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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h: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:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h: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:3786
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.25 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00319 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: 0.000801 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00484 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000202 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00104 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 = 31503.1
: --------------------------------------------------------------
: 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 | 33054.4 31171.8 0.010339 0.00106204 86234.9 0
: 2 Minimum Test error found - save the configuration
: 2 | 32573.3 30634.3 0.0104649 0.0010451 84927.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31916.4 30008.5 0.0104615 0.00103686 84883.6 0
: 4 Minimum Test error found - save the configuration
: 4 | 31236.3 29392.5 0.0104689 0.00104077 84852.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30531.1 28687.9 0.0104611 0.00104042 84919.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29773.9 27870.5 0.0104343 0.00104791 85230 0
: 7 Minimum Test error found - save the configuration
: 7 | 29122.4 27307.5 0.0104124 0.00101904 85166.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28692.7 26946.1 0.0102573 0.00100763 86489.2 0
: 9 Minimum Test error found - save the configuration
: 9 | 28348.4 26626.6 0.0102419 0.00101447 86698.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 28027.1 26333.8 0.0102314 0.00100201 86679.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27729.9 26052.8 0.0102512 0.00102037 86666 0
: 12 Minimum Test error found - save the configuration
: 12 | 27439.9 25786.8 0.0101943 0.00100453 87053 0
: 13 Minimum Test error found - save the configuration
: 13 | 27168.1 25522.4 0.0101749 0.000996966 87165.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26894.5 25272 0.0101941 0.00101083 87115 0
: 15 Minimum Test error found - save the configuration
: 15 | 26633.1 25026.4 0.0102145 0.00100895 86903.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26380.8 24780.9 0.0102757 0.00100334 86277.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 26128.3 24543 0.0102561 0.00100463 86473 0
: 18 Minimum Test error found - save the configuration
: 18 | 25881.7 24310.4 0.0102388 0.00102234 86801.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25641.4 24080 0.0102311 0.00100668 86726.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25401.9 23855.8 0.0102096 0.00100596 86922 0
: 21 Minimum Test error found - save the configuration
: 21 | 25168.2 23634.3 0.0102872 0.00102413 86364 0
: 22 Minimum Test error found - save the configuration
: 22 | 24938.6 23414.6 0.010301 0.00101281 86130.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24709.7 23200 0.0101729 0.0010007 87220.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24487.1 22985.8 0.0101826 0.00101343 87248.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24264.5 22776.1 0.0101919 0.000999836 87031.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 24048.6 22565.4 0.0102151 0.00100082 86821.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23828.7 22363.2 0.0103254 0.00100799 85860.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23614.7 22164.3 0.0102737 0.0010316 86560.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23405.5 21964.8 0.0102625 0.0010079 86443.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23198.2 21766 0.0102516 0.00100821 86548.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22990.1 21572.5 0.0102936 0.00105088 86554.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22789.1 21377.2 0.0102522 0.00100799 86540.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22586 21186.6 0.0101925 0.000998976 87017.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22385.3 21000.2 0.0102046 0.000998016 86894.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22190.7 20812 0.0102096 0.00100125 86878.1 0
: 36 Minimum Test error found - save the configuration
: 36 | 21994.3 20628.1 0.010212 0.00100893 86927.6 0
: 37 Minimum Test error found - save the configuration
: 37 | 21801.7 20445.6 0.010251 0.00100792 86550.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21609.3 20267.4 0.0102316 0.00100017 86660.6 0
: 39 Minimum Test error found - save the configuration
: 39 | 21420.8 20090.3 0.0103842 0.00113949 86535.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 21237.8 19909.6 0.0102564 0.00101014 86521 0
: 41 Minimum Test error found - save the configuration
: 41 | 21048.3 19737.3 0.0102886 0.00102948 86401.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20868.5 19562.1 0.0103819 0.00101643 85420.4 0
: 43 Minimum Test error found - save the configuration
: 43 | 20684.9 19392.3 0.0102444 0.00100361 86572.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20506.9 19222.2 0.010265 0.00100495 86392.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20327.9 19056.3 0.0102876 0.00101819 86305.5 0
: 46 Minimum Test error found - save the configuration
: 46 | 20152.9 18890.7 0.0102766 0.00100722 86305.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19978.1 18728.1 0.0102911 0.0010126 86220.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19806.9 18565.4 0.010302 0.00101352 86128.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19637.7 18402.6 0.0102965 0.00101149 86160.8 0
: 50 Minimum Test error found - save the configuration
: 50 | 19465.6 18246.1 0.0102914 0.00100847 86179.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19300.2 18088.5 0.0103417 0.00104922 86090.8 0
: 52 Minimum Test error found - save the configuration
: 52 | 19136.3 17930.3 0.0103026 0.00100431 86036.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18967.9 17780.4 0.0102745 0.00101436 86391.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18808.4 17627.5 0.0102551 0.00100758 86510.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18648.8 17474.6 0.0103313 0.00100899 85815.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18487.9 17325.9 0.0102966 0.00101605 86201.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18330.8 17178.2 0.0102997 0.00101023 86119 0
: 58 Minimum Test error found - save the configuration
: 58 | 18173.9 17033.3 0.0103119 0.00100991 86003.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 18021 16887.7 0.010298 0.00101246 86155.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17869 16742.2 0.0103163 0.00101335 85994.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17714.2 16602.9 0.0103656 0.00105065 85883.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17565.6 16462.1 0.0103915 0.00102055 85370.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17415.6 16317.7 0.0102651 0.00101756 86509.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 17255.1 16154.3 0.0103302 0.00102213 85946.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 17111 16029.5 0.010316 0.00102777 86130.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16953.3 15871.6 0.0103568 0.00102549 85732.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16802.7 15733.4 0.0104062 0.00104435 85453.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16656.2 15590 0.0103893 0.00102681 85447.5 0
: 69 Minimum Test error found - save the configuration
: 69 | 16505.4 15449.7 0.0104283 0.00104075 85219.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16356 15298.2 0.0104366 0.00103646 85105.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 16205.8 15155.8 0.0104588 0.00103239 84867.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 16059.3 15011.3 0.0104648 0.00105227 84992.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15912.1 14872.9 0.0104152 0.00103289 85267.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15768.7 14736.5 0.0104714 0.00104237 84844.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15627.8 14602.1 0.0104675 0.00103712 84832 0
: 76 Minimum Test error found - save the configuration
: 76 | 15486.4 14466.7 0.0104886 0.00103618 84634.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15344.6 14334.2 0.0104575 0.00104144 84961.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15205.9 14202.8 0.0104937 0.00103964 84619.3 0
: 79 Minimum Test error found - save the configuration
: 79 | 15070 14070.5 0.0104771 0.00104645 84829.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14931.6 13941.9 0.0104915 0.0010389 84632.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14796.6 13816.4 0.0105144 0.00108396 84831.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14664.3 13687.7 0.0105721 0.00105285 84040.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14529.6 13566.1 0.0104874 0.0010455 84728.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14400.3 13441.5 0.0105162 0.00104738 84488.1 0
: 85 Minimum Test error found - save the configuration
: 85 | 14270.8 13318.6 0.0105489 0.00104391 84166.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 14141.8 13197.2 0.0105151 0.00104579 84483.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 14015.3 13076.8 0.0105591 0.00106291 84244.5 0
: 88 Minimum Test error found - save the configuration
: 88 | 13888.2 12959.6 0.010545 0.00105004 84255.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13764.8 12840.8 0.0105787 0.00104276 83893 0
: 90 Minimum Test error found - save the configuration
: 90 | 13639.4 12725.5 0.0105458 0.00104687 84220.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13518.4 12609.5 0.0106243 0.00106697 83705 0
: 92 Minimum Test error found - save the configuration
: 92 | 13398 12492.9 0.0105563 0.00104818 84138.3 0
: 93 Minimum Test error found - save the configuration
: 93 | 13274.1 12383.6 0.0105609 0.00105123 84124.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 13158.5 12268.6 0.0105662 0.00106406 84191.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 13038.9 12157.5 0.0105761 0.00105099 83988.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12921.5 12047.9 0.0105704 0.00105145 84042.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12806.3 11937.5 0.010541 0.00104927 84283.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12690 11830.3 0.0105756 0.00105355 84015.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12576.2 11723.5 0.0105921 0.00105008 83840 0
: 100 Minimum Test error found - save the configuration
: 100 | 12463.7 11617.1 0.0105517 0.00104223 84127 0
: 101 Minimum Test error found - save the configuration
: 101 | 12352.6 11510.4 0.0106126 0.00108456 83962.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12240.1 11406.9 0.0107065 0.00110386 83310.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 12130.9 11302.8 0.0105571 0.00106193 84253.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 12023.2 11198.2 0.0106111 0.00105195 83689.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11911.6 11099.4 0.010564 0.0010527 84110 0
: 106 Minimum Test error found - save the configuration
: 106 | 11805.8 10999.4 0.0106226 0.00105034 83575.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11700.6 10898.9 0.0105601 0.00105285 84146 0
: 108 Minimum Test error found - save the configuration
: 108 | 11594.6 10800.2 0.0105975 0.00105369 83823.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11490.5 10702.1 0.0105891 0.00105706 83927.6 0
: 110 Minimum Test error found - save the configuration
: 110 | 11387.2 10604.7 0.0105393 0.00104631 84272.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 11285.7 10506.7 0.010576 0.00106821 84141.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 11180.9 10414.3 0.0105771 0.00105208 83989 0
: 113 Minimum Test error found - save the configuration
: 113 | 11082 10319.7 0.0105854 0.00105304 83924.6 0
: 114 Minimum Test error found - save the configuration
: 114 | 10981.5 10227.1 0.0105884 0.00105517 83917.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10883.5 10133.5 0.0106455 0.0010596 83455.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10785.4 10040.9 0.010631 0.0010528 83522.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10688.4 9948.6 0.0106101 0.00105794 83750.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10590.7 9859.09 0.0106018 0.00107348 83960.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10495.9 9769.04 0.010536 0.00104791 84316 0
: 120 Minimum Test error found - save the configuration
: 120 | 10400.4 9680.94 0.0105319 0.00104649 84340 0
: 121 Minimum Test error found - save the configuration
: 121 | 10307.1 9592.57 0.0106386 0.00114894 84302.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10214.2 9504.83 0.0105351 0.00105224 84362.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 10121.3 9418.31 0.0107019 0.00105438 82923 0
: 124 Minimum Test error found - save the configuration
: 124 | 10029.8 9332.72 0.0105792 0.00104896 83943.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9939.41 9247.36 0.0105662 0.00105228 84087 0
: 126 Minimum Test error found - save the configuration
: 126 | 9849.34 9163.04 0.0108461 0.00105159 81678.2 0
: 127 Minimum Test error found - save the configuration
: 127 | 9760.5 9078.99 0.0105881 0.00105768 83941.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9671.58 8996.43 0.0105964 0.00104701 83774.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9584.03 8914.59 0.0105531 0.00105598 84236.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9497.16 8833.53 0.0105246 0.00104978 84434.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9410.98 8753.32 0.0105903 0.00106777 84011.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9327.38 8671.28 0.0105789 0.0010527 83978.9 0
: 133 Minimum Test error found - save the configuration
: 133 | 9241.86 8591.41 0.0105501 0.00104995 84209.6 0
: 134 Minimum Test error found - save the configuration
: 134 | 9156.64 8514.33 0.0105238 0.00104732 84419.1 0
: 135 Minimum Test error found - save the configuration
: 135 | 9073.33 8438.3 0.0108859 0.00107673 81556.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8992.17 8361.1 0.0110063 0.00110564 80803 0
: 137 Minimum Test error found - save the configuration
: 137 | 8910.36 8284.73 0.0109766 0.00106222 80690.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8831.68 8205.79 0.010931 0.00111699 81515.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8749.15 8130.98 0.0111026 0.00131769 81758.5 0
: 140 Minimum Test error found - save the configuration
: 140 | 8671.11 8054.89 0.0112476 0.0010879 78742.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8590.39 7982.31 0.0111518 0.0011336 79854.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8511.47 7911.84 0.0107464 0.00109666 82903.3 0
: 143 Minimum Test error found - save the configuration
: 143 | 8436.92 7837.43 0.011171 0.00111419 79548.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8359.18 7765.18 0.0110364 0.00108145 80362.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8282.34 7694.83 0.0108079 0.00113557 82710.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8207.74 7623.67 0.010889 0.00108769 81621.4 0
: 147 Minimum Test error found - save the configuration
: 147 | 8133.72 7552.3 0.0107459 0.00107808 82748.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 8057.16 7485.3 0.0109867 0.00112512 81122.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7986.2 7415.06 0.0110905 0.00111773 80218.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7913.43 7345.51 0.0111224 0.00116677 80356.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7840.1 7278.37 0.0109778 0.00109017 80909 0
: 152 Minimum Test error found - save the configuration
: 152 | 7768.42 7211.94 0.0108834 0.00108128 81614.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7697.02 7147.06 0.0107332 0.0011312 83315.5 0
: 154 Minimum Test error found - save the configuration
: 154 | 7628.8 7079.68 0.0110166 0.00109218 80609.1 0
: 155 Minimum Test error found - save the configuration
: 155 | 7557.93 7014.85 0.0119776 0.00131862 75053.8 0
: 156 Minimum Test error found - save the configuration
: 156 | 7490.02 6949.05 0.0106825 0.0010683 83210.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7420.16 6886.12 0.011159 0.00108358 79401.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7353.49 6821.96 0.0117895 0.00118469 75437.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7285.23 6760.22 0.0120497 0.00120859 73793.3 0
: 160 Minimum Test error found - save the configuration
: 160 | 7219.08 6698.43 0.0121161 0.0010862 72529.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7154.06 6635.7 0.0113137 0.00154739 81914.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 7088.07 6574.4 0.0107638 0.00108236 82632.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 7023.4 6513.5 0.0110217 0.00107987 80467.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6958.34 6454.37 0.0108266 0.00107157 82009.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6895.96 6393.89 0.0112905 0.00107904 78343.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6833.04 6333.75 0.0131055 0.00118008 67083.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6770.25 6274.59 0.0120505 0.00151193 75911.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6706.87 6218.23 0.0141785 0.00133652 62295.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6646.09 6161.17 0.0145783 0.00182051 62707 0
: 170 Minimum Test error found - save the configuration
: 170 | 6585.21 6104.61 0.0129571 0.00121423 68126.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6525.64 6047.3 0.0118578 0.0013161 75889.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6466.68 5989.39 0.0115929 0.00126025 77424.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6406.57 5933.43 0.0115085 0.00109305 76809 0
: 174 Minimum Test error found - save the configuration
: 174 | 6347.19 5878.82 0.0109008 0.00110006 81626.7 0
: 175 Minimum Test error found - save the configuration
: 175 | 6289.27 5824.49 0.0108656 0.00110465 81959 0
: 176 Minimum Test error found - save the configuration
: 176 | 6230.13 5772.4 0.0126444 0.00158412 72330.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6175.07 5717.82 0.0118912 0.00126885 75312.6 0
: 178 Minimum Test error found - save the configuration
: 178 | 6117.24 5665.04 0.011548 0.00110522 76607.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 6061.44 5612.32 0.0110534 0.00135455 82483.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 6006.18 5559.4 0.0113125 0.00108789 78242.6 0
: 181 Minimum Test error found - save the configuration
: 181 | 5950.39 5507.68 0.0110479 0.00118133 81081.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5895.49 5456.84 0.0108837 0.00110275 81791.5 0
: 183 Minimum Test error found - save the configuration
: 183 | 5841.67 5406.01 0.0110501 0.00111214 80499.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5787.8 5355.68 0.0115387 0.00108632 76537.6 0
: 185 Minimum Test error found - save the configuration
: 185 | 5734.66 5305.9 0.011242 0.00113812 79177.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5682.31 5255.87 0.0107245 0.00107538 82909.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5629.14 5208.05 0.0115634 0.00142449 78904.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5577.47 5159.99 0.0108935 0.00112189 81870.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5526.16 5112.27 0.0109813 0.00108487 80837 0
: 190 Minimum Test error found - save the configuration
: 190 | 5475.99 5064.03 0.0107823 0.00106925 82363 0
: 191 Minimum Test error found - save the configuration
: 191 | 5425.35 5016.81 0.0117048 0.00110975 75506.7 0
: 192 Minimum Test error found - save the configuration
: 192 | 5374.8 4970.71 0.0106297 0.0010651 83642.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5326.32 4923.31 0.0105973 0.00106348 83911.5 0
: 194 Minimum Test error found - save the configuration
: 194 | 5276.46 4877.73 0.0106058 0.00106289 83832.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5228.1 4832.42 0.0106655 0.00108106 83468.3 0
: 196 Minimum Test error found - save the configuration
: 196 | 5180.21 4786.9 0.0107409 0.0010652 82681.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5131.6 4743.29 0.0106116 0.00105587 83719.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 5084.75 4699.13 0.0106145 0.00105163 83657.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5038.31 4655.2 0.0106345 0.00105476 83509.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4991.77 4611.61 0.0105918 0.00105438 83879.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4945.49 4568.89 0.0105628 0.00105223 84116.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4900.45 4526.03 0.0106103 0.00105602 83731.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4854.28 4484.86 0.0106308 0.00105824 83572.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4810.71 4442.81 0.0105893 0.00106014 83952.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4766.07 4401.37 0.0106505 0.00106044 83420 0
: 206 Minimum Test error found - save the configuration
: 206 | 4722.66 4359.62 0.0106243 0.00105798 83626.6 0
: 207 Minimum Test error found - save the configuration
: 207 | 4677.55 4320.81 0.010612 0.00105503 83708.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4635.93 4280.5 0.0106461 0.00106667 83512.5 0
: 209 Minimum Test error found - save the configuration
: 209 | 4593.82 4239.52 0.01065 0.00106583 83471 0
: 210 Minimum Test error found - save the configuration
: 210 | 4550.82 4199.83 0.0106224 0.00105582 83624.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4508.8 4161.36 0.0105705 0.0010534 84059 0
: 212 Minimum Test error found - save the configuration
: 212 | 4467.27 4123.23 0.0105681 0.00105392 84084.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4427.07 4083.85 0.0106161 0.0010574 83693.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4385.72 4046.08 0.01061 0.00105504 83726 0
: 215 Minimum Test error found - save the configuration
: 215 | 4346.17 4007.75 0.0107378 0.00106936 82743.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4305.65 3971.36 0.0106277 0.0010585 83601.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4265.77 3934.97 0.0106159 0.00105978 83715.6 0
: 218 Minimum Test error found - save the configuration
: 218 | 4227.43 3897.64 0.0119109 0.00111652 74112.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4188.59 3861.22 0.0109607 0.0010859 81014.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4149.95 3825.7 0.0112628 0.00112872 78941.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4112.03 3790.45 0.0116845 0.00109426 75541.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4074.73 3754.22 0.0107929 0.00108091 82372.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 4036.35 3721.22 0.0109865 0.00130609 82641.3 0
: 224 Minimum Test error found - save the configuration
: 224 | 4000.66 3685.4 0.0125016 0.00113673 70392.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3964.01 3651.13 0.0122041 0.00110268 72062.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3927.15 3617.79 0.0107655 0.00107479 82552.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3892.17 3583.08 0.0111929 0.00107177 79042.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3855.82 3550.12 0.0110663 0.00125995 81580 0
: 229 Minimum Test error found - save the configuration
: 229 | 3821.39 3516.82 0.0111823 0.00111397 79457 0
: 230 Minimum Test error found - save the configuration
: 230 | 3785.68 3485.12 0.0110625 0.00125083 81535.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3751.78 3452.38 0.0119358 0.00150596 76703.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3718.22 3419.31 0.0116072 0.00129287 77562.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3683.47 3388.11 0.0113977 0.00111883 77829.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3649.78 3357.81 0.0108425 0.00107292 81887.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3617.63 3325.33 0.011972 0.00126551 74721.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3584.15 3294.63 0.0121308 0.00122999 73389 0
: 237 Minimum Test error found - save the configuration
: 237 | 3551.79 3264.22 0.011421 0.00108809 77422.4 0
: 238 Minimum Test error found - save the configuration
: 238 | 3518.91 3234.38 0.0114917 0.00152461 80264.4 0
: 239 Minimum Test error found - save the configuration
: 239 | 3488.39 3202.93 0.0117935 0.00127208 76035 0
: 240 Minimum Test error found - save the configuration
: 240 | 3455.24 3174.25 0.0115898 0.00111055 76341.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3423.83 3145.56 0.0109695 0.00107418 80845.9 0
: 242 Minimum Test error found - save the configuration
: 242 | 3393.61 3115.86 0.0117109 0.00137421 77394 0
: 243 Minimum Test error found - save the configuration
: 243 | 3362.71 3086.73 0.0112778 0.00108906 78518 0
: 244 Minimum Test error found - save the configuration
: 244 | 3332.18 3057.94 0.011606 0.00113693 76415.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3301.76 3029.55 0.0107767 0.00109263 82610.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3271.72 3002.28 0.011211 0.00124585 80279.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3242.75 2973.54 0.0120555 0.00142315 75242.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3213.02 2945.56 0.0112151 0.00110069 79094.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3183.4 2918.6 0.0107249 0.00106938 82853.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3154.17 2892.6 0.0112461 0.00110445 78882.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3126.21 2865.22 0.0122883 0.0015246 74324.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3097.99 2838.37 0.0115332 0.00112046 76829.1 0
: 253 Minimum Test error found - save the configuration
: 253 | 3069.74 2812.11 0.011852 0.0011026 74423 0
: 254 Minimum Test error found - save the configuration
: 254 | 3041.72 2786.6 0.0115081 0.00112426 77042.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 3014.47 2760.69 0.0114144 0.00110035 77564.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2986.67 2735.24 0.0117743 0.0010746 74768.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2960.25 2709.78 0.0126928 0.00126582 70010 0
: 258 Minimum Test error found - save the configuration
: 258 | 2933.54 2683.87 0.0125857 0.00132914 71070 0
: 259 Minimum Test error found - save the configuration
: 259 | 2906.32 2659.6 0.0110099 0.00110159 80740.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2879.76 2635.87 0.0108137 0.00111207 82460.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2854.62 2610.98 0.011149 0.00139652 82030.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2828.59 2586.58 0.0115355 0.00109873 76651.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2802.44 2563.45 0.0115171 0.00107777 76633 0
: 264 Minimum Test error found - save the configuration
: 264 | 2777.5 2540.17 0.0113486 0.0012729 79399.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2752.36 2516.98 0.0107301 0.00106961 82811.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2727.78 2492.96 0.0107704 0.00108538 82601.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2703.49 2469.26 0.0115617 0.00112898 76681.9 0
: 268 Minimum Test error found - save the configuration
: 268 | 2678.39 2446.64 0.0117149 0.00117971 75935.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2653.98 2424.84 0.0121881 0.00123162 73016 0
: 270 Minimum Test error found - save the configuration
: 270 | 2630.5 2402.36 0.0109577 0.00107522 80951.1 0
: 271 Minimum Test error found - save the configuration
: 271 | 2606.13 2380.37 0.0107748 0.00107221 82452.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2583.03 2358.15 0.0110329 0.00106837 80284.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2560 2335.76 0.0108517 0.001109 82112.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2536.1 2315.06 0.0112252 0.00110814 79074.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2513.26 2293.84 0.0115406 0.00120534 77404.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2490.53 2272.61 0.0112356 0.00109345 78878.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2467.83 2252.21 0.0109338 0.00114068 81690.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2446.23 2230.61 0.0108864 0.00121156 82688.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2423.31 2210.4 0.0108887 0.00113583 82026.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2401.55 2190.24 0.0119107 0.00116676 74460.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2379.4 2170.58 0.0115815 0.0010895 76248.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2358.13 2150.45 0.0108426 0.0010938 82061.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2336.21 2131.11 0.0107578 0.0010701 82578.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2315.62 2111.01 0.0107487 0.0010966 82883.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2293.86 2091.66 0.011115 0.00109958 79877.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2273.03 2073.12 0.0109665 0.00108127 80928.5 0
: 287 Minimum Test error found - save the configuration
: 287 | 2253.06 2052.86 0.0108395 0.00107514 81930.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2231.66 2034.61 0.0108729 0.00109668 81831 0
: 289 Minimum Test error found - save the configuration
: 289 | 2211.08 2016.31 0.0108177 0.00107115 82080.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2191.17 1997.33 0.0110901 0.00108255 79939.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2170.51 1979.59 0.0119412 0.00107984 73655.5 0
: 292 Minimum Test error found - save the configuration
: 292 | 2151.14 1961.32 0.0117613 0.00109585 75008.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2131.55 1943.22 0.0108823 0.00113357 82061.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2111.47 1925.27 0.0110057 0.00116081 81260.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2092.02 1908.42 0.0108145 0.00107199 82114.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2073.11 1890.57 0.0109837 0.00119635 81738.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2054.17 1872.6 0.0114246 0.00139076 79730.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 2034.71 1855.45 0.0109126 0.00109629 81496.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2015.74 1838.6 0.0107362 0.00110595 83071.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 1997.05 1822.09 0.0108695 0.00109246 81824.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1978.5 1805.63 0.0111834 0.00109991 79337.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1960.39 1789.08 0.0125571 0.00132312 71212.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1942.27 1772.8 0.0128964 0.001082 67713.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1924.02 1756.48 0.0108312 0.00107534 82002.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1906 1740.51 0.0107704 0.00107496 82513 0
: 306 Minimum Test error found - save the configuration
: 306 | 1888.28 1725.36 0.0109299 0.00113661 81688.2 0
: 307 Minimum Test error found - save the configuration
: 307 | 1872.04 1708.32 0.011196 0.0011001 79240.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1852.95 1692.89 0.0113675 0.00119116 78613.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1835.63 1677.7 0.0122666 0.00117327 72115.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1818.51 1662.74 0.0111258 0.00107232 79574.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1802.25 1646.95 0.0108305 0.00107186 81978.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1784.64 1631.82 0.0118086 0.00109263 74655.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1768.16 1616.69 0.0116813 0.00107752 75444.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1750.58 1602.49 0.0107578 0.00113939 83174 0
: 315 Minimum Test error found - save the configuration
: 315 | 1734.8 1587.84 0.011662 0.00146284 78438.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1718.22 1573.66 0.011323 0.00111369 78359.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1702.18 1559.23 0.0111116 0.00111401 80018.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1686.25 1544.28 0.0109156 0.00120153 82354.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1669.59 1530.93 0.0115179 0.00137175 78847.8 0
: 320 Minimum Test error found - save the configuration
: 320 | 1654.02 1516.63 0.0123884 0.00109598 70843.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1638.35 1502.89 0.0110784 0.00110944 80248.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1623.46 1488.9 0.0108516 0.00107551 81832.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1607.41 1475.01 0.0109078 0.00123739 82726.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1591.79 1461.9 0.0114241 0.00110158 77500.6 0
: 325 Minimum Test error found - save the configuration
: 325 | 1577.32 1448.18 0.0117238 0.00128969 76671.6 0
: 326 Minimum Test error found - save the configuration
: 326 | 1561.52 1435.52 0.0117997 0.00113474 75012.3 0
: 327 Minimum Test error found - save the configuration
: 327 | 1547.41 1421.8 0.0107695 0.00106817 82463.2 0
: 328 Minimum Test error found - save the configuration
: 328 | 1532.03 1409.3 0.0108796 0.00110257 81824.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1517.87 1396.24 0.0108609 0.00110699 82018 0
: 330 Minimum Test error found - save the configuration
: 330 | 1503.19 1383.23 0.0112007 0.0011792 79828.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1488.61 1370.47 0.0116931 0.00129794 76958.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1474.94 1357.19 0.0127605 0.00134498 70079.8 0
: 333 Minimum Test error found - save the configuration
: 333 | 1460.59 1344.89 0.0114323 0.00106751 77184.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1446.11 1332.56 0.0112132 0.00117075 79661.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1432.41 1320.17 0.011715 0.00124703 76423.8 0
: 336 Minimum Test error found - save the configuration
: 336 | 1418.42 1308.3 0.0110853 0.00107949 79953.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1404.97 1296.28 0.0119844 0.00129159 74816.9 0
: 338 Minimum Test error found - save the configuration
: 338 | 1391.87 1283.69 0.0111347 0.00109443 79678.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1377.86 1272.43 0.0115329 0.00109136 76617.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1364.99 1260.45 0.0110784 0.00117153 80752.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1351.87 1248.75 0.0114624 0.00108361 77080.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1338.76 1237.07 0.0108257 0.00109115 82181.7 0
: 343 Minimum Test error found - save the configuration
: 343 | 1326.17 1225.33 0.010715 0.00108144 83042.6 0
: 344 Minimum Test error found - save the configuration
: 344 | 1312.7 1214.88 0.0108118 0.001072 82136.8 0
: 345 Minimum Test error found - save the configuration
: 345 | 1300.68 1203.1 0.0106638 0.00106313 83327.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1288 1191.93 0.0106548 0.00106146 83391.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1275.32 1180.82 0.0106773 0.0010571 83158.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1263.34 1169.98 0.0106636 0.00105865 83289.9 0
: 349 Minimum Test error found - save the configuration
: 349 | 1251.22 1158.6 0.0106539 0.00106389 83420.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1239.1 1147.72 0.0106697 0.00106281 83273.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1226.7 1138.33 0.0107155 0.00107334 82969.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1215.47 1126.58 0.0106573 0.00106003 83357.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1203.3 1116.6 0.0107006 0.00107841 83141.1 0
: 354 Minimum Test error found - save the configuration
: 354 | 1192.05 1105.48 0.0107029 0.00106284 82987.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1180.44 1095.28 0.0106754 0.00106125 83210.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1168.91 1084.78 0.010759 0.00106127 82493.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1157.6 1074.48 0.0106843 0.00106504 83166.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1146.16 1064.82 0.0106389 0.00106519 83562.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1134.99 1055.07 0.0107035 0.00107532 83089.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1124.65 1044.34 0.0106577 0.0010571 83328.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1113.34 1034.32 0.0106212 0.00106359 83703.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1102.11 1025.17 0.0106742 0.00107587 83347.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1091.73 1015.19 0.0107491 0.0010658 82616.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1081.1 1005.35 0.0106539 0.00106671 83444.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1070.68 995.621 0.0106697 0.00106265 83272.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1060.06 985.985 0.0106778 0.00106852 83252.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1049.62 976.778 0.0106718 0.00106706 83292.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1039.21 967.981 0.0106796 0.00106544 83210.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1029.75 958.42 0.0106797 0.00105695 83136.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1019.11 949.588 0.01065 0.00105947 83415.7 0
: 371 Minimum Test error found - save the configuration
: 371 | 1009.7 940.485 0.0106982 0.00107421 83125.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 999.572 931.211 0.0107155 0.00108526 83071.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 989.826 922.577 0.0106894 0.00106772 83145.6 0
: 374 Minimum Test error found - save the configuration
: 374 | 980.171 913.795 0.0106642 0.00106339 83326.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 970.437 904.622 0.0106852 0.00106174 83130.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 960.767 896.155 0.0106989 0.00106459 83036.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 951.495 887.831 0.0106744 0.00106961 83291.3 0
: 378 Minimum Test error found - save the configuration
: 378 | 942.337 879.159 0.0106869 0.00105784 83082.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 933.185 870.148 0.010649 0.00105803 83412.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 923.416 862.125 0.0106501 0.0010649 83461.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 914.543 854.722 0.0106906 0.00106616 83121.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 905.92 845.781 0.010713 0.00107796 83030 0
: 383 Minimum Test error found - save the configuration
: 383 | 896.461 837.45 0.0107644 0.00107359 82552.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 888.083 829.21 0.0106659 0.0010612 83292.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 879.045 820.715 0.0106838 0.00105852 83114 0
: 386 Minimum Test error found - save the configuration
: 386 | 870.208 812.806 0.0106952 0.00107166 83129.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 861.818 804.961 0.0106863 0.00106332 83134.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 853.076 797.195 0.0106508 0.00106146 83426 0
: 389 Minimum Test error found - save the configuration
: 389 | 844.535 789.562 0.0106551 0.00107866 83538 0
: 390 Minimum Test error found - save the configuration
: 390 | 836.272 781.767 0.0106567 0.00106089 83369.6 0
: 391 Minimum Test error found - save the configuration
: 391 | 828.212 774.284 0.0106991 0.00106889 83071.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 819.859 766.248 0.0108303 0.00117192 82829.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 811.71 758.817 0.0106641 0.00106202 83315.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 803.463 752.632 0.0106793 0.00106328 83194.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 795.973 743.882 0.0106728 0.00105797 83204.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 787.598 736.16 0.010715 0.00107477 82985.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 779.55 729.076 0.0106384 0.00105839 83507.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 771.807 721.817 0.0106541 0.00106156 83397.9 0
: 399 Minimum Test error found - save the configuration
: 399 | 764.479 714.465 0.010665 0.00106429 83327.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 756.221 707.38 0.0106859 0.00106293 83134.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 749.042 700.046 0.0106856 0.00107355 83228.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 741.503 693.13 0.010773 0.00107396 82482.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 733.598 686.457 0.0106595 0.00106459 83377.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 726.651 679.387 0.0106926 0.0010609 83058.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 719.271 673.149 0.0106957 0.00106855 83098.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 712.451 665.839 0.0107015 0.00106864 83048.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 704.687 658.851 0.0106829 0.00105893 83125.9 0
: 408 Minimum Test error found - save the configuration
: 408 | 697.738 652.294 0.0106658 0.00105851 83270.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 690.77 646.516 0.0106351 0.00105594 83514.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 683.707 639.103 0.0106425 0.00106142 83497.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 676.73 632.53 0.0107107 0.00108478 83109.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 669.967 626.346 0.0107557 0.00106519 82554.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 663.168 620.464 0.0107041 0.00107272 83061.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 656.587 613.063 0.010684 0.00106872 83201.1 0
: 415 Minimum Test error found - save the configuration
: 415 | 649.883 606.855 0.0106862 0.00105874 83096 0
: 416 Minimum Test error found - save the configuration
: 416 | 643.1 600.679 0.0106563 0.00105834 83350.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 636.548 594.537 0.0106558 0.00105988 83368.8 0
: 418 Minimum Test error found - save the configuration
: 418 | 630.292 588.39 0.0106748 0.00106291 83230.5 0
: 419 Minimum Test error found - save the configuration
: 419 | 623.588 583.012 0.0106614 0.0010639 83355 0
: 420 Minimum Test error found - save the configuration
: 420 | 617.482 576.181 0.0106526 0.00106532 83443.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 611.283 570.18 0.0107928 0.00116432 83086.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 604.7 564.263 0.0106777 0.00106362 83211.2 0
: 423 Minimum Test error found - save the configuration
: 423 | 598.46 558.214 0.010871 0.0010672 81600.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 592.355 552.348 0.0107119 0.00106373 82917.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 585.967 547.105 0.010695 0.00105829 83016 0
: 426 Minimum Test error found - save the configuration
: 426 | 580.403 540.915 0.0106398 0.00105817 83493.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 574.573 535.803 0.0106348 0.00105844 83538.9 0
: 428 Minimum Test error found - save the configuration
: 428 | 568.852 530.443 0.0106817 0.00105771 83125.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 562.783 524.402 0.0106583 0.00106357 83379.2 0
: 430 Minimum Test error found - save the configuration
: 430 | 556.519 518.885 0.0107522 0.00109311 82823.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 550.938 513.289 0.0107098 0.00106585 82953.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 545.177 508.146 0.0107053 0.001068 83010.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 539.805 502.594 0.0107083 0.00106807 82985.6 0
: 434 Minimum Test error found - save the configuration
: 434 | 533.918 497.068 0.0107119 0.00105537 82845.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 528.597 491.377 0.0106635 0.00106145 83315.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 522.689 487.261 0.0106496 0.00105629 83391.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 517.817 482.123 0.0106978 0.0010598 83004.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 512.156 476.627 0.0106691 0.00106261 83276.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 507.262 471.085 0.0106558 0.00106034 83372.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 501.821 465.884 0.010696 0.00108437 83232.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 496.318 461.54 0.0107839 0.00106996 82355.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 491.343 456.4 0.0106769 0.0010598 83185.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 485.949 451.563 0.0106862 0.00107369 83225.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 481.309 446.537 0.0107041 0.00105936 82946.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 475.94 442.001 0.0106855 0.00106326 83140.5 0
: 446 Minimum Test error found - save the configuration
: 446 | 471.498 437.368 0.0106829 0.00106548 83182 0
: 447 Minimum Test error found - save the configuration
: 447 | 466.228 432.537 0.0106848 0.00106149 83131.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 461.509 427.875 0.0106915 0.00106679 83119.3 0
: 449 Minimum Test error found - save the configuration
: 449 | 456.777 422.959 0.0106893 0.00106429 83116.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 451.788 418.356 0.0108748 0.00108179 81691.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 447.412 414.308 0.0107025 0.0010623 82985.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 442.666 409.614 0.010684 0.00107297 83237.9 0
: 453 Minimum Test error found - save the configuration
: 453 | 437.848 405.169 0.010696 0.00106747 83086.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 433.286 400.482 0.0106296 0.00105876 83587 0
: 455 Minimum Test error found - save the configuration
: 455 | 428.675 395.852 0.010645 0.00105656 83433.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 423.838 392.125 0.0106385 0.00106009 83520.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 419.637 387.564 0.0106832 0.00106272 83155.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 415.255 383.259 0.0106704 0.0010606 83248.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 410.881 379.015 0.0107216 0.0010649 82844.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 406.736 374.579 0.0108406 0.00109666 82102.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 402.233 371.005 0.0107023 0.00106576 83017.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 398.01 366.407 0.0106825 0.00106603 83190.5 0
: 463 Minimum Test error found - save the configuration
: 463 | 393.696 362.411 0.0106402 0.00105958 83501.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 389.567 358.395 0.0106382 0.00105959 83519.3 0
: 465 Minimum Test error found - save the configuration
: 465 | 385.666 354.473 0.0106733 0.00105828 83203.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 381.402 350.42 0.0106485 0.00106379 83466.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 377.359 347.035 0.0106679 0.00106762 83331.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 373.448 343.539 0.010696 0.00107069 83114.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 369.713 339.108 0.0107135 0.00108664 83100.6 0
: 470 Minimum Test error found - save the configuration
: 470 | 365.451 335.544 0.0107009 0.00106808 83049.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 361.856 331.195 0.0107342 0.0010696 82776.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 357.71 327.626 0.0106894 0.00105799 83061.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 353.839 324.155 0.0106706 0.0010681 83311.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 350.166 320.199 0.0106518 0.0010667 83462.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 346.647 316.912 0.0106576 0.00105864 83342.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 342.893 313.452 0.0107242 0.00109746 83101.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 339.242 310.31 0.0106706 0.00106346 83271.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 335.61 306.101 0.0106926 0.00106529 83096.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 332.016 303.056 0.0107208 0.00107714 82955.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 328.361 299.302 0.0108117 0.00107932 82200 0
: 481 Minimum Test error found - save the configuration
: 481 | 324.828 296.195 0.0107002 0.0010612 82996.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 321.348 292.59 0.0106658 0.00106306 83309.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 317.983 288.986 0.0106475 0.00107818 83600.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 314.653 285.631 0.0106515 0.00106442 83445.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 310.897 282.425 0.0107018 0.00106899 83049.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 307.775 279.344 0.0107507 0.00106559 82600.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 304.408 276.074 0.0106552 0.00105916 83367.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 300.857 273.054 0.0107051 0.00106854 83017.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 297.874 269.816 0.0107099 0.00108509 83118.4 0
: 490 Minimum Test error found - save the configuration
: 490 | 294.542 266.502 0.0106792 0.00106869 83241.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 291.396 263.844 0.0106489 0.00105915 83422.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 288.45 260.546 0.0106383 0.00106415 83558.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 285.146 257.373 0.0106536 0.00106758 83454.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 282.012 254.563 0.0106649 0.00106239 83311.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 278.893 252.083 0.0106601 0.00107033 83422.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 275.781 249.048 0.0106887 0.00106486 83127.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 272.945 246.33 0.0106914 0.00106282 83086.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 269.904 243.317 0.0107699 0.00109131 82656.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 267.22 240.394 0.0108091 0.00108156 82241 0
: 500 Minimum Test error found - save the configuration
: 500 | 264.284 238.526 0.0106593 0.00106249 83361.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 261.34 234.943 0.0106534 0.00106272 83414 0
: 502 Minimum Test error found - save the configuration
: 502 | 258.933 232.109 0.010643 0.00105934 83475.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 255.593 230.399 0.0106654 0.00106031 83289.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 252.99 226.81 0.0106951 0.00106365 83061.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 249.904 224.323 0.0107161 0.00106183 82864.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 247.351 222.01 0.0106827 0.001071 83231.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 244.707 219.137 0.0106789 0.00106652 83226.1 0
: 508 Minimum Test error found - save the configuration
: 508 | 241.898 216.653 0.0107125 0.00108457 83091.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 238.948 214.423 0.0106987 0.00106361 83029.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 236.527 211.901 0.010641 0.00105795 83481.1 0
: 511 Minimum Test error found - save the configuration
: 511 | 234.028 209.981 0.0106533 0.00105992 83390.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 231.28 207.337 0.0106544 0.00105929 83375.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 229.083 205.793 0.0107028 0.00107049 83053.8 0
: 514 Minimum Test error found - save the configuration
: 514 | 226.485 202.657 0.0106457 0.00106077 83464.5 0
: 515 Minimum Test error found - save the configuration
: 515 | 223.839 199.781 0.0106217 0.00106077 83673.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 221.127 197.624 0.0106916 0.00106641 83115.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 218.715 195.678 0.0106942 0.00106371 83069.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 216.389 193.463 0.0107471 0.00108394 82789 0
: 519 Minimum Test error found - save the configuration
: 519 | 214.114 191.041 0.0107905 0.00107526 82344.9 0
: 520 Minimum Test error found - save the configuration
: 520 | 211.605 188.688 0.0106375 0.00106219 83548.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 209.433 186.767 0.0106837 0.00106063 83133.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 207.388 184.704 0.0106525 0.00106852 83472.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 205.027 182.129 0.0106793 0.00106362 83197 0
: 524 Minimum Test error found - save the configuration
: 524 | 202.45 180.063 0.0107214 0.00107067 82895.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 200.093 178.374 0.0106979 0.00108859 83252.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.889 176.809 0.0107086 0.00106941 82994.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 195.754 174.62 0.01072 0.0010764 82956.1 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.642 172.491 0.0107746 0.00108941 82600.7 0
: 529 Minimum Test error found - save the configuration
: 529 | 191.468 171.218 0.0106536 0.00106983 83474.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 189.429 169.2 0.0106484 0.00106427 83471.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 187.104 166.498 0.0106882 0.00106527 83134.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 184.843 164.853 0.0106893 0.00107194 83182.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 182.876 162.758 0.0106741 0.0010646 83250.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 180.832 162.634 0.0107091 0.00106664 82966.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 178.924 159.361 0.0106613 0.00106273 83345.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 176.783 157.026 0.010664 0.00105603 83264.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 174.586 155.938 0.010733 0.00108432 82912.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 173.048 154.03 0.010796 0.00107189 82269.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 170.89 151.414 0.0106741 0.00106948 83293.4 0
: 540 Minimum Test error found - save the configuration
: 540 | 168.583 150.192 0.0106731 0.00106209 83238 0
: 541 Minimum Test error found - save the configuration
: 541 | 166.799 148.687 0.0106656 0.00105942 83279.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 164.824 146.381 0.0106757 0.00106279 83221.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 163.31 145.697 0.0106669 0.00106131 83285.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 161.023 143.497 0.0107164 0.00109883 83181.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 159.267 141.858 0.0106938 0.00107215 83145.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 157.414 140.525 0.0107316 0.00107228 82821.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.723 139.053 0.0107499 0.0010876 82796 0
: 548 Minimum Test error found - save the configuration
: 548 | 153.828 137.069 0.0106501 0.00107014 83507.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.832 136.149 0.010637 0.00106118 83543.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 150.469 134.118 0.0106471 0.00105781 83426.4 0
: 551 Minimum Test error found - save the configuration
: 551 | 148.303 132.358 0.0106941 0.00107114 83134.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.955 131.757 0.0106844 0.00106597 83174 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.963 129.538 0.0106698 0.00106596 83300.3 0
: 554 | 143.434 129.579 0.0106562 0.00102987 83105.3 1
: 555 Minimum Test error found - save the configuration
: 555 | 141.788 127.532 0.0106957 0.0010747 83151.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.877 125.813 0.0107175 0.00106619 82889.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 138.151 123.822 0.0107505 0.00108206 82743.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.854 123.228 0.0107866 0.00107006 82333.5 0
: 559 Minimum Test error found - save the configuration
: 559 | 135.123 121.783 0.0106809 0.00106705 83213.1 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.364 119.934 0.010668 0.00105907 83255.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.783 118.675 0.010712 0.0010669 82943.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 130.304 117.087 0.0106946 0.00106383 83066.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.993 114.991 0.0106987 0.00106968 83082.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 127.495 114.451 0.0107126 0.00107737 83028.6 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.876 113.611 0.0107239 0.00106917 82860.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 124.239 112.533 0.0106486 0.00105903 83423.9 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.898 110.938 0.0107469 0.00108367 82787.9 0
: 568 Minimum Test error found - save the configuration
: 568 | 121.43 110.674 0.0107062 0.0010672 82996.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.971 107.958 0.0107018 0.00107362 83089.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.52 106.553 0.010751 0.00107463 82675.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 117.038 105.289 0.0106916 0.0010636 83091.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.679 104.622 0.0107167 0.00107807 82999.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 114.279 102.504 0.010687 0.00106371 83131.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.945 101.649 0.0107048 0.00106923 83025.5 0
: 575 | 111.545 101.705 0.0106427 0.00102734 83199.8 1
: 576 Minimum Test error found - save the configuration
: 576 | 110.488 99.6046 0.0106822 0.00108635 83369.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 109.131 98.7919 0.0107781 0.00107558 82452.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.93 96.8853 0.0106477 0.0010637 83472.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.646 96.11 0.0108356 0.00122358 83229 0
: 580 Minimum Test error found - save the configuration
: 580 | 105.051 94.3692 0.0107095 0.00108162 83092 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.795 93.1344 0.0107473 0.001078 82736.1 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.672 92.5038 0.0107214 0.00106885 82879.6 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.543 90.5268 0.0107208 0.00108162 82994.7 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.145 89.385 0.0107207 0.00106161 82823.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 99.0254 88.8019 0.010642 0.00105856 83477.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.6366 87.7774 0.0106716 0.00108377 83438.9 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.6712 86.9707 0.010643 0.00106476 83522.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.4858 86.1035 0.0106692 0.00105886 83243.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 94.4916 83.7136 0.0106548 0.00106524 83423.8 0
: 590 Minimum Test error found - save the configuration
: 590 | 93.2561 83.6242 0.0106435 0.00106295 83502.8 0
: 591 Minimum Test error found - save the configuration
: 591 | 92.0776 83.3291 0.010698 0.0010603 83007.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.9958 81.934 0.0106726 0.00106469 83264.3 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.9472 79.737 0.0107163 0.00108274 83043.1 0
: 594 | 88.9841 79.898 0.0106029 0.00102621 83535.8 1
: 595 Minimum Test error found - save the configuration
: 595 | 87.9817 78.6269 0.0106351 0.00105841 83536.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.965 77.1581 0.010784 0.0011693 83205.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.7932 77.0337 0.0106992 0.00106379 83027 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.6567 75.3604 0.0106516 0.0010566 83376.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.5676 74.6607 0.0106553 0.00105735 83351.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.5893 73.3767 0.0106899 0.0010612 83085.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.7346 73.2363 0.0106777 0.00105684 83152.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.7358 72.6452 0.0106684 0.00105858 83247.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.8323 71.8831 0.0106371 0.00105738 83509.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.8395 71.5993 0.0106607 0.00106323 83355.4 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.9943 70.2697 0.0106864 0.00109397 83399.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 77.1088 68.6378 0.0106382 0.00105835 83508.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 76.2575 67.5695 0.0106583 0.00106411 83383.4 0
: 608 | 75.3079 67.8401 0.0106278 0.00103004 83353.1 1
: 609 Minimum Test error found - save the configuration
: 609 | 74.47 66.1162 0.0106465 0.00105864 83438.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.5516 65.1425 0.0107087 0.00106875 82987.7 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.7147 64.8851 0.0106607 0.00106153 83340.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.6461 64.5297 0.0106735 0.00106051 83221.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.8391 62.2537 0.0107034 0.00106473 82999.2 0
: 614 | 69.9474 62.4528 0.0106456 0.00103059 83203.2 1
: 615 Minimum Test error found - save the configuration
: 615 | 69.0515 61.1216 0.0107095 0.00107522 83037 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.1838 60.2264 0.0107902 0.00107464 82342.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.3993 59.4497 0.0106999 0.00105925 82982.2 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.6451 59.3208 0.0106742 0.00106113 83220.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.8134 58.7989 0.0106856 0.00107818 83268.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 65.1302 57.6785 0.0106835 0.00105743 83107.5 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.4842 57.4551 0.0106948 0.00106229 83052.2 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.617 56.032 0.0106544 0.00105726 83358.1 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.8192 55.3627 0.0106705 0.00105918 83235.2 0
: 624 Minimum Test error found - save the configuration
: 624 | 62.031 54.1042 0.0106481 0.00105506 83393.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.3291 53.9903 0.0106826 0.00107765 83290.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5978 52.8425 0.0106649 0.00106444 83329 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.8113 52.1273 0.0106605 0.00106032 83332.1 0
: 628 | 59.1604 52.3944 0.0106701 0.00103059 82991.8 1
: 629 Minimum Test error found - save the configuration
: 629 | 58.4273 50.4714 0.0106758 0.0010581 83180.2 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.6376 50.272 0.0106602 0.00106442 83370.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.937 49.6977 0.0106468 0.00105645 83417 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.2788 48.4808 0.0106184 0.0010539 83642.4 0
: 633 | 55.4999 48.6367 0.0105908 0.00102769 83654.5 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.8566 48.1835 0.0106422 0.00105869 83476.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.2338 46.7592 0.0107833 0.00108051 82450.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.7431 45.9389 0.0106354 0.00105643 83516.3 0
: 637 | 53.0944 46.194 0.0105976 0.00102944 83610.9 1
: 638 Minimum Test error found - save the configuration
: 638 | 52.1829 45.8159 0.0106382 0.00105697 83496.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.7567 44.8802 0.0106655 0.00106543 83333 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.0066 43.8597 0.0106334 0.00105727 83541.1 0
: 641 | 50.4632 44.3091 0.0106054 0.00102494 83502.9 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.9336 42.5716 0.0106283 0.00105779 83589.9 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.6155 41.3036 0.0106627 0.00105695 83283.5 0
: 644 | 48.6194 41.6641 0.0106682 0.00102542 82964 1
: 645 Minimum Test error found - save the configuration
: 645 | 48.0068 40.7506 0.010685 0.00105988 83116.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.6245 40.1874 0.0106989 0.00105861 82984.6 0
: 647 | 46.8792 40.6232 0.0106604 0.00103585 83121 1
: 648 Minimum Test error found - save the configuration
: 648 | 46.582 39.2946 0.0107407 0.00106258 82660.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.8534 38.9829 0.0107235 0.00106469 82825.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.2717 38.4535 0.0107216 0.00106001 82801.7 0
: 651 | 44.7387 38.5661 0.0106631 0.00102845 83033.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 44.3824 38.043 0.0107358 0.00106643 82735.7 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.709 37.5212 0.0107467 0.00105781 82569 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.1314 36.2465 0.0107554 0.00107236 82618.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.5799 35.6867 0.0108283 0.00107136 81993.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.2105 34.9702 0.0107315 0.00106261 82739.2 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.644 34.5338 0.0107238 0.00106495 82825.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.9846 34.1226 0.0107632 0.00106696 82505.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.4803 33.6732 0.0107467 0.00105548 82549.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.1657 33.2454 0.0107506 0.00106078 82560.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.513 32.5379 0.0107319 0.00106399 82748.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 39.0391 32.0179 0.0107189 0.00105669 82797 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.4475 31.8269 0.0107409 0.00106323 82664.4 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.9848 31.1035 0.0107898 0.00109101 82484.1 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.5222 30.4945 0.0107356 0.00107259 82790 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.2514 30.2675 0.0107281 0.00106318 82773.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7059 30.1007 0.0107249 0.00106216 82792.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3051 29.2741 0.0107353 0.0010616 82698.5 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.8365 29.2272 0.0107227 0.00106444 82830.5 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.5882 28.7498 0.0107393 0.00106381 82683.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.093 28.5622 0.0107908 0.00106355 82242.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.5574 27.434 0.0107252 0.0010666 82827.8 0
: 673 | 34.2936 27.7713 0.010789 0.00105105 82153 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.8577 26.8126 0.010878 0.00109676 81789.1 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.227 26.7521 0.0107807 0.00106552 82345.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.9831 25.7818 0.0107741 0.00106692 82413.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.4943 25.4958 0.0107723 0.00108263 82562.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.028 25.4011 0.0107554 0.00106999 82598.1 0
: 679 | 31.6119 25.507 0.0107132 0.0010301 82618.1 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.1997 23.9137 0.0107587 0.00106931 82564.3 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.8304 23.3159 0.0107763 0.00107141 82432.6 0
: 682 | 30.797 24.8561 0.0107128 0.00102824 82605.9 1
: 683 Minimum Test error found - save the configuration
: 683 | 30.3834 22.74 0.0107654 0.00108357 82628.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.7972 22.6882 0.010751 0.0010643 82587.1 0
: 685 | 29.6253 23.7185 0.0107224 0.00103082 82545.7 1
: 686 Minimum Test error found - save the configuration
: 686 | 29.0902 21.6602 0.0107844 0.00106732 82329 0
: 687 | 28.8601 22.1285 0.0107047 0.00103124 82700.2 1
: 688 | 28.2259 21.8379 0.0107078 0.00102844 82650.3 2
: 689 Minimum Test error found - save the configuration
: 689 | 27.7861 20.5166 0.0108225 0.00106689 82004.2 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.4324 20.1431 0.0107302 0.00106268 82750.9 0
: 691 | 27.1992 20.5079 0.010695 0.00102784 82754.1 1
: 692 | 26.8962 20.197 0.0107303 0.00103028 82474.2 2
: 693 | 26.7351 20.4496 0.0108482 0.00111942 82230.1 3
: 694 Minimum Test error found - save the configuration
: 694 | 26.2408 18.9862 0.0107962 0.00107589 82301.6 0
: 695 | 25.8264 19.1433 0.0107209 0.0010362 82604.3 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.4637 18.5637 0.0108211 0.00107305 82068 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.0009 18.4434 0.0107233 0.00106236 82807.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.716 17.887 0.0107687 0.00107114 82495.2 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.3167 17.6738 0.0107735 0.00107186 82460.4 0
: 700 | 24.143 18.2993 0.0107316 0.00102991 82459.5 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.8362 16.7493 0.0107966 0.00106758 82228.4 0
: 702 | 23.4609 16.9232 0.0107702 0.00103802 82201.3 1
: 703 | 23.1208 16.7495 0.0107191 0.00102917 82560.1 2
: 704 Minimum Test error found - save the configuration
: 704 | 22.7527 16.3647 0.0107683 0.00107229 82508.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.4864 15.9608 0.0108027 0.00106718 82173.6 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3373 15.711 0.0107463 0.00106273 82614.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.992 15.3795 0.0107394 0.00106225 82668.7 0
: 708 | 21.6305 15.7465 0.0107134 0.00103529 82660.3 1
: 709 | 21.3219 15.6662 0.0107421 0.00103462 82410.3 2
: 710 Minimum Test error found - save the configuration
: 710 | 21.1171 14.8345 0.01085 0.00107744 81862.3 0
: 711 | 20.9109 14.8942 0.0107455 0.00103212 82360.6 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.6616 14.0341 0.0108097 0.00108635 82275.9 0
: 713 | 20.4111 14.425 0.010835 0.0010372 81650.7 1
: 714 Minimum Test error found - save the configuration
: 714 | 20.1365 13.6262 0.0107422 0.00106742 82688.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.7412 13.5356 0.0107559 0.00105781 82490.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.4098 13.2079 0.0107519 0.00107135 82639.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.0543 12.9936 0.0108019 0.00106543 82165.1 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.9545 12.6282 0.0107528 0.00106956 82616.5 0
: 719 | 18.6153 12.9364 0.0107469 0.00103123 82340.9 1
: 720 | 18.5303 12.8029 0.0107694 0.00103298 82165.8 2
: 721 | 18.5122 13.6529 0.0107347 0.00103904 82511.3 3
: 722 Minimum Test error found - save the configuration
: 722 | 17.9998 12.4789 0.0108214 0.0010733 82067.1 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.6012 11.914 0.0108384 0.00107345 81925.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.4639 11.6873 0.010789 0.00106133 82239.5 0
: 725 | 17.2523 11.7108 0.0107244 0.00103167 82535.8 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.0888 11.6653 0.0107863 0.00107203 82352.8 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.8979 11.1529 0.0107801 0.00106863 82376.5 0
: 728 | 16.5435 11.8756 0.0107315 0.00103001 82461.5 1
: 729 Minimum Test error found - save the configuration
: 729 | 16.2995 11.0883 0.010776 0.00107256 82445.3 0
: 730 Minimum Test error found - save the configuration
: 730 | 16.1673 10.6263 0.0108267 0.00112395 82450.9 0
: 731 | 15.796 10.9082 0.0108173 0.00103842 81808.8 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.5187 10.6144 0.0109277 0.00111777 81550.3 0
: 733 | 15.5029 11.421 0.0107786 0.00102715 82039 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.4581 9.73477 0.0107752 0.00108818 82584.9 0
: 735 | 15.0163 10.0503 0.0107167 0.00103237 82608 1
: 736 | 14.7988 10.1429 0.0107409 0.00103062 82386.7 2
: 737 | 14.6369 10.0591 0.0107688 0.00103802 82213.7 3
: 738 | 14.4019 9.99049 0.0107452 0.00102978 82343 4
: 739 Minimum Test error found - save the configuration
: 739 | 14.2572 9.25683 0.010799 0.001075 82270.5 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.0613 8.96403 0.0108065 0.00108152 82262.4 0
: 741 | 13.7565 9.25842 0.0107835 0.00103748 82084.3 1
: 742 | 13.5134 10.3667 0.0107651 0.00103906 82253.3 2
: 743 | 13.748 9.35961 0.0107152 0.00103195 82617 3
: 744 | 13.3116 9.15294 0.0107255 0.00103318 82539.8 4
: 745 Minimum Test error found - save the configuration
: 745 | 13.0732 8.67809 0.0108103 0.00107452 82170.7 0
: 746 | 12.9042 9.20977 0.0107546 0.00103267 82288.1 1
: 747 | 12.7192 8.85571 0.0107643 0.00103564 82231.2 2
: 748 | 12.5545 8.68152 0.0107586 0.00103851 82303.6 3
: 749 | 12.3707 8.69749 0.0107331 0.00103097 82455.9 4
: 750 | 12.2553 9.45326 0.010757 0.00103534 82290 5
: 751 Minimum Test error found - save the configuration
: 751 | 12.1818 8.15506 0.0109284 0.00108793 81296.9 0
: 752 | 11.8882 8.51031 0.0107226 0.00103727 82598.7 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.5933 8.04796 0.0107767 0.0010642 82368.3 0
: 754 | 11.4948 8.17585 0.0107516 0.00103552 82338 1
: 755 | 11.4862 9.06399 0.0107917 0.00104168 82050.8 2
: 756 Minimum Test error found - save the configuration
: 756 | 11.448 7.4184 0.0107795 0.00106955 82389.3 0
: 757 | 11.1666 8.12668 0.010752 0.00103182 82302.7 1
: 758 | 10.979 7.57971 0.010745 0.00103433 82383.7 2
: 759 | 10.8149 7.67711 0.0107538 0.00103339 82301.1 3
: 760 | 10.6188 9.04095 0.0107502 0.00103532 82348 4
: 761 | 10.4435 7.70388 0.0107631 0.00103545 82239.5 5
: 762 | 10.1967 7.61678 0.0107246 0.00103465 82559.9 6
: 763 | 10.1911 7.46857 0.0107066 0.00103329 82701.9 7
: 764 Minimum Test error found - save the configuration
: 764 | 10.0388 7.19144 0.0108321 0.00107476 81989.6 0
: 765 | 9.84879 7.45252 0.0107972 0.00103147 81918.8 1
: 766 | 9.78645 7.77731 0.0108569 0.00104098 81500 2
: 767 | 9.73726 9.05565 0.0107566 0.00103938 82327.6 3
: 768 | 10.135 8.19864 0.0107587 0.00103161 82244.3 4
: 769 Minimum Test error found - save the configuration
: 769 | 9.73251 7.18914 0.0108074 0.00108602 82292.9 0
: 770 | 9.49722 7.65574 0.0107593 0.00103129 82236.4 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.27246 7.15235 0.0108624 0.00107734 81757 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.22155 6.86527 0.0107637 0.00106536 82488.3 0
: 773 | 8.88732 7.11719 0.010717 0.00103762 82649.7 1
: 774 | 8.75301 7.43731 0.0107527 0.00103179 82297 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.70292 6.86202 0.0107551 0.00106929 82595.4 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.57584 6.24951 0.0107959 0.00106648 82224.7 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.45947 5.97285 0.0107827 0.00107871 82440.2 0
: 778 | 8.37175 6.6563 0.0107471 0.00103382 82361.4 1
: 779 | 8.22114 7.12391 0.0107609 0.00103698 82271.7 2
: 780 | 8.13036 6.16278 0.0107485 0.00103177 82332.5 3
: 781 | 7.95336 7.12355 0.0107127 0.00103026 82624 4
: 782 | 8.04894 7.64305 0.010707 0.00102928 82664.2 5
: 783 | 7.93092 6.99519 0.0107478 0.00103255 82344.9 6
: 784 | 8.11963 6.32973 0.01076 0.00103178 82234.9 7
: 785 Minimum Test error found - save the configuration
: 785 | 7.99315 5.90671 0.0107921 0.00107252 82308.4 0
: 786 | 7.66137 6.64212 0.0107433 0.00104175 82461.1 1
: 787 | 7.48622 5.95635 0.0107459 0.00103415 82374.3 2
: 788 Minimum Test error found - save the configuration
: 788 | 7.60553 5.88335 0.0107721 0.00106492 82413.3 0
: 789 | 7.68998 6.747 0.0107246 0.00103179 82535.6 1
: 790 | 7.20349 6.68275 0.0107842 0.00103214 82033.9 2
: 791 Minimum Test error found - save the configuration
: 791 | 7.18396 5.87798 0.010767 0.00107478 82540.4 0
: 792 | 6.89888 6.32527 0.0107166 0.00103387 82621.5 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.85798 5.65715 0.01076 0.00106737 82536.9 0
: 794 | 6.76926 5.88225 0.0107227 0.00102983 82534.4 1
: 795 | 6.66892 6.63713 0.0107531 0.00103267 82300.9 2
: 796 | 6.73354 5.70343 0.0106821 0.0010241 82832.7 3
: 797 | 6.65004 5.78855 0.0107057 0.00103127 82691.8 4
: 798 | 6.51954 5.94061 0.0106682 0.00102355 82947.3 5
: 799 | 6.36354 6.00911 0.010687 0.00102441 82793.1 6
: 800 | 6.33187 5.95636 0.0106418 0.00102249 83166.4 7
: 801 | 6.15367 6.65812 0.0106618 0.00102499 83014.9 8
: 802 Minimum Test error found - save the configuration
: 802 | 6.11182 5.20761 0.01076 0.00106483 82515.3 0
: 803 | 6.06109 5.70234 0.0106886 0.00103157 82841.2 1
: 804 | 6.05287 5.22652 0.0106928 0.0010275 82770.1 2
: 805 | 5.91401 5.90741 0.0107146 0.00103 82605.3 3
: 806 Minimum Test error found - save the configuration
: 806 | 6.11077 4.65787 0.0107275 0.00107004 82837.1 0
: 807 | 6.02005 5.81543 0.010723 0.00102905 82525.8 1
: 808 | 5.92112 5.38506 0.0106534 0.00102423 83080.8 2
: 809 | 5.80936 7.81346 0.010766 0.00110939 82844.5 3
: 810 | 5.88518 4.88878 0.0107262 0.00102699 82480.8 4
: 811 | 5.65959 5.34669 0.0106856 0.00102869 82842.1 5
: 812 | 5.46289 4.92537 0.0106681 0.00102714 82978.8 6
: 813 | 5.38538 4.93374 0.0106741 0.00102878 82941.7 7
: 814 | 5.46726 5.91564 0.0106987 0.00102484 82696.9 8
: 815 | 5.38777 5.6204 0.0106724 0.0010278 82948 9
: 816 | 5.25265 5.93025 0.0106917 0.00102471 82755.9 10
: 817 | 5.06191 5.12957 0.0107294 0.00104011 82565.6 11
: 818 | 5.06729 5.58596 0.0107427 0.0010315 82379.2 12
: 819 | 5.02349 5.4429 0.0106927 0.00102879 82782.3 13
: 820 | 4.9334 5.17768 0.0106807 0.00102509 82853.3 14
: 821 | 4.85878 4.97985 0.0107023 0.00103421 82746.2 15
: 822 Minimum Test error found - save the configuration
: 822 | 4.8744 4.48768 0.0107347 0.00107303 82801.5 0
: 823 | 4.80329 4.62843 0.010799 0.00103383 81923.8 1
: 824 | 4.72159 5.22047 0.0107411 0.00103199 82397 2
: 825 | 4.76639 5.05985 0.0107209 0.00105 82722.5 3
: 826 | 5.23019 5.44378 0.0106621 0.00102131 82980.4 4
: 827 | 5.00023 4.72942 0.0106284 0.00102677 83319.3 5
: 828 | 4.50147 4.65497 0.0107097 0.00103073 82653.6 6
: 829 | 4.59641 5.62266 0.010788 0.00103401 82018 7
: 830 | 4.53875 4.87793 0.0106791 0.00103121 82919.7 8
: 831 | 4.30187 5.15143 0.0106673 0.00103026 83013.3 9
: 832 | 4.34742 5.41717 0.0106914 0.0010276 82783.5 10
: 833 Minimum Test error found - save the configuration
: 833 | 4.16002 4.32129 0.0107526 0.00107459 82661.4 0
: 834 | 4.15781 4.49136 0.0106825 0.00103213 82898.4 1
: 835 | 4.11271 4.82836 0.0107018 0.00102893 82705.5 2
: 836 | 4.21271 5.02855 0.0106726 0.00102319 82906.9 3
: 837 | 3.95706 4.97627 0.0106818 0.00102446 82838.4 4
: 838 | 3.97758 5.41541 0.0106863 0.00102549 82808.7 5
: 839 | 3.95997 5.47526 0.0106738 0.00102588 82919 6
: 840 | 3.97936 5.19628 0.0106705 0.00102831 82968.9 7
: 841 Minimum Test error found - save the configuration
: 841 | 3.88632 4.206 0.0107248 0.00106272 82798.1 0
: 842 | 3.71784 4.82295 0.0106848 0.00102358 82805.3 1
: 843 | 3.74699 4.54429 0.010701 0.00102548 82682.6 2
: 844 | 3.86909 5.1229 0.0106941 0.00103556 82828.4 3
: 845 | 3.66718 4.366 0.0106843 0.00102294 82803.9 4
: 846 | 3.56318 4.68097 0.0106411 0.00102461 83190.4 5
: 847 | 3.79296 4.67773 0.010647 0.00104554 83320.9 6
: 848 | 3.9603 5.55248 0.0107622 0.00102217 82134.9 7
: 849 | 3.54985 5.78236 0.0107024 0.00102753 82688.7 8
: 850 | 3.57037 4.65459 0.0106686 0.00102874 82988.5 9
: 851 | 3.48362 4.9879 0.0106586 0.00102505 83043.1 10
: 852 | 3.50298 4.71906 0.0107022 0.00102508 82669.5 11
: 853 | 3.60873 5.27557 0.0106763 0.00103933 83013.8 12
: 854 | 3.51049 4.83944 0.0106635 0.00102333 82986.2 13
: 855 | 3.55915 4.68318 0.0106423 0.00102265 83163.2 14
: 856 | 3.27036 4.8214 0.0106425 0.00103385 83258.1 15
: 857 | 3.22132 4.5359 0.0106439 0.00102291 83151.1 16
: 858 | 3.12785 4.53164 0.010687 0.00102418 82791.7 17
: 859 | 3.09016 4.74569 0.0107466 0.00102426 82284.4 18
: 860 | 3.11114 4.6642 0.0106699 0.00102566 82951.4 19
: 861 | 3.22837 5.39943 0.010669 0.00103189 83012.4 20
: 862 | 3.33618 6.65556 0.0107106 0.00104887 82801.1 21
:
: Elapsed time for training with 1000 events: 9.32 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: 0.0121 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: 0.817 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.159 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= 3.35398e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.12688e+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: 0.0359 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: 0.00134 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0965 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.873 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: 0.0208 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00304 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: 0.0377 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00512 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: 0.00221 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00113 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: 0.0979 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0119 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: 0.895 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 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 : -0.784 0.0292 5.41 1.56 | 3.211 3.228
: 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 : -0.100 0.0828 1.95 1.08 | 3.377 3.372
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.