104012 0.00102205 85295.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.559 123.845 0.0105022 0.00103193 84475.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.909 122.571 0.0104483 0.00102357 84883.2 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.384 121.014 0.0104449 0.00102208 84900.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.668 119.498 0.0104912 0.0010411 84654.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.273 118.073 0.0104971 0.00102389 84448.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.789 116.787 0.0105277 0.00104957 84404.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.868 115.055 0.0104331 0.00103137 85090.9 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.662 113.838 0.0104708 0.00103795 84810.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.913 112.313 0.0104318 0.00102478 85042.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.343 111.624 0.0104347 0.00101992 84973.1 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.012 110.115 0.010443 0.00103626 85045.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.553 108.677 0.0104362 0.00101935 84954.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.92 107.034 0.0104122 0.00102024 85179.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.481 106.74 0.0104433 0.00104212 85095.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.349 104.42 0.0104407 0.00102392 84954.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.822 102.67 0.010559 0.00105429 84169.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.139 102.067 0.0104528 0.00102731 84876.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.115 100.625 0.0105719 0.00103471 83882.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.011 98.9767 0.0103929 0.00102095 85361.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.412 97.5957 0.0104739 0.00102303 84648.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.08 97.107 0.0104829 0.00102506 84585.7 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.654 95.2496 0.010441 0.00103225 85027.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.271 95.0232 0.0105031 0.00102874 84438.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.381 93.4778 0.0105168 0.00104382 84450.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.606 92.1519 0.0104905 0.0010261 84527 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.248 90.5751 0.0104755 0.00102371 84639.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.955 89.6027 0.0105051 0.00102471 84384.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.698 88.9534 0.0121728 0.00144849 74596.9 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.688 87.6547 0.0108624 0.00107038 81699.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.276 86.6886 0.0105161 0.00105137 84524.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.9693 85.3424 0.0104423 0.00103887 85075.3 0
: 584 | 97.9198 85.5494 0.0105175 0.000988729 83956.2 1
: 585 Minimum Test error found - save the configuration
: 585 | 96.8646 83.4194 0.0105002 0.00104439 84603.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5841 81.8209 0.010616 0.00105273 83653.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.5745 81.1673 0.0104543 0.00102333 84826.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.5217 80.0698 0.0104168 0.00102668 85195.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.1839 79.2933 0.0105482 0.00111292 84788 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.2241 78.0113 0.0105618 0.00104594 84069.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.1879 76.6526 0.0106083 0.00103339 83551.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.35 76.5174 0.0105608 0.00109654 84528.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.4355 75.6013 0.0104466 0.00102399 84901.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.0688 73.8676 0.0104358 0.00102123 84974.9 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.0314 72.8532 0.0107022 0.00106808 83038 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.8059 72.3059 0.0104421 0.00103521 85044.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7861 71.5203 0.0104035 0.00102635 85313.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.0324 70.8052 0.0104351 0.00102131 84981.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9448 69.1877 0.0103902 0.0010272 85443.1 0
: 600 | 81.1357 69.3532 0.0104022 0.000986039 84960.6 1
: 601 Minimum Test error found - save the configuration
: 601 | 80.559 67.7613 0.0104618 0.00104447 84949.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.1063 66.9278 0.0104364 0.00102192 84975.6 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.1015 65.8867 0.010455 0.00102334 84820.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.1419 65.0914 0.0104755 0.00103995 84785.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.4601 64.446 0.0105267 0.00106167 84521.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.6094 63.8582 0.010547 0.00103066 84065.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.4729 62.5496 0.0104424 0.00103931 85078.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.844 62.1038 0.0104769 0.0010432 84802.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.9195 61.1414 0.010659 0.00107149 83441.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.0844 60.6083 0.0105475 0.00102545 84015.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.2554 59.6163 0.0106522 0.00103588 83192.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.3694 58.6051 0.0104663 0.00102607 84743.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.294 58.5144 0.0105586 0.00102426 83907.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.5542 57.1774 0.0105615 0.00103076 83938.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.9043 56.5963 0.0104921 0.00104808 84709.8 0
: 616 | 66.9508 57.0049 0.0103783 0.000987318 85188.2 1
: 617 Minimum Test error found - save the configuration
: 617 | 66.2101 54.9453 0.0104938 0.00102733 84508.4 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.2689 54.6741 0.0104846 0.00103681 84675.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.6807 53.8692 0.0104746 0.00104671 84854.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.9599 52.8377 0.0104231 0.001024 85114.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1531 52.0576 0.0104775 0.00102367 84621.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.599 51.4173 0.0104763 0.00105577 84920.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.6509 50.4626 0.0104824 0.00104807 84796.4 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.9709 50.0434 0.0105694 0.00105227 84058.6 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.0317 49.3588 0.0105247 0.00106818 84597.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.5043 49.0172 0.0104273 0.00102256 85063.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.6778 47.8872 0.0104623 0.00102396 84761 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.9332 47.6814 0.0106495 0.00102255 83099.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.2277 46.5253 0.0105963 0.00102738 83604 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6165 46.2235 0.0104577 0.00105353 85069 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.9138 45.4856 0.0104322 0.00102181 85012.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.0961 45.0281 0.0104592 0.00102549 84802.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.5605 44.7465 0.010487 0.00106261 84886 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.915 43.7621 0.0106415 0.00102868 83222.1 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.2851 42.6653 0.0105184 0.00104978 84489.7 0
: 636 | 52.5041 42.7172 0.0104649 0.000985998 84397.7 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.9656 41.7864 0.0104695 0.00102507 84705.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.281 41.1655 0.0104865 0.00103089 84605.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.7424 40.65 0.0105962 0.00103924 83708.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.2138 39.9829 0.0104223 0.00102473 85128.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.7902 39.9088 0.0104155 0.00102064 85153 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.8383 38.7191 0.0104286 0.00103452 85159.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2305 38.5733 0.0103894 0.00101859 85371.4 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.5686 38.1442 0.0103832 0.00101675 85411.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2151 37.1033 0.0104232 0.0010402 85260.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.6277 36.5156 0.0103845 0.0010211 85438.7 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.1058 36.338 0.010388 0.00102154 85411.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4728 35.7611 0.0104132 0.00102168 85183.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.8097 35.4615 0.0105292 0.00103092 84225.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.3961 34.6938 0.0103842 0.00101925 85424.7 0
: 651 | 43.9013 34.7307 0.0103662 0.000986527 85290.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.3375 33.7297 0.010366 0.00101577 85559.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7454 33.3122 0.0104115 0.00101728 85158.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.1813 32.7576 0.0104272 0.00102213 85060.7 0
: 655 | 41.7931 32.7794 0.0103977 0.000984789 84989.6 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.2482 31.7662 0.0104102 0.00103221 85306.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.7193 31.5115 0.0103871 0.00101985 85403.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.225 31.2636 0.0103939 0.00101809 85325.7 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.7588 30.7588 0.0103936 0.00101697 85318.7 0
: 660 | 39.453 30.9752 0.0103562 0.000986279 85380 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.07 29.5484 0.0103899 0.00101991 85379 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.4926 29.3813 0.0104149 0.00102862 85231 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9302 28.8991 0.0104009 0.00101945 85274.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.513 28.255 0.010388 0.00102147 85410.4 0
: 665 | 36.9679 28.6022 0.0103881 0.000994409 85163.9 1
: 666 Minimum Test error found - save the configuration
: 666 | 37.0391 27.837 0.0104102 0.00103288 85312.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9681 27.0219 0.0104106 0.00102238 85212.8 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7319 27.0041 0.0104051 0.0010175 85219.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.3603 26.0236 0.0104962 0.00105819 84763.4 0
: 670 | 34.8345 26.1103 0.010401 0.00101417 85225.9 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.3805 25.3082 0.0104084 0.00102135 85224 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0667 25.2996 0.0104183 0.00103177 85228.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5313 24.5874 0.0104367 0.00103144 85058.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.0926 23.9879 0.0103927 0.00102228 85374.9 0
: 675 | 32.7908 24.0599 0.0103882 0.000980639 85037.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.3798 23.3687 0.0104655 0.0010285 84772.8 0
: 677 | 31.8773 23.3719 0.0103843 0.000985507 85117.6 1
: 678 Minimum Test error found - save the configuration
: 678 | 31.495 23.1529 0.010412 0.00102751 85247 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.231 22.3932 0.0104273 0.00102177 85056.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.5752 22.2718 0.0105082 0.00103967 84490.7 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.179 22.2309 0.0104409 0.00104358 85130.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.9714 21.3772 0.0104677 0.00102994 84765.4 0
: 683 | 29.6733 21.4443 0.0103895 0.000992139 85130.1 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.2411 20.7862 0.0104238 0.00102372 85105.2 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.7826 20.2891 0.0104108 0.00103762 85349.5 0
: 686 | 28.5771 20.8878 0.0103899 0.000986967 85080.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.3076 20.0829 0.0104438 0.00102791 84962.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8446 19.9242 0.0104994 0.00105284 84687.3 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.3974 19.3138 0.0106088 0.00103522 83563.4 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.0017 18.7183 0.0108435 0.00134604 84233.2 0
: 691 | 26.5919 19.3752 0.0103769 0.00100389 85351.2 1
: 692 Minimum Test error found - save the configuration
: 692 | 26.2632 18.6553 0.0104486 0.00104554 85078.7 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.113 18.4701 0.0103731 0.00102038 85536.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6304 18.1722 0.0104118 0.00102212 85199.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.3682 17.4661 0.0105306 0.00106526 84518.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9039 17.0468 0.0104577 0.00102726 84831.2 0
: 697 | 24.6452 17.3393 0.0103915 0.000995789 85145 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.2766 16.564 0.0104477 0.00102729 84922.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9538 16.4229 0.0106704 0.00111454 83718 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.5836 16.3548 0.010438 0.00102421 84981.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2588 15.8842 0.0104622 0.00103067 84821.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.9788 15.6159 0.0105258 0.00103639 84304.2 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.5621 15.4745 0.0104212 0.00102059 85100.9 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.4463 15.088 0.0104401 0.00102373 84958.5 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.014 14.9906 0.0105253 0.00104957 84426.2 0
: 706 | 21.8895 15.3745 0.0104456 0.000997889 84676.4 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.5038 14.5349 0.0104678 0.00105847 85021.7 0
: 708 | 21.3521 14.6009 0.0103879 0.000990058 85125.6 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.9834 14.0555 0.0105827 0.00103039 83749.5 0
: 710 | 20.5737 14.2631 0.0104335 0.000989189 84706.8 1
: 711 Minimum Test error found - save the configuration
: 711 | 20.4687 13.7115 0.0104458 0.00103264 84987.1 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2322 13.4109 0.0104115 0.00102299 85210.4 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.9181 13.0905 0.0104097 0.00102184 85216.8 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.562 13.0818 0.0104713 0.00102459 84685.2 0
: 715 | 19.2291 13.1967 0.0104128 0.000992148 84919.5 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.0045 12.8461 0.01044 0.00102296 84952.4 0
: 717 | 18.8935 13.2108 0.0104262 0.000988448 84766.3 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.7853 12.333 0.0104117 0.00102268 85205.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2465 12.2658 0.0104214 0.00101981 85091.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.0455 12.0668 0.0104294 0.00102294 85048.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8789 11.847 0.0106192 0.0011853 84800.7 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.5781 11.7226 0.0104183 0.00101939 85116 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.4108 11.233 0.0103834 0.0010169 85410.4 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.0247 10.7335 0.0104098 0.00102411 85235.7 0
: 725 | 16.8144 10.8139 0.0103718 0.000984438 85221.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.6178 10.589 0.0104026 0.0010238 85298.7 0
: 727 | 16.7382 10.6767 0.0104456 0.000986629 84575.8 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.2388 10.5478 0.0103854 0.00102097 85429.2 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9989 9.8577 0.0105282 0.00103019 84227.9 0
: 730 | 15.7203 10.0896 0.0103975 0.000985148 84994.7 1
: 731 | 15.7675 10.095 0.0103997 0.000986507 84987.2 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.3835 9.77387 0.0104217 0.00102268 85115.1 0
: 733 Minimum Test error found - save the configuration
: 733 | 15.1714 9.18102 0.0104468 0.00102349 84895.4 0
: 734 | 14.9626 9.48243 0.0103931 0.000986328 85044.8 1
: 735 Minimum Test error found - save the configuration
: 735 | 14.8081 9.05313 0.0104613 0.00104706 84977.6 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.7519 8.578 0.0105069 0.00103263 84439.2 0
: 737 | 14.3854 8.58097 0.0104475 0.000994269 84627 1
: 738 | 14.1455 8.60489 0.010389 0.000993048 85143.3 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.1132 7.91424 0.0104103 0.00102107 85204.1 0
: 740 Minimum Test error found - save the configuration
: 740 | 13.8595 7.6945 0.0104513 0.0010387 84992 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5034 7.54871 0.0104218 0.00102059 85095.4 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.4278 7.34317 0.0104486 0.00102014 84849.9 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.403 6.83428 0.0106265 0.00106097 83634 0
: 744 | 13.1186 6.83436 0.0103865 0.000988248 85122.5 1
: 745 | 13.0364 7.29215 0.010406 0.000988069 84944.6 2
: 746 Minimum Test error found - save the configuration
: 746 | 13.1346 6.37976 0.0104961 0.00103592 84565.4 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.5373 6.21674 0.0104165 0.00102024 85139.8 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.4992 6.14855 0.0104745 0.00110632 85395.8 0
: 749 | 12.237 6.65364 0.0104107 0.000987137 84893.8 1
: 750 | 13.1027 6.68149 0.0104236 0.000988467 84789.1 2
: 751 | 12.6477 6.89185 0.0104471 0.000988879 84582.6 3
: 752 Minimum Test error found - save the configuration
: 752 | 11.9355 5.81034 0.0104331 0.00105431 85298.9 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.7075 5.28768 0.0105008 0.00104164 84573.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.3653 5.09044 0.0105533 0.00103387 84038.5 0
: 755 | 11.2119 5.49053 0.0105553 0.000987779 83616.4 1
: 756 | 11.091 5.29731 0.0103637 0.000985029 85299.9 2
: 757 Minimum Test error found - save the configuration
: 757 | 11.1722 4.79346 0.0104072 0.00101926 85215.9 0
: 758 | 10.7591 5.02313 0.0104079 0.00101147 85138.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.6287 4.58885 0.0104238 0.00102746 85139.9 0
: 760 | 10.4695 4.61895 0.0104773 0.000987557 84301.4 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.4472 4.40091 0.0104169 0.00102536 85183 0
: 762 | 10.2328 5.12867 0.0103892 0.000987488 85090.6 1
: 763 | 10.3559 4.55172 0.010465 0.000985598 84393.6 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.96503 4.24016 0.0104171 0.0010355 85272.9 0
: 765 | 9.84685 4.3724 0.0104428 0.000987929 84612.5 1
: 766 | 9.71294 4.49425 0.010378 0.000988409 85200.5 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.70231 4.23829 0.0104318 0.00102621 85055.8 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.60131 3.76955 0.0105203 0.0010291 84288.2 0
: 769 | 9.53056 4.3364 0.010393 0.000987648 85058.3 1
: 770 Minimum Test error found - save the configuration
: 770 | 9.26236 3.63012 0.0104512 0.00102472 84867.5 0
: 771 | 9.22414 3.86972 0.0103802 0.000986138 85159.8 1
: 772 | 9.0561 3.71275 0.0103761 0.000988898 85222.7 2
: 773 | 9.08096 3.75753 0.0104271 0.000987348 84747.7 3
: 774 Minimum Test error found - save the configuration
: 774 | 8.90456 3.58824 0.0110848 0.00127417 81544.2 0
: 775 | 8.65201 3.65823 0.0126783 0.000996837 68484.8 1
: 776 | 8.76025 3.85565 0.0106719 0.00100262 82736.7 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.49818 3.28546 0.010646 0.00103978 83279.7 0
: 778 | 8.38364 3.35668 0.0104142 0.000994739 84930.8 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.26872 3.14126 0.010471 0.00105292 84942.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 7.99417 3.07586 0.0104075 0.00102023 85221.6 0
: 781 | 8.00159 3.10896 0.0103924 0.00100918 85259 1
: 782 | 7.99492 3.16964 0.010392 0.000993419 85119.6 2
: 783 | 7.76976 3.1145 0.0103636 0.000985339 85303.9 3
: 784 Minimum Test error found - save the configuration
: 784 | 7.77634 2.86378 0.0105148 0.00105207 84541.9 0
: 785 | 7.7264 3.10554 0.0104201 0.000989357 84829.2 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.58734 2.8418 0.0104428 0.00102618 84956.4 0
: 787 | 7.39513 3.13514 0.0104782 0.000986208 84281.9 1
: 788 Minimum Test error found - save the configuration
: 788 | 7.21338 2.65493 0.0105394 0.00104135 84227.7 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.16549 2.61855 0.0104075 0.00102517 85267 0
: 790 | 7.07397 3.17086 0.0103788 0.000986638 85177.7 1
: 791 | 7.01512 2.69599 0.0104005 0.000986239 84977.4 2
: 792 | 7.20593 2.76837 0.0103936 0.000990779 85081.2 3
: 793 Minimum Test error found - save the configuration
: 793 | 6.91359 2.56404 0.0105808 0.00103503 83806.6 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.68767 2.39474 0.010475 0.00102377 84645.3 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.64743 2.35381 0.0104952 0.00103217 84539.4 0
: 796 | 6.71482 2.74741 0.0103955 0.000989738 85053.9 1
: 797 | 6.79948 2.64995 0.0104299 0.000989638 84743.3 2
: 798 | 6.68118 3.17939 0.0104275 0.00101433 84987 3
: 799 | 6.71098 2.85549 0.0104316 0.000985859 84694.6 4
: 800 | 6.37 2.48759 0.0103891 0.000990949 85122.8 5
: 801 | 6.1399 2.58313 0.0104391 0.000991919 84681.5 6
: 802 | 6.01669 2.53899 0.010447 0.00101249 84794.6 7
: 803 | 5.99078 2.38677 0.0104724 0.000990938 84374.7 8
: 804 Minimum Test error found - save the configuration
: 804 | 6.0218 2.26455 0.0104948 0.00102903 84515 0
: 805 Minimum Test error found - save the configuration
: 805 | 5.94422 2.16531 0.0104279 0.00102157 85048.9 0
: 806 Minimum Test error found - save the configuration
: 806 | 5.713 2.09127 0.010454 0.00102728 84865.5 0
: 807 | 5.72602 2.20566 0.0104173 0.000991729 84875.3 1
: 808 | 5.65923 2.48082 0.0105233 0.000990939 83924.7 2
: 809 | 5.62102 2.30687 0.010546 0.00107065 84429.5 3
: 810 | 5.56815 2.30007 0.010458 0.000992949 84521.7 4
: 811 | 5.49669 2.30197 0.0104066 0.000999439 85041.7 5
: 812 | 5.50723 2.26364 0.0104043 0.000989609 84974 6
: 813 | 5.44357 2.16687 0.0103939 0.000987878 85052 7
: 814 | 5.15967 2.6837 0.0104272 0.000990178 84772.4 8
: 815 | 5.4113 2.32921 0.0104843 0.000993008 84287.5 9
: 816 | 5.21666 2.19542 0.0104384 0.00101566 84901 10
: 817 | 5.026 2.29579 0.0104335 0.000995859 84766.8 11
: 818 Minimum Test error found - save the configuration
: 818 | 5.36934 2.06246 0.0104676 0.00104216 84876.7 0
: 819 | 5.14822 2.58415 0.0103963 0.000989608 85045.4 1
: 820 Minimum Test error found - save the configuration
: 820 | 4.94996 2.03927 0.0104342 0.00102362 85010.8 0
: 821 | 4.88557 2.05945 0.0104024 0.000987547 84972.5 1
: 822 | 4.79193 2.16238 0.0103891 0.000990818 85122.1 2
: 823 | 4.78645 2.14538 0.0104276 0.000988757 84755.9 3
: 824 Minimum Test error found - save the configuration
: 824 | 4.61322 1.92041 0.0104661 0.00104454 84911.8 0
: 825 | 4.85733 2.75501 0.0104379 0.000993039 84701.8 1
: 826 | 4.7027 2.12676 0.0104054 0.000995869 85019.9 2
: 827 | 4.62793 2.25695 0.0103991 0.000992999 85050.8 3
: 828 | 4.83754 3.10013 0.0105207 0.000989658 83936.5 4
: 829 | 4.78355 1.98245 0.0104062 0.000995928 85013.1 5
: 830 | 4.80616 2.51173 0.010408 0.000986869 84915.2 6
: 831 | 4.4994 2.27854 0.0103962 0.000988698 85038.6 7
: 832 | 4.37636 2.13084 0.0104224 0.000995509 84863.4 8
: 833 | 4.17938 2.26942 0.0104193 0.000991799 84858.2 9
: 834 | 4.42539 2.68673 0.010427 0.000979398 84677.2 10
: 835 | 4.26788 3.25055 0.0103934 0.000987058 85048.8 11
: 836 | 4.14774 2.43298 0.0104269 0.000990699 84779.7 12
: 837 | 4.07209 2.77191 0.0104112 0.000992788 84939.8 13
: 838 | 4.03652 2.28386 0.0104058 0.000986999 84936.1 14
: 839 | 4.00265 2.33069 0.0104316 0.000999218 84814.6 15
: 840 | 4.03254 3.21413 0.0104293 0.000989337 84745.8 16
: 841 | 3.98284 2.79698 0.0104027 0.000989198 84984.5 17
: 842 | 3.94543 2.16724 0.0104395 0.000989659 84657.3 18
: 843 | 3.82792 2.31393 0.0104247 0.00100568 84934.4 19
: 844 | 3.71719 2.66725 0.0104815 0.000998528 84361.3 20
: 845 | 3.68738 2.42878 0.0106332 0.00102781 83286.5 21
:
: Elapsed time for training with 1000 events: 8.86 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: 0.0118 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: 0.825 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.155 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.31584e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08952e+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: 0.0355 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: 0.0361 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: 0.00148 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0948 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.888 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: 0.0214 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00287 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: 0.0372 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00455 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: 0.00228 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000592 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: 0.104 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: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0995 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 : -0.718 0.111 5.65 1.53 | 3.236 3.239
: 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 : -0.00613 0.178 2.00 1.12 | 3.363 3.351
: 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.