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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
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:414
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:131
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:4149
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
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:139
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:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.252 sec
: Elapsed time for training with 1000 events: 0.256 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00299 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: 0.000712 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00473 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: 0.00018 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000636 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 = 31502.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33055.3 31138.8 0.00971555 0.000979625 91575.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32570.6 30604.4 0.00984316 0.000975066 90211 0
: 3 Minimum Test error found - save the configuration
: 3 | 31883.3 29952.5 0.010041 0.000990317 88390.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31173.1 29309.9 0.0101314 0.000995176 87563.1 0
: 5 Minimum Test error found - save the configuration
: 5 | 30419.4 28581.6 0.0101216 0.000993926 87645.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29627.4 27708.4 0.0101459 0.00101977 87659.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28958.6 27145.2 0.0100544 0.000975566 88117.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28525.7 26782.7 0.0100017 0.000969006 88566.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28175.1 26465.1 0.0099367 0.000968296 89202 0
: 10 Minimum Test error found - save the configuration
: 10 | 27858.8 26166.8 0.00994114 0.000969157 89166.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27555.5 25887.4 0.00999582 0.000969397 88628.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27269.6 25617.3 0.00997706 0.000976837 88886.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26991.2 25357.8 0.00995032 0.000970487 89088.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26723.6 25103.4 0.00995448 0.000973157 89073.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26460.1 24857.3 0.00994633 0.000970525 89128.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26204 24616.2 0.0100782 0.000976805 87898.5 0
: 17 Minimum Test error found - save the configuration
: 17 | 25956.8 24375.1 0.0099695 0.000975027 88943.6 0
: 18 Minimum Test error found - save the configuration
: 18 | 25707.9 24142.8 0.00994655 0.000968856 89109.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25466.3 23914.7 0.00996469 0.000972136 88962.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25227.8 23691.3 0.00995517 0.000970536 89041 0
: 21 Minimum Test error found - save the configuration
: 21 | 24995.3 23469.2 0.00996055 0.000971726 88999.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24763.8 23251.8 0.00998166 0.000972016 88793.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24539.1 23034.2 0.00997063 0.000972917 88911.4 0
: 24 Minimum Test error found - save the configuration
: 24 | 24313.2 22822.5 0.00996481 0.000972615 88966 0
: 25 Minimum Test error found - save the configuration
: 25 | 24092.3 22613.5 0.00997543 0.000974027 88875 0
: 26 Minimum Test error found - save the configuration
: 26 | 23875 22406.1 0.0100028 0.000990186 88764.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23659.7 22201.3 0.00997743 0.000973007 88845.2 0
: 28 Minimum Test error found - save the configuration
: 28 | 23446 22000.7 0.0100167 0.000972856 88457.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23237.1 21800.6 0.00999855 0.000978287 88689.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 23028.2 21604.8 0.00997747 0.000975016 88864.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22822.4 21412 0.00998257 0.000976486 88828.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22622.4 21217.6 0.00998028 0.000976485 88851.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22417.6 21031.3 0.00999255 0.000974637 88712.4 0
: 34 Minimum Test error found - save the configuration
: 34 | 22223.4 20840.8 0.0100227 0.000974256 88412.7 0
: 35 Minimum Test error found - save the configuration
: 35 | 22025.2 20655.6 0.00997925 0.000973617 88833.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21830.5 20473.4 0.0100116 0.000975777 88536.4 0
: 37 Minimum Test error found - save the configuration
: 37 | 21638.9 20292.6 0.010157 0.000985966 87231.2 0
: 38 Minimum Test error found - save the configuration
: 38 | 21449.9 20112.2 0.00999922 0.000975827 88658.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21260.7 19935.5 0.00999483 0.000977957 88722.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21075.3 19759.7 0.0100341 0.000983826 88395 0
: 41 Minimum Test error found - save the configuration
: 41 | 20891.5 19585.4 0.00998848 0.000975276 88758.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20707.2 19416 0.00999161 0.000973956 88714.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20528.8 19245.3 0.00999829 0.000976945 88678.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 20350.9 19075.3 0.00999864 0.000976887 88674.6 0
: 45 Minimum Test error found - save the configuration
: 45 | 20173.4 18908.2 0.0100037 0.000978126 88637.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19997.8 18743.9 0.010007 0.000980137 88624.6 0
: 47 Minimum Test error found - save the configuration
: 47 | 19824.2 18581.8 0.0100463 0.000995666 88392 0
: 48 Minimum Test error found - save the configuration
: 48 | 19653.6 18419.7 0.0100318 0.000981446 88394.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19484 18258.2 0.0100124 0.000978616 88556.6 0
: 50 Minimum Test error found - save the configuration
: 50 | 19314 18098.4 0.0100282 0.000980847 88423.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19143.1 17935 0.0100391 0.000982006 88329 0
: 52 Minimum Test error found - save the configuration
: 52 | 18970.6 17773.4 0.0100785 0.000987146 87996 0
: 53 Minimum Test error found - save the configuration
: 53 | 18808.1 17620.6 0.0101323 0.000987987 87485.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18644.1 17467.2 0.0100945 0.000987726 87846.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18481.1 17319.5 0.0101786 0.00100751 87230.4 0
: 56 Minimum Test error found - save the configuration
: 56 | 18317.7 17156.8 0.0126541 0.00129268 70413.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 18157.2 17009.2 0.0135898 0.00133542 65282.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17996.3 16855.3 0.0137763 0.00135865 64424.4 0
: 59 Minimum Test error found - save the configuration
: 59 | 17838.1 16705.1 0.0109853 0.000999136 80110.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17681.5 16548.9 0.0101854 0.000998037 87075.9 0
: 61 Minimum Test error found - save the configuration
: 61 | 17520.9 16403 0.0101829 0.00100109 87128.4 0
: 62 Minimum Test error found - save the configuration
: 62 | 17368.3 16250.8 0.0102065 0.00101042 86993.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17213.8 16103.6 0.0102066 0.00101198 87007.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17058.9 15956.2 0.0101927 0.00100366 87060.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16905.9 15808.6 0.0101882 0.0010054 87119.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16752 15670.5 0.0101889 0.000996526 87028.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16604 15525 0.0102475 0.00103306 86820.2 0
: 68 Minimum Test error found - save the configuration
: 68 | 16454.8 15383.8 0.0101878 0.00100059 87077.8 0
: 69 Minimum Test error found - save the configuration
: 69 | 16309 15241.1 0.0102056 0.00100241 86926.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16157.6 15102.8 0.0102373 0.0010043 86645.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16014.7 14965.5 0.0102288 0.00100692 86750.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15869.5 14829.4 0.0102261 0.00100239 86732.7 0
: 73 Minimum Test error found - save the configuration
: 73 | 15726.4 14695.9 0.0101965 0.00100402 87028.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15587.5 14560.1 0.0101957 0.00100019 86998.9 0
: 75 Minimum Test error found - save the configuration
: 75 | 15446.7 14427.8 0.010205 0.00100384 86945.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15308 14296 0.0101944 0.00100539 87060.7 0
: 77 Minimum Test error found - save the configuration
: 77 | 15167.8 14170.3 0.0103474 0.00103028 85863.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15035.5 14040.2 0.0102226 0.00100963 86834 0
: 79 Minimum Test error found - save the configuration
: 79 | 14900.5 13911.7 0.0102056 0.00100381 86939.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14765.7 13786.4 0.0103093 0.00101243 86050.8 0
: 81 Minimum Test error found - save the configuration
: 81 | 14634.4 13660.8 0.0102291 0.00100945 86770.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14501.9 13539.1 0.0102058 0.00100311 86931 0
: 83 Minimum Test error found - save the configuration
: 83 | 14374.8 13413.9 0.0102203 0.00100615 86823.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14245.4 13291.3 0.0102074 0.00100383 86922.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14116.3 13172 0.0102229 0.00100434 86781 0
: 86 Minimum Test error found - save the configuration
: 86 | 13989.7 13054.3 0.0102208 0.00100633 86820.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13866.6 12934.5 0.0102492 0.00103169 86791.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13741.3 12817.8 0.0102204 0.00101028 86860.8 0
: 89 Minimum Test error found - save the configuration
: 89 | 13617.1 12703.4 0.0102211 0.00100683 86822 0
: 90 Minimum Test error found - save the configuration
: 90 | 13496.8 12588 0.0102164 0.00101618 86954.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13373.9 12476.6 0.0102115 0.00100196 86866 0
: 92 Minimum Test error found - save the configuration
: 92 | 13257.6 12360.7 0.0102116 0.00100465 86891.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 13137.1 12248.5 0.0102212 0.00100149 86770.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 13019.2 12137.9 0.0102211 0.00100884 86840.7 0
: 95 Minimum Test error found - save the configuration
: 95 | 12900.7 12031 0.0102198 0.00100479 86814.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12787 11921.8 0.0102211 0.00100658 86819.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12673.8 11811.6 0.010379 0.00103065 85576.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12558.4 11704.8 0.0102197 0.00100601 86827.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12445.4 11599.7 0.0102137 0.00100432 86868.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12333.2 11496.3 0.0102165 0.00100447 86843.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12225.6 11389.4 0.0102234 0.00100573 86789.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12112.6 11288 0.0102693 0.00100749 86376.4 0
: 103 Minimum Test error found - save the configuration
: 103 | 12004.8 11186.2 0.0102946 0.00101286 86190.3 0
: 104 Minimum Test error found - save the configuration
: 104 | 11898.4 11083.4 0.0102521 0.0010095 86555.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11789.6 10984.2 0.010255 0.00100673 86502.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11684.7 10884.4 0.0102336 0.00100615 86697.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11578.6 10787.1 0.0102666 0.00102068 86525 0
: 108 Minimum Test error found - save the configuration
: 108 | 11475.8 10688.6 0.0102292 0.00100452 86723.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11371.7 10592.3 0.0102393 0.00100829 86664.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11270.9 10494.8 0.0102621 0.00101037 86470.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11166.5 10402.5 0.0102425 0.0010078 86629.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11068.3 10307.4 0.0102448 0.00101184 86646.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10968.9 10212.8 0.0102568 0.00100828 86500.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10869.7 10119.7 0.0102382 0.00100829 86674.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10771.1 10028.3 0.0102357 0.00100549 86672.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10674.4 9937.02 0.010234 0.00100898 86720.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10578.4 9846.52 0.0103633 0.00102141 85635.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10481.3 9759.03 0.0102591 0.00101083 86502.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10388.1 9670.55 0.010253 0.00100725 86526.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10296 9580.55 0.0102452 0.0010067 86594.3 0
: 121 Minimum Test error found - save the configuration
: 121 | 10200.4 9494.9 0.0102542 0.00100858 86527.7 0
: 122 Minimum Test error found - save the configuration
: 122 | 10109.6 9408.3 0.0102365 0.00100891 86696.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10018.1 9322.48 0.0102421 0.00100668 86623.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9927.91 9237.09 0.0102395 0.00101119 86690.2 0
: 125 Minimum Test error found - save the configuration
: 125 | 9837.17 9154.09 0.0102474 0.00100646 86571.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9748.19 9071.71 0.0102805 0.00100857 86281.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9661.71 8987.38 0.0102489 0.00100953 86585.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9572.36 8907.11 0.0102819 0.0010265 86435.8 0
: 129 Minimum Test error found - save the configuration
: 129 | 9486.28 8826.22 0.0102514 0.00101201 86585.5 0
: 130 Minimum Test error found - save the configuration
: 130 | 9400.67 8745.76 0.0102409 0.0010087 86653.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9316.74 8664.52 0.0102352 0.0010059 86680.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9230.8 8585.63 0.0102545 0.00100611 86501.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 9146.52 8508.91 0.0102404 0.00101055 86675.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 9065.4 8430.04 0.0102527 0.00100715 86527.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8980.91 8354.9 0.0102561 0.00101234 86544.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8901.16 8278.1 0.0102524 0.00100841 86543 0
: 137 Minimum Test error found - save the configuration
: 137 | 8818.72 8205.03 0.0102663 0.001009 86418.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8741.08 8127.75 0.0103892 0.00103493 85522.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8660.81 8053.02 0.0103011 0.00100779 86083.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8581.56 7980.24 0.0102964 0.00100853 86134.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8503.99 7906.83 0.0102452 0.00100893 86614.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8427.48 7832.74 0.0102659 0.00100833 86416.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8349.78 7761.05 0.0102782 0.0010134 86348.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8274.59 7689.2 0.0102635 0.00100915 86446.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8197.98 7620.31 0.0102537 0.00101221 86566.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8123.05 7551.72 0.0102809 0.00100988 86289.9 0
: 147 Minimum Test error found - save the configuration
: 147 | 8050.25 7482.8 0.0102644 0.00100982 86443.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 7976.32 7414.71 0.0103232 0.0010374 86153.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7905.43 7344.68 0.0102942 0.00100905 86158.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7831.48 7278.33 0.0102966 0.00100919 86138.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7760.86 7211.26 0.0102707 0.00101232 86408.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7690.8 7143.74 0.0104129 0.00101593 85134.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7620.49 7077.25 0.0102902 0.0010115 86219.3 0
: 154 Minimum Test error found - save the configuration
: 154 | 7549.05 7014.22 0.0102798 0.00101206 86320.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7481.88 6948.96 0.0102677 0.00101116 86425.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7413.05 6885.59 0.0102634 0.00100851 86440.4 0
: 157 Minimum Test error found - save the configuration
: 157 | 7346.35 6821.19 0.0102685 0.00101178 86423.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7278.62 6757.99 0.0104196 0.00106339 85504.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7211.25 6698.27 0.0103062 0.00102199 86168.1 0
: 160 Minimum Test error found - save the configuration
: 160 | 7146.53 6634.84 0.0102652 0.00101024 86440.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7081.3 6573.16 0.010268 0.00101229 86433 0
: 162 Minimum Test error found - save the configuration
: 162 | 7016.35 6513.22 0.0102735 0.00101599 86416.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6951.42 6453.56 0.0102838 0.00101039 86268.3 0
: 164 Minimum Test error found - save the configuration
: 164 | 6888.46 6393.89 0.0105343 0.00102344 84114.4 0
: 165 Minimum Test error found - save the configuration
: 165 | 6825.84 6335.27 0.0102672 0.00101131 86431.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6763.07 6276.1 0.0102927 0.00101436 86222.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6701.16 6218 0.0102684 0.00101163 86423.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6639.38 6162.01 0.0102969 0.00102748 86305 0
: 169 Minimum Test error found - save the configuration
: 169 | 6580.3 6102.19 0.0102944 0.00101295 86193.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6519.28 6045.58 0.0102787 0.00101999 86405.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6458.65 5989.61 0.0102699 0.00101816 86470 0
: 172 Minimum Test error found - save the configuration
: 172 | 6399.58 5935.17 0.0102625 0.00100966 86460.2 0
: 173 Minimum Test error found - save the configuration
: 173 | 6341.03 5879.64 0.0102752 0.00101135 86357.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6282.46 5826.4 0.0102642 0.00101187 86464.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6225.16 5772.9 0.0102642 0.00101099 86456.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6168.76 5717.75 0.0102904 0.00101352 86236 0
: 177 Minimum Test error found - save the configuration
: 177 | 6111.6 5665 0.0102631 0.00101293 86484.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6055.59 5611.97 0.0103939 0.00103909 85517.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5999.83 5559.77 0.0102745 0.00102101 86453.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5944.47 5508.3 0.0102565 0.00101063 86524.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5890.01 5457.07 0.0102658 0.00101158 86447 0
: 182 Minimum Test error found - save the configuration
: 182 | 5836.2 5405.99 0.0102617 0.00100776 86449.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5782.42 5355.17 0.0103525 0.00101428 85669 0
: 184 Minimum Test error found - save the configuration
: 184 | 5729.2 5305.37 0.0102758 0.00101342 86371.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5676.07 5256.29 0.0102725 0.00101126 86381.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5623.65 5208.31 0.0102885 0.00101355 86254 0
: 187 Minimum Test error found - save the configuration
: 187 | 5573.57 5157.98 0.0102635 0.00101237 86475.7 0
: 188 Minimum Test error found - save the configuration
: 188 | 5521.26 5111.13 0.0102958 0.00102618 86303.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5470.69 5062.31 0.0102821 0.0010124 86302.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5419.24 5016.12 0.0105203 0.00102142 84220.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5370.16 4970.22 0.0102777 0.00101091 86330 0
: 192 Minimum Test error found - save the configuration
: 192 | 5320.95 4923.38 0.0102772 0.00101334 86357 0
: 193 Minimum Test error found - save the configuration
: 193 | 5271.75 4877.83 0.010277 0.00101248 86351.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5223.04 4832.1 0.0102743 0.00101208 86372.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5175.46 4786.38 0.0102806 0.00101362 86327.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5127.42 4742.69 0.0102773 0.00100949 86320.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5079.81 4698.6 0.0102591 0.00100997 86494.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5034.17 4653.55 0.010389 0.00102274 85413 0
: 199 Minimum Test error found - save the configuration
: 199 | 4986.6 4611.63 0.0102866 0.00101114 86248.6 0
: 200 Minimum Test error found - save the configuration
: 200 | 4941.39 4568.29 0.0104317 0.0010206 85006.1 0
: 201 Minimum Test error found - save the configuration
: 201 | 4896.25 4524.7 0.0103251 0.00106072 86352.5 0
: 202 Minimum Test error found - save the configuration
: 202 | 4850.56 4482.76 0.0103002 0.0010172 86179.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4805.95 4441.47 0.0102764 0.00101293 86361 0
: 204 Minimum Test error found - save the configuration
: 204 | 4762.21 4399.35 0.0102601 0.00101231 86507.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4718.43 4358.16 0.0102766 0.00101131 86343.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4674.43 4318.21 0.0102713 0.00101159 86395.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4631.26 4279.01 0.0102802 0.00101156 86312.5 0
: 208 Minimum Test error found - save the configuration
: 208 | 4589.48 4238.91 0.0103204 0.00103288 86136.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4547.64 4199.32 0.0103217 0.00102707 86071 0
: 210 Minimum Test error found - save the configuration
: 210 | 4505.48 4159.56 0.0102916 0.0010139 86228.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4463.88 4121.07 0.0102823 0.00101641 86338.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4422.49 4083.64 0.0102895 0.00101236 86233.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4383.02 4044.99 0.0102759 0.00101062 86343.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4342.5 4007.12 0.0102766 0.00101047 86335.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4302.53 3970.06 0.0102841 0.00101237 86284 0
: 216 Minimum Test error found - save the configuration
: 216 | 4263.43 3933.29 0.0102963 0.00101575 86201.4 0
: 217 Minimum Test error found - save the configuration
: 217 | 4223.47 3897.17 0.0102799 0.00101464 86343.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4185.64 3860.54 0.0103936 0.00112812 86341.7 0
: 219 Minimum Test error found - save the configuration
: 219 | 4146.65 3825.48 0.0103144 0.00101586 86034.6 0
: 220 Minimum Test error found - save the configuration
: 220 | 4109.1 3789.79 0.0102777 0.00101278 86347.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4071.29 3754.53 0.0102713 0.00101029 86383.2 0
: 222 Minimum Test error found - save the configuration
: 222 | 4034.18 3720.05 0.0102802 0.00101218 86318.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 3998.53 3683.59 0.0102928 0.00101268 86205.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3961.18 3649.19 0.0102692 0.00101537 86450.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3924.52 3615.55 0.0102799 0.00101193 86318.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3888.89 3582.45 0.0103287 0.001015 85894.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3853 3549.71 0.0104198 0.00102124 85119.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3818.16 3517.53 0.0102876 0.00101629 86287.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3784.44 3483.4 0.0103424 0.0010239 85850.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3749.34 3450.64 0.0103046 0.00101371 86105.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3714.75 3419.01 0.010302 0.00101531 86145.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3681.27 3387.02 0.0102953 0.00101325 86187.5 0
: 233 Minimum Test error found - save the configuration
: 233 | 3647.41 3356.39 0.0102895 0.00101534 86261.1 0
: 234 Minimum Test error found - save the configuration
: 234 | 3615.14 3324.76 0.0102793 0.00101685 86369.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3581.44 3294.03 0.0102857 0.00101691 86310.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3549.24 3263.97 0.0102852 0.00101351 86284.3 0
: 237 Minimum Test error found - save the configuration
: 237 | 3517.96 3232.36 0.0102899 0.00101301 86236.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3484.76 3202.72 0.0102638 0.0010102 86452.8 0
: 239 Minimum Test error found - save the configuration
: 239 | 3453.64 3172.97 0.0104334 0.0010416 85181.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3421.75 3144.28 0.0103028 0.00101548 86139.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3391.17 3115.59 0.0103138 0.00101653 86046.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3360.68 3086.07 0.0102772 0.0010118 86342.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3330.98 3056.15 0.0102802 0.00101377 86333.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3299.2 3028.55 0.010292 0.00101233 86210.3 0
: 245 Minimum Test error found - save the configuration
: 245 | 3269.73 3000.45 0.0103021 0.00101377 86129.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3240.39 2972.58 0.0102859 0.00101318 86274.8 0
: 247 Minimum Test error found - save the configuration
: 247 | 3210.33 2945.15 0.010279 0.00101261 86333.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3181.42 2918.09 0.0102885 0.0010119 86238.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3152.87 2890.48 0.0103406 0.00102896 85913.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3123.69 2864.13 0.010326 0.00101526 85922.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3095.48 2838.18 0.0103224 0.00101471 85950.2 0
: 252 Minimum Test error found - save the configuration
: 252 | 3067.57 2812.08 0.0102863 0.00101373 86275.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 3040.44 2784.97 0.0105294 0.00102229 84147.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 3011.98 2759.5 0.0102956 0.00101136 86167.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 2985.45 2733.4 0.0102686 0.00101217 86426.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.64 2708.36 0.0102896 0.00101309 86239.1 0
: 257 Minimum Test error found - save the configuration
: 257 | 2931.31 2683.24 0.0103309 0.00101651 85888.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2903.99 2659.18 0.0102941 0.00101511 86216.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2878.28 2634.41 0.0104002 0.00102504 85331.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2852.35 2609.96 0.0106535 0.00136384 86117.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2826.3 2586.1 0.0104088 0.00101548 85166.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2801.24 2562.95 0.0102982 0.00101235 86152.9 0
: 263 Minimum Test error found - save the configuration
: 263 | 2776.18 2537.96 0.0102842 0.00101234 86282.8 0
: 264 Minimum Test error found - save the configuration
: 264 | 2750.49 2514.26 0.0103124 0.00102578 86145.3 0
: 265 Minimum Test error found - save the configuration
: 265 | 2725.19 2491.44 0.0103062 0.00101582 86110.9 0
: 266 Minimum Test error found - save the configuration
: 266 | 2700.72 2468.48 0.0102816 0.00101235 86306.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2676.52 2445.63 0.0102826 0.00101412 86313.7 0
: 268 Minimum Test error found - save the configuration
: 268 | 2652.69 2422.48 0.0103052 0.00101259 86090.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2627.68 2400.7 0.0103392 0.00103501 85982.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2604.75 2378.07 0.010297 0.00101339 86173.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2580.92 2356.11 0.0102935 0.00101172 86190.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2557.36 2334.3 0.0102862 0.00101271 86267 0
: 273 Minimum Test error found - save the configuration
: 273 | 2534.26 2313.08 0.0103111 0.00102898 86187.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2511.15 2292.58 0.0102955 0.00101098 86164.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2488.67 2271.13 0.0103205 0.00101635 85983.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2465.93 2250.05 0.0102987 0.00101759 86196.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2443.64 2229.12 0.010286 0.00101428 86284.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2420.9 2209.23 0.0102868 0.00101136 86249.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2399.54 2188.67 0.0104516 0.00102571 84872.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2377.4 2168.53 0.0103053 0.00101992 86157 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.54 2148.94 0.0103192 0.00101824 86012.5 0
: 282 Minimum Test error found - save the configuration
: 282 | 2334.43 2128.9 0.0103029 0.00101503 86133.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2312.83 2109.41 0.0103042 0.001018 86149 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.45 2090.61 0.0103136 0.0010166 86049 0
: 285 Minimum Test error found - save the configuration
: 285 | 2270.96 2071.94 0.0104531 0.0010249 84851.6 0
: 286 Minimum Test error found - save the configuration
: 286 | 2251.01 2051.28 0.0102859 0.00101361 86278.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2229.56 2032.63 0.0103059 0.00101421 86098.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2209.26 2014.2 0.0103394 0.0010147 85793.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2188.94 1995.45 0.0103407 0.00103516 85970.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.51 1977.37 0.0103239 0.00102581 86039.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2148.66 1959.22 0.0103053 0.00102089 86165.8 0
: 292 Minimum Test error found - save the configuration
: 292 | 2129.12 1941.08 0.0103123 0.00101703 86064.8 0
: 293 Minimum Test error found - save the configuration
: 293 | 2109.03 1923.81 0.0103071 0.00101551 86099.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.8 1906.04 0.0103281 0.00101552 85904.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.66 1888.76 0.0103121 0.00101613 86058.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2051.47 1871.1 0.0103035 0.00101277 86107.7 0
: 297 Minimum Test error found - save the configuration
: 297 | 2032.33 1854.26 0.0103 0.00101601 86169.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.68 1837.06 0.0103101 0.00101817 86096.6 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.65 1820.53 0.0104298 0.00102345 85049 0
: 300 Minimum Test error found - save the configuration
: 300 | 1976.49 1803.77 0.0103163 0.00101589 86017.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.74 1788 0.0102992 0.00101632 86180.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1940.33 1771.13 0.0103044 0.00101575 86126.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1921.56 1755 0.0103692 0.00101721 85543.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1904.4 1738.35 0.0104358 0.00102319 84992.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1885.93 1722.7 0.0103378 0.00101796 85838.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1868.43 1707.08 0.0103156 0.00102187 86079.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1850.92 1691.71 0.0103005 0.00101787 86182 0
: 308 Minimum Test error found - save the configuration
: 308 | 1833.48 1676.36 0.0103486 0.00102117 85768.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.62 1661.01 0.0103403 0.0010363 85984.6 0
: 310 Minimum Test error found - save the configuration
: 310 | 1799.41 1646.04 0.0103065 0.00101591 86108.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1782.57 1630.94 0.0103107 0.00101621 86072.5 0
: 312 Minimum Test error found - save the configuration
: 312 | 1766.25 1615.63 0.0102869 0.00101237 86257.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1748.87 1601.08 0.0103008 0.00101362 86139.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.89 1586.31 0.0103162 0.00101609 86020 0
: 315 Minimum Test error found - save the configuration
: 315 | 1716.65 1571.23 0.0103056 0.0010169 86126.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1699.94 1557.04 0.0103121 0.00101916 86086.7 0
: 317 Minimum Test error found - save the configuration
: 317 | 1684.32 1543.04 0.0103235 0.00101762 85967.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1667.88 1528.99 0.010292 0.00101377 86223.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1651.9 1515.44 0.0104338 0.00102369 85015.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1636.64 1501.32 0.0103423 0.00101738 85791.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1621.04 1487.55 0.0102888 0.00101373 86253 0
: 322 Minimum Test error found - save the configuration
: 322 | 1605.52 1473.69 0.0103072 0.00101902 86131 0
: 323 Minimum Test error found - save the configuration
: 323 | 1589.97 1460.47 0.0103122 0.00101945 86088.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1575.11 1446.68 0.0103051 0.00101877 86148 0
: 325 Minimum Test error found - save the configuration
: 325 | 1559.83 1433.9 0.0103133 0.00101816 86066.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1545.4 1419.85 0.0103164 0.0010148 86006.6 0
: 327 Minimum Test error found - save the configuration
: 327 | 1529.97 1407.53 0.0102915 0.00101443 86234.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1515.43 1394.59 0.0103402 0.00101758 85812.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1501.16 1381.84 0.0103387 0.00102988 85940.3 0
: 330 Minimum Test error found - save the configuration
: 330 | 1486.82 1368.94 0.0103127 0.00101874 86077.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1472.8 1355.96 0.0103065 0.00101565 86105.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1458.25 1343.95 0.0103045 0.00102388 86200.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1444.85 1330.5 0.0102857 0.00101326 86276.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1430.57 1318.27 0.0102983 0.00101633 86188.2 0
: 335 Minimum Test error found - save the configuration
: 335 | 1416.46 1306.29 0.0103072 0.0010147 86091.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1403.22 1293.92 0.0102986 0.00101328 86157.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1389.26 1282.4 0.0102971 0.00101458 86183.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1376.36 1270.3 0.0103105 0.00101601 86072.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1363.32 1258.37 0.01044 0.00103612 85071.5 0
: 340 Minimum Test error found - save the configuration
: 340 | 1349.58 1246.76 0.0103021 0.00101982 86186 0
: 341 Minimum Test error found - save the configuration
: 341 | 1336.61 1235.54 0.010935 0.00102828 80753.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1323.9 1223.95 0.0103646 0.00101731 85586.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1311.31 1212.57 0.0103465 0.00101686 85748 0
: 344 Minimum Test error found - save the configuration
: 344 | 1298.11 1201.86 0.0102936 0.00101513 86220.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1286.51 1189.99 0.0103126 0.00101648 86057.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1273.41 1179.17 0.0103263 0.00101693 85935.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1261.42 1167.91 0.0103029 0.00101419 86126.1 0
: 348 Minimum Test error found - save the configuration
: 348 | 1249.03 1156.86 0.0103155 0.00101874 86051.6 0
: 349 Minimum Test error found - save the configuration
: 349 | 1237.01 1146.2 0.0103761 0.00103965 85686 0
: 350 Minimum Test error found - save the configuration
: 350 | 1225.21 1135.23 0.0103057 0.00101778 86132.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1213.08 1124.51 0.0103124 0.00102763 86162.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1201.53 1113.73 0.0103849 0.00103818 85591.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.83 1103.61 0.0103211 0.00101796 85992.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.81 1093.57 0.0103153 0.00101822 86048.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1167.27 1082.92 0.0103192 0.00101638 85995.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.21 1072.77 0.0103077 0.00101783 86114.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1144.32 1063.07 0.0102978 0.00101562 86186.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1133.24 1052.8 0.0103125 0.0010169 86062.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1122.33 1042.59 0.0104515 0.00105219 85112.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1111.27 1032.53 0.0103056 0.0010168 86125.3 0
: 361 Minimum Test error found - save the configuration
: 361 | 1100.36 1022.88 0.0103144 0.00101382 86016.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1090 1012.79 0.0103094 0.00101627 86084.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1078.73 1003.61 0.010317 0.00101863 86036.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1068.36 994.263 0.0103268 0.00101593 85920.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1058.28 984.902 0.0103034 0.0010165 86142.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1048.27 975.012 0.0102985 0.00101717 86194.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1037.43 966.286 0.0103217 0.00101839 85990.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 1027.39 957.408 0.0103182 0.00101867 86025.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.29 948.893 0.0103154 0.00101956 86059.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1007.57 939.684 0.0103418 0.0010316 85927.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 997.961 929.585 0.0103398 0.0010291 85923 0
: 372 Minimum Test error found - save the configuration
: 372 | 988.293 920.866 0.0103111 0.00101908 86095.5 0
: 373 Minimum Test error found - save the configuration
: 373 | 977.741 912.13 0.010332 0.0010225 85934.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.577 903.158 0.0103078 0.0010165 86102.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 958.915 894.551 0.010298 0.00101435 86172.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 949.452 885.628 0.0103165 0.00101519 86009.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 940.314 877.042 0.0102894 0.00101275 86238.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 931.119 868.335 0.0103036 0.00101554 86132.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 921.312 860.337 0.0103204 0.00101242 85948 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.522 852.078 0.0103524 0.00104651 85966.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.759 843.435 0.0102954 0.00101867 86236.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.459 835.954 0.0103035 0.00101361 86115.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 886.215 827.07 0.0102863 0.00101297 86268.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 876.921 819.171 0.0102969 0.00101446 86184.5 0
: 385 Minimum Test error found - save the configuration
: 385 | 868.502 810.97 0.0102822 0.00101329 86310.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 860.047 803.149 0.0103027 0.00101301 86116.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 851.238 795.002 0.0102943 0.00101489 86212.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 842.751 787.299 0.0102896 0.00101282 86236.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.244 779.899 0.010326 0.00101628 85931.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 825.908 772.38 0.0104713 0.00102164 84658.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 817.885 765.185 0.0103759 0.00101527 85464.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 810.416 756.627 0.0103144 0.00101483 86025.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 801.36 749.153 0.0103234 0.0010441 86213.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 793.648 741.699 0.0103227 0.00102343 86028.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.752 734.915 0.0103357 0.0010205 85881.1 0
: 396 Minimum Test error found - save the configuration
: 396 | 778.048 727.734 0.0103136 0.00101531 86037.7 0
: 397 Minimum Test error found - save the configuration
: 397 | 770.026 720.141 0.0103295 0.00102378 85968.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 762.496 712.833 0.0103143 0.00101871 86062.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.71 705.425 0.010307 0.00101562 86101.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.987 698.921 0.0104874 0.00105347 84800.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.58 691.687 0.010419 0.00102255 85138.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 732.254 684.084 0.0103521 0.00101843 85711 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.676 677.319 0.0103242 0.00101885 85972.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 717.603 670.548 0.0103034 0.00101454 86124.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 710.232 663.992 0.0102922 0.00101629 86244.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 703.013 657.47 0.0103014 0.0010148 86146 0
: 407 Minimum Test error found - save the configuration
: 407 | 695.913 650.554 0.0102797 0.00101472 86346.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 688.702 644.291 0.0102862 0.00101551 86293 0
: 409 Minimum Test error found - save the configuration
: 409 | 682.048 637.302 0.0103206 0.00101339 85954.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 675.058 630.629 0.0103286 0.00103081 86041.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 668.158 624.263 0.0103213 0.00102303 86037.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 661.403 617.824 0.0103429 0.0010158 85771.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.565 611.314 0.0103012 0.00102311 86224.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 647.965 605.323 0.010298 0.00101542 86182.9 0
: 415 Minimum Test error found - save the configuration
: 415 | 641.333 599.126 0.0103061 0.00102045 86154.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.715 592.854 0.0103305 0.00101472 85875.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.291 587.002 0.0103006 0.00102513 86249 0
: 418 Minimum Test error found - save the configuration
: 418 | 622.195 580.688 0.0103344 0.00101996 85888.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.83 574.415 0.0103002 0.00101425 86152 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.036 568.756 0.0104224 0.00104267 85290.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 603.133 562.915 0.0103095 0.00101652 86086.9 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.85 556.657 0.0103039 0.00101801 86152.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.446 551.072 0.0103207 0.00101652 85982.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.466 545.245 0.0103027 0.00101164 86104.3 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.55 539.366 0.0102939 0.0010146 86213.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.36 533.869 0.010303 0.00101467 86129.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 567.039 528.234 0.0102985 0.00101688 86192.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.694 522.826 0.01032 0.00101377 85963.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 555.184 517.196 0.0102868 0.00101397 86273.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.105 511.899 0.0103396 0.00102754 85910.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.885 506.57 0.0103443 0.00101527 85753.4 0
: 432 Minimum Test error found - save the configuration
: 432 | 537.989 501.173 0.0102903 0.00102204 86316 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.632 495.604 0.0102955 0.00101219 86175.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 526.979 490.053 0.0102955 0.00101475 86199.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.183 485.165 0.0103059 0.00101371 86093.4 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.997 479.757 0.0102946 0.00101709 86230.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.5 474.734 0.0103569 0.00101668 85650.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.319 470.433 0.0103011 0.00101556 86155.3 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.185 464.484 0.0102928 0.00101523 86229.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.757 459.784 0.0104281 0.00103742 85191 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.718 454.791 0.0102981 0.00101363 86165.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 484.657 449.888 0.0103011 0.00101236 86125.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.482 444.687 0.0103407 0.00101529 85786.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.579 440.006 0.010302 0.00101368 86129.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.359 435.44 0.0103076 0.00101476 86088.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.646 431.263 0.0103192 0.00101451 85978.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.79 426.018 0.0103032 0.00101388 86120.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.159 421.462 0.0103028 0.00101434 86128 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.37 417.104 0.0103037 0.00101671 86142.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.553 412.464 0.0103281 0.00102581 85999.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.871 408.127 0.0102951 0.00101234 86181.1 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.195 403.642 0.0103145 0.00102512 86120 0
: 453 Minimum Test error found - save the configuration
: 453 | 431.618 398.921 0.0103212 0.00101725 85985.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.168 394.907 0.010299 0.00101488 86168.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.872 390.832 0.0102992 0.00101508 86168.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.391 386.332 0.0103297 0.00101533 85889.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.642 381.621 0.0103102 0.00102118 86123.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.261 377.571 0.0103131 0.00101678 86055.5 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.248 373.225 0.0103109 0.00101227 86033.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.708 369.458 0.0105535 0.00104394 84125.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.583 365.266 0.0103193 0.00101668 85997.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.389 360.856 0.0103076 0.00101588 86098.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.232 357.012 0.0103183 0.00101475 85988.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.117 352.974 0.0102904 0.00101523 86251.5 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.102 349.245 0.0103187 0.00101202 85960 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.049 344.987 0.0102936 0.00101301 86201.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.162 340.841 0.0103133 0.00101214 86011.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.177 337.316 0.0104404 0.00102005 84922.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.058 333.813 0.0103514 0.00106446 86142.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.253 330.034 0.0103604 0.00102809 85724.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.437 326.665 0.0102969 0.00101335 86173.7 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.739 323.277 0.0102901 0.00101311 86235 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.898 319.062 0.0103711 0.00101199 85478.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.145 314.969 0.0102948 0.00101323 86192.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.274 311.674 0.0103032 0.00101293 86111.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.694 307.998 0.010304 0.00102151 86183.6 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.086 304.859 0.0103176 0.00101221 85971.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.513 301.348 0.0102992 0.00101155 86135.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.963 297.583 0.0102948 0.00101477 86206.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.333 294.21 0.0104162 0.00103507 85277.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.826 290.93 0.0102948 0.00101243 86185.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.54 287.478 0.0102927 0.001013 86209.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.18 284.129 0.0103268 0.00101433 85906.2 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.664 281.195 0.0102993 0.00101665 86182.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 306.407 277.786 0.0102973 0.00101475 86183 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.447 275.316 0.0103154 0.00101544 86021.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.931 271.519 0.0103627 0.00102053 85632.9 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.52 268.765 0.0102982 0.00101555 86181.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.548 265.402 0.0103147 0.00101093 85986.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.996 262.421 0.0103154 0.00103033 86159.5 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.124 258.998 0.0103166 0.00101299 85988 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.815 256.463 0.0103396 0.00101959 85837.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.72 254.068 0.0103307 0.00101525 85878.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 278.045 251.286 0.0103073 0.00101653 86107 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.299 247.62 0.0103104 0.00101534 86067.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.355 244.924 0.0103242 0.00101511 85937.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.044 242.108 0.0102956 0.00101763 86225.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.967 238.995 0.0103111 0.00101309 86040.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.028 236.753 0.010293 0.00101306 86207.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.344 234.695 0.0104143 0.0010469 85402.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.363 231.535 0.0103432 0.00101715 85780.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.378 228.226 0.0103262 0.00101713 85937.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.521 225.701 0.0103073 0.00101523 86095.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.874 223.202 0.0103074 0.00101528 86094.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.255 220.477 0.0102917 0.00101188 86208.8 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.294 218.195 0.0102905 0.00101355 86235.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.759 215.493 0.0103092 0.00101852 86108 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.047 212.849 0.0102888 0.00101547 86269.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.696 210.434 0.0103014 0.00101445 86142.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.808 208.14 0.0103308 0.00104441 86147.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.307 205.415 0.0103041 0.00101651 86136.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.588 203.546 0.010324 0.00101374 85926.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.336 200.761 0.0103476 0.00104015 85952.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.649 199.311 0.01031 0.00102309 86142.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.251 196.243 0.0103024 0.00101328 86122.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.112 193.925 0.0103186 0.00101249 85965.5 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.539 191.931 0.010316 0.00101737 86034.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.093 189.687 0.0102983 0.00101507 86176.8 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.684 187.151 0.0102937 0.00101493 86218.3 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.14 185.603 0.0104275 0.00112556 86003.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.967 182.859 0.010301 0.00101348 86136.7 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.824 181.588 0.0103123 0.00101695 86064.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.822 179.088 0.0103104 0.00101541 86068.1 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.525 176.715 0.0102863 0.00101196 86259.6 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.119 174.53 0.0102865 0.00101559 86291.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.129 172.8 0.0103065 0.0010125 86076.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.893 170.717 0.0103183 0.0010173 86012.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.718 169.18 0.0102918 0.0010138 86225.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.49 166.868 0.0104699 0.00101971 84654.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.41 165.066 0.0102842 0.00101245 86283.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.443 163.836 0.0103221 0.00102869 86082.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.262 161.769 0.0103333 0.00101617 85863.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.304 159.253 0.0102988 0.00101724 86192.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.144 157.72 0.0103 0.00101606 86169.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.992 155.174 0.0103249 0.00101428 85923.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.058 154.18 0.0103021 0.00101325 86125 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.995 151.183 0.0102962 0.00101381 86184.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.849 149.647 0.0103073 0.00101097 86055.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.168 149.104 0.0102886 0.00101286 86246.9 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.456 145.675 0.0103145 0.00101331 86010.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.086 144.589 0.0104385 0.0010446 85161.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.631 143.432 0.0103016 0.0010146 86142.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.518 140.795 0.0103044 0.00101695 86137.6 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.676 139.061 0.0102937 0.00101313 86201.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.905 137.03 0.0102877 0.00101244 86250.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.97 135.546 0.0103041 0.00101291 86103.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.394 134.702 0.0102929 0.00101222 86200.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.691 132.658 0.0103025 0.00101358 86123.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.701 130.601 0.0102926 0.00101581 86236.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.891 129.38 0.0103077 0.00101624 86100.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.164 127.966 0.0103453 0.00103457 85922 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.536 126.788 0.0103103 0.00101633 86077.4 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.643 124.655 0.0102961 0.00101396 86186.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.069 123.366 0.010296 0.00101169 86167 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.52 122.259 0.0104002 0.00101615 85250.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.881 120.811 0.0103047 0.00101158 86085.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.184 118.936 0.0103036 0.001014 86117.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.642 117.638 0.0103114 0.0010147 86052.1 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.68 116.208 0.0102881 0.00101619 86281.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.575 114.602 0.0103045 0.00101129 86083.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.964 113.081 0.0104154 0.00104067 85335.9 0
: 562 | 128.514 113.898 0.0102616 0.000978847 86181.3 1
: 563 Minimum Test error found - save the configuration
: 563 | 127.25 111.187 0.0104098 0.00102145 85211.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.563 109.17 0.0102884 0.00101374 86256.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.089 108.069 0.0102979 0.00101393 86169.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.453 106.735 0.0103209 0.00101604 85976.9 0
: 567 | 121.128 107.365 0.0102556 0.000978827 86236.9 1
: 568 Minimum Test error found - save the configuration
: 568 | 119.668 105.097 0.0103068 0.00101589 86106 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.149 103.119 0.010319 0.00101519 85986.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.506 101.657 0.0104002 0.00101616 85251.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.17 100.754 0.0103217 0.00102668 86067.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.922 99.6495 0.0103053 0.00101194 86082.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.616 98.018 0.0103235 0.00101666 85957.8 0
: 574 | 111.299 98.805 0.0102603 0.000980186 86206.2 1
: 575 Minimum Test error found - save the configuration
: 575 | 110.013 95.5333 0.0103013 0.00102446 86236.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.833 94.659 0.0103148 0.00102142 86083 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.398 93.4179 0.0103012 0.00101691 86166.7 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.029 92.5166 0.0103093 0.00101395 86064.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.84 91.5856 0.0103155 0.00101372 86004.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.499 90.5332 0.0103154 0.00101348 86003.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.234 89.4037 0.0104214 0.00104242 85296.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.094 87.4005 0.0103097 0.00102023 86118.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.186 87.0075 0.0102982 0.00101685 86194.5 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.8188 85.9143 0.0102945 0.00101467 86208.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6384 84.7029 0.0103175 0.00101547 86002.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.6461 84.4789 0.0103089 0.00101268 86056.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.5331 83.2054 0.0104069 0.00101636 85192.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.4262 82.6118 0.0103138 0.00101275 86011.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.3655 81.8616 0.0103184 0.00103367 86163.2 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0861 80.5571 0.0103156 0.00101671 86031.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.7874 78.8963 0.0103564 0.00103171 85793.5 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8393 78.0712 0.0103619 0.00101758 85613.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.6553 76.9609 0.0102996 0.00101591 86173 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.8626 76.09 0.0103127 0.00101279 86022 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.8189 74.9151 0.0103084 0.00101344 86068 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.4852 73.9916 0.0103052 0.00101461 86108.6 0
: 597 | 84.6687 73.9996 0.0102774 0.000984546 86087.2 1
: 598 Minimum Test error found - save the configuration
: 598 | 83.5471 72.3032 0.0103211 0.00101974 86009.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.6313 71.6057 0.0102956 0.00101232 86176.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.661 70.4665 0.0103392 0.00101446 85793.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.6747 69.5589 0.0104354 0.00104015 85149.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.7856 69.4901 0.010287 0.00101546 86285.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.2081 68.8958 0.0103016 0.00101147 86113.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.9331 67.0376 0.0103049 0.00101147 86081.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.986 66.6011 0.0102919 0.00101318 86218.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.0431 66.3919 0.0104327 0.00102329 85021.3 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.3032 64.9184 0.0103063 0.0010148 86100.3 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.258 63.7738 0.0103025 0.00101563 86143.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.2981 63.2476 0.0103324 0.00101524 85862.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.5721 62.7132 0.0103298 0.00101506 85885 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.6791 61.5823 0.0103357 0.00103011 85969.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.8595 61.0082 0.0103021 0.00101374 86129 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.1807 60.6408 0.0102954 0.00101599 86212.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.2245 59.8389 0.0102996 0.00101695 86182.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.4663 58.4143 0.0103255 0.0010128 85904.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.6532 57.6761 0.0103335 0.00102521 85944.4 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.7736 56.859 0.0103368 0.00101439 85814.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.0871 56.5676 0.0104489 0.00104241 85047.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.1057 55.1087 0.0103177 0.00101337 85981 0
: 620 | 64.5623 55.5015 0.0102635 0.000983005 86202.2 1
: 621 Minimum Test error found - save the configuration
: 621 | 64.0058 54.9291 0.0104439 0.00104379 85105.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.0804 53.488 0.0103177 0.00101316 85979.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.7236 53.0418 0.0103258 0.0010241 86005.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 62.0329 52.856 0.0103301 0.00101698 85900.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.6872 51.8495 0.0103026 0.00101703 86155.3 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.931 51.1023 0.0103037 0.00101519 86128.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.3863 50.7643 0.0103029 0.00101191 86105.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4347 50.2096 0.010298 0.00101421 86172.1 0
: 629 | 57.8177 50.2461 0.0102663 0.000980966 86157.2 1
: 630 Minimum Test error found - save the configuration
: 630 | 57.1929 49.1493 0.0103208 0.00102033 86016.9 0
: 631 | 56.4611 49.3892 0.0102941 0.000981636 85906.8 1
: 632 Minimum Test error found - save the configuration
: 632 | 56.1221 47.8061 0.0103168 0.00101737 86026.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.1808 46.9046 0.0104482 0.00102446 84892.2 0
: 634 | 54.3267 47.3932 0.0102717 0.000982657 86122.9 1
: 635 Minimum Test error found - save the configuration
: 635 | 54.0365 45.5805 0.0103148 0.00101415 86015.9 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.1503 44.77 0.0103289 0.00101492 85892.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.4212 44.6211 0.0103015 0.00101771 86171.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.896 44.2575 0.0103055 0.00101512 86110.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2116 43.798 0.0103306 0.00101937 85918 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.5134 42.8997 0.0103337 0.00101448 85844.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.8524 42.6932 0.0104354 0.00103237 85078.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.336 41.9943 0.0103188 0.0010162 85997.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.7108 41.7248 0.0102888 0.00101356 86251.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1857 40.6519 0.0102993 0.00101533 86169.8 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.6227 40.5345 0.0104451 0.00101901 84870.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.1832 39.8796 0.0103481 0.00101704 85735.4 0
: 647 | 47.0537 40.2395 0.0102746 0.000980317 86074.7 1
: 648 Minimum Test error found - save the configuration
: 648 | 46.2625 38.7741 0.0103264 0.00102013 85963.3 0
: 649 | 45.2206 38.9624 0.0102629 0.000982246 86200.4 1
: 650 Minimum Test error found - save the configuration
: 650 | 44.7976 37.7692 0.0103007 0.00101589 86162.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.2869 37.3772 0.0103537 0.00103109 85813.2 0
: 652 | 43.7841 38.632 0.0102688 0.000981347 86137.6 1
: 653 Minimum Test error found - save the configuration
: 653 | 43.3597 36.3539 0.0102977 0.00101883 86217.2 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.106 36.2239 0.0103162 0.00101541 86014 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.4404 35.2599 0.0103162 0.00102435 86096.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0003 34.8754 0.0103069 0.00101584 86104.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.4355 34.8705 0.0103194 0.0010155 85985.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.6228 33.8839 0.0103126 0.00101838 86074.6 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.2264 33.5664 0.010299 0.00101299 86150.6 0
: 660 | 39.6953 33.886 0.0102986 0.000988167 85925.5 1
: 661 Minimum Test error found - save the configuration
: 661 | 39.2146 32.7655 0.0104177 0.00112722 86109.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.8018 32.1062 0.010335 0.00102449 85924.1 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.1187 31.8152 0.010319 0.00101875 86019.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.7931 31.345 0.0104097 0.00111475 86068.1 0
: 665 | 37.355 31.679 0.0102949 0.000984746 85927.3 1
: 666 Minimum Test error found - save the configuration
: 666 | 36.8359 30.4396 0.0103158 0.00101579 86021 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5063 30.2097 0.0103008 0.00101489 86152.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0492 29.4016 0.0103068 0.00101339 86082.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.5604 28.9513 0.0103295 0.00101476 85885.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.1881 28.5635 0.0103134 0.00101627 86048.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.6178 28.1962 0.0103118 0.00101838 86082.5 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.169 27.9635 0.0103349 0.00101417 85829.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.9172 27.7137 0.0103172 0.0010192 86040.3 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.3955 27.7101 0.0103069 0.00101712 86115.9 0
: 675 | 33.1713 27.7652 0.010268 0.000979156 86124.9 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.577 26.4359 0.010316 0.00101739 86034 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.0891 25.9923 0.0103007 0.00101708 86172.9 0
: 678 | 31.7985 26.3558 0.0102687 0.000982625 86150.2 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.2186 25.3443 0.0103269 0.00101803 85939.6 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.0933 25.0346 0.0103095 0.00101597 86081 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.6836 24.2771 0.0104098 0.0010189 85188.5 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0524 23.9909 0.0104695 0.00105401 84966.5 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.9998 23.7464 0.0103041 0.00101828 86153.1 0
: 684 | 29.6876 24.3962 0.0103635 0.000983627 85288.6 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.2221 23.1088 0.0103406 0.00101927 85824.9 0
: 686 | 28.7483 23.947 0.0104481 0.000984236 84531.6 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.6168 22.4743 0.0103622 0.00102625 85690.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.0625 21.9657 0.0103404 0.00102014 85834.5 0
: 689 | 27.5495 22.0531 0.0105162 0.000988335 83964.1 1
: 690 | 27.1486 22.2557 0.0102914 0.000984396 85957.1 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.8987 21.3899 0.0103252 0.00102239 85995.7 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.617 21.2367 0.0105559 0.00104802 84141.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.4074 20.5824 0.0103526 0.00102104 85730.6 0
: 694 | 26.2386 21.0647 0.0102935 0.000984066 85934.7 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.6371 20.5246 0.0103322 0.00102052 85913.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.4065 20.1691 0.0103127 0.00101822 86072.3 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.001 19.479 0.0103473 0.00102197 85787.9 0
: 698 | 24.5936 20.1815 0.0102905 0.000983787 85959.7 1
: 699 Minimum Test error found - save the configuration
: 699 | 24.3499 19.3162 0.0103155 0.00101821 86046.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.8692 18.8848 0.010343 0.00102211 85828.3 0
: 701 | 23.4821 19.4275 0.0102837 0.000983386 86018.7 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.2492 18.3996 0.0104468 0.00104789 85116.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.1085 18.189 0.0103466 0.00102682 85838.6 0
: 704 | 22.7116 18.6875 0.010293 0.000988786 85982.8 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.4955 17.5397 0.0103293 0.00102325 85965.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.0918 17.4089 0.0103441 0.00102018 85801.1 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.845 16.8344 0.0103557 0.00102195 85710.4 0
: 708 | 21.5138 17.2787 0.0102771 0.000984316 86088.2 1
: 709 Minimum Test error found - save the configuration
: 709 | 21.1051 16.5609 0.0103313 0.00101951 85912.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.0223 16.267 0.0104438 0.0010271 84955 0
: 711 | 20.674 17.0856 0.0102969 0.000984497 85907.3 1
: 712 | 20.794 16.5275 0.0103127 0.000985245 85768.4 2
: 713 Minimum Test error found - save the configuration
: 713 | 20.2519 15.742 0.0103322 0.00102343 85940.7 0
: 714 | 19.7637 15.933 0.0103093 0.000987076 85816.7 1
: 715 | 19.8358 15.8818 0.0103082 0.000984007 85798.4 2
: 716 Minimum Test error found - save the configuration
: 716 | 19.5056 15.6034 0.0103267 0.00102373 85993.9 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.1608 14.657 0.0103108 0.00101945 86101.2 0
: 718 | 18.9079 15.0123 0.0102953 0.000983937 85916.9 1
: 719 | 18.6946 15.1982 0.0102809 0.000982636 86037.7 2
: 720 Minimum Test error found - save the configuration
: 720 | 18.8976 14.5089 0.0103187 0.00102224 86054.3 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.4191 14.3481 0.010326 0.00101664 85935 0
: 722 | 17.8494 14.4805 0.0105389 0.000985456 83739.5 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.547 13.2654 0.0103367 0.00102036 85870.4 0
: 724 | 17.3016 13.7629 0.0102827 0.000987316 86063.8 1
: 725 | 17.0795 13.9143 0.0102664 0.000981966 86165.9 2
: 726 Minimum Test error found - save the configuration
: 726 | 16.8725 13.2246 0.0103143 0.00103116 86177.4 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.5917 13.2138 0.01032 0.00101688 85993 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3728 12.7367 0.0103164 0.00101688 86026.2 0
: 729 | 16.5188 13.8108 0.010276 0.000987896 86132 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.3392 12.6309 0.0103207 0.00101799 85996.5 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.8677 12.3096 0.0103104 0.00102674 86172.5 0
: 732 | 15.5329 12.4923 0.0102892 0.000982066 85955.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.5243 12.0162 0.010334 0.00103108 85994.2 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.331 11.6601 0.0103191 0.00101681 86000.1 0
: 735 | 14.8241 11.918 0.0102685 0.000981806 86144.9 1
: 736 | 14.7142 11.6924 0.0102862 0.000981277 85975.8 2
: 737 | 14.6067 12.0473 0.0102687 0.000982316 86147.9 3
: 738 Minimum Test error found - save the configuration
: 738 | 14.3501 11.4094 0.0103305 0.00102134 85937.1 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.2141 10.904 0.0103247 0.00101769 85956.4 0
: 740 | 14.0696 11.4469 0.0103125 0.000984706 85764.8 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.744 10.8894 0.0103042 0.00101555 86126.6 0
: 742 | 13.5911 11.0327 0.0103977 0.000981316 84958.2 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.3866 10.6407 0.0103342 0.00102191 85908 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.1679 10.5091 0.010319 0.00101944 86025.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.9467 9.91511 0.0103442 0.00101762 85776.6 0
: 746 | 12.9244 10.2545 0.0102829 0.000985456 86045.5 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.7922 9.67462 0.0103104 0.00102001 86110.7 0
: 748 | 12.7055 10.2694 0.0102818 0.000977697 85983.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 12.5718 9.58409 0.0116439 0.00108248 75747.1 0
: 750 Minimum Test error found - save the configuration
: 750 | 12.298 9.43301 0.0104179 0.00105137 85410.4 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.1086 9.20959 0.0119046 0.00103795 73619.8 0
: 752 | 11.9847 9.68961 0.0103757 0.000983437 85176.8 1
: 753 | 11.7971 9.79161 0.0103497 0.000981906 85398.6 2
: 754 Minimum Test error found - save the configuration
: 754 | 11.4453 9.20316 0.010406 0.00103438 85363.7 0
: 755 | 11.3607 9.69431 0.0103336 0.000984836 85572.4 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.3785 9.08505 0.0103287 0.00103113 86044.4 0
: 757 | 11.1794 9.65994 0.0103142 0.000984186 85744.4 1
: 758 Minimum Test error found - save the configuration
: 758 | 11.1371 8.60688 0.0103472 0.00102061 85776.3 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9045 8.29627 0.0103629 0.00102477 85670.6 0
: 760 | 10.7263 8.49309 0.0103768 0.000985426 85184.7 1
: 761 | 10.607 8.91892 0.0103033 0.000984526 85848.1 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.3867 7.84686 0.0105039 0.001033 84469 0
: 763 | 10.3451 8.70057 0.0103846 0.000985006 85110.1 1
: 764 | 10.1394 8.07375 0.0103696 0.000987566 85269.6 2
: 765 | 10.0127 8.62377 0.0103892 0.00104077 85576 3
: 766 | 9.9902 7.97207 0.01033 0.000987357 85628.6 4
: 767 | 9.84109 9.09329 0.0103059 0.000982726 85807.8 5
: 768 Minimum Test error found - save the configuration
: 768 | 9.85078 7.04778 0.0103948 0.00103345 85457.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.62623 7.01769 0.0103499 0.00102066 85752.1 0
: 770 | 9.47649 8.28575 0.0103337 0.000986945 85591.3 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.40442 6.76624 0.0103748 0.00102551 85567.9 0
: 772 | 9.27074 7.49648 0.0102993 0.000984156 85882 1
: 773 | 9.029 7.06902 0.0103317 0.000997166 85703.7 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.83002 6.35416 0.0118616 0.00104239 73942.3 0
: 775 | 8.73053 6.37383 0.0103318 0.000982246 85565.4 1
: 776 | 8.64605 7.28312 0.0103037 0.000984775 85847.2 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.53298 6.19881 0.0103653 0.00102354 85636.6 0
: 778 | 8.35817 6.26674 0.0103139 0.000986706 85771.1 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.30515 5.91083 0.0104156 0.00103716 85301.9 0
: 780 | 8.31181 6.42731 0.0103297 0.000986477 85623.3 1
: 781 | 8.23464 6.03338 0.0102859 0.000985456 86017.2 2
: 782 | 8.26797 5.92008 0.0104077 0.000985306 84904.2 3
: 783 | 8.10278 5.96359 0.0103196 0.000985207 85704.1 4
: 784 Minimum Test error found - save the configuration
: 784 | 7.9606 5.16445 0.0103829 0.00104034 85629.5 0
: 785 | 7.73651 6.4927 0.0103722 0.00101543 85499.2 1
: 786 | 7.82012 5.5951 0.0103189 0.000984097 85700.6 2
: 787 | 7.60239 5.83379 0.0103106 0.000985606 85791.3 3
: 788 Minimum Test error found - save the configuration
: 788 | 7.45379 5.03242 0.0103546 0.00103216 85814 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.4735 4.91449 0.0105253 0.00103337 84282.2 0
: 790 | 7.30161 5.28546 0.0103802 0.000987186 85169.4 1
: 791 | 7.1936 5.22921 0.010339 0.000983297 85509.5 2
: 792 | 7.30067 5.94174 0.0103321 0.00101317 85847 3
: 793 Minimum Test error found - save the configuration
: 793 | 7.0127 4.88444 0.0103399 0.00102926 85923.4 0
: 794 | 6.97262 5.50969 0.0103253 0.000984237 85643.6 1
: 795 | 6.76928 5.10345 0.0103247 0.000985617 85661.3 2
: 796 Minimum Test error found - save the configuration
: 796 | 6.78781 4.34657 0.0103351 0.00101979 85879.8 0
: 797 | 6.90979 6.09652 0.0103343 0.000985677 85574.2 1
: 798 | 6.74488 4.3995 0.0103242 0.000994466 85747.3 2
: 799 | 6.51348 4.83222 0.0103354 0.000985407 85561.9 3
: 800 | 6.42301 5.13962 0.0104357 0.000984936 84649.4 4
: 801 | 6.41938 4.38643 0.0103136 0.000983836 85746.7 5
: 802 | 6.21788 4.74042 0.0104442 0.000987986 84600.8 6
: 803 | 6.17639 4.5737 0.010325 0.000985387 85656.4 7
: 804 Minimum Test error found - save the configuration
: 804 | 6.11999 4.28203 0.010425 0.00103001 85151.8 0
: 805 | 6.02444 4.59608 0.0103155 0.000985377 85743.4 1
: 806 | 6.01975 4.39573 0.0103076 0.000984707 85810 2
: 807 | 6.03226 4.32542 0.0103243 0.000983456 85645.4 3
: 808 | 6.06047 5.49375 0.0104124 0.000985575 84864.5 4
: 809 | 6.08361 4.80737 0.0102885 0.000982506 85966.4 5
: 810 | 5.73246 4.45139 0.0103283 0.000983316 85607.2 6
: 811 | 5.48524 4.3435 0.0102828 0.000983105 86023.9 7
: 812 Minimum Test error found - save the configuration
: 812 | 5.62424 4.03972 0.0104055 0.00102967 85325.7 0
: 813 | 5.65604 4.07275 0.0103607 0.00100634 85521.4 1
: 814 | 5.56317 4.06106 0.0104388 0.000999016 84747.3 2
: 815 Minimum Test error found - save the configuration
: 815 | 5.52728 3.99623 0.0103653 0.00103325 85726 0
: 816 | 5.33501 4.75347 0.01036 0.000986577 85348.1 1
: 817 | 5.18654 4.199 0.0104196 0.000990126 84840.7 2
: 818 | 5.20787 4.78588 0.0103808 0.000987057 85163.5 3
: 819 Minimum Test error found - save the configuration
: 819 | 5.17993 3.83784 0.0103853 0.00102989 85512.3 0
: 820 | 5.13536 4.77535 0.0103115 0.000988906 85813.4 1
: 821 | 5.02239 3.92412 0.010317 0.000987047 85745.6 2
: 822 | 4.83873 4.18647 0.0119477 0.00100174 73086.4 3
: 823 | 4.82662 4.17763 0.0103857 0.000985397 85103.4 4
: 824 Minimum Test error found - save the configuration
: 824 | 4.99476 3.63732 0.0103704 0.00102596 85612 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.83194 3.4677 0.0103942 0.00102142 85353.4 0
: 826 | 4.80964 4.24909 0.0103083 0.000991517 85866.4 1
: 827 | 4.73746 4.1605 0.0103906 0.000984546 85051.8 2
: 828 | 4.5658 3.74052 0.0103083 0.000984696 85804 3
: 829 | 4.5485 3.93156 0.0102948 0.000984027 85922.4 4
: 830 | 4.70763 4.28315 0.0102962 0.000982486 85895.2 5
: 831 | 4.5754 4.17672 0.0104027 0.000985736 84953.2 6
: 832 | 4.36557 3.99749 0.0103482 0.000975786 85357.3 7
: 833 | 4.32873 4.50937 0.0103356 0.00102426 85916.7 8
: 834 | 4.19354 4.38046 0.0103315 0.000991506 85653.6 9
: 835 | 4.28289 4.00109 0.0103156 0.000982617 85717.2 10
: 836 | 4.16864 4.05849 0.0103087 0.000983056 85785.2 11
: 837 | 4.31113 4.08652 0.0103423 0.000985696 85500.9 12
: 838 | 4.02688 4.55915 0.0103225 0.00100806 85887.9 13
: 839 | 4.05633 3.85864 0.0103302 0.00100488 85787.7 14
: 840 | 4.15524 5.07418 0.010326 0.000983456 85630.2 15
: 841 | 4.06472 4.05226 0.0103711 0.000985707 85239.1 16
: 842 | 4.119 4.48028 0.0104617 0.00102251 84752.8 17
: 843 | 4.21541 4.33639 0.0103065 0.000985677 85829.4 18
: 844 | 3.84886 3.85329 0.0102966 0.000984707 85911.5 19
: 845 | 3.75198 4.24361 0.0103453 0.000985097 85468 20
: 846 | 3.85982 4.15413 0.010459 0.000987297 84461.9 21
:
: Elapsed time for training with 1000 events: 8.74 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0118 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.823 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.32401e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09853e+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: 0.0323 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: 0.037 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: 0.00209 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: 0.0962 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: 0.889 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: 0.0218 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00326 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: 0.0374 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00498 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: 0.00253 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000843 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: 0.0955 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 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: 0.883 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0987 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.10 -0.172 5.98 1.63 | 3.210 3.226
: 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 : -0.279 -0.0889 2.08 1.17 | 3.363 3.351
: datasetreg KNN : -0.486 0.354 5.18 3.61 | 2.948 2.988
: datasetreg PDEFoam :-3.12e-07 0.265 7.58 6.09 | 2.514 2.592
: datasetreg LD :-9.54e-07 1.31 19.0 17.5 | 2.081 2.113
: --------------------------------------------------------------------------------------------------
:
Dataset:datasetreg : Created tree 'TestTree' with 9000 events
:
Dataset:datasetreg : Created tree 'TrainTree' with 1000 events
:
Factory : ␛[1mThank you for using TMVA!␛[0m
: ␛[1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html␛[0m
==> Wrote root file: TMVAReg.root
==> TMVARegression is done!
Author
Andreas Hoecker

Definition in file TMVARegression.C.