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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:360
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.26 sec
: Elapsed time for training with 1000 events: 0.264 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00256 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: 0.000721 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00403 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: 0.000415 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 = 31611.2
: --------------------------------------------------------------
: 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 | 33171.1 31256.5 0.00991497 0.000990434 89640.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32701.4 30742.1 0.010017 0.000990653 88629.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 32014.6 30047.5 0.0101893 0.00100399 87095.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31237.8 29363.6 0.0102702 0.00100591 86353.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30487.4 28645.9 0.0103062 0.00103875 86323.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29668 27768.4 0.010254 0.00101543 86593.7 0
: 7 Minimum Test error found - save the configuration
: 7 | 28896.8 27045.6 0.0101106 0.000980094 87618 0
: 8 Minimum Test error found - save the configuration
: 8 | 28381.1 26633.9 0.00995631 0.000968385 89008.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28005.5 26297.5 0.00992039 0.000970524 89386.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27672.6 25991.2 0.00990917 0.000965035 89444 0
: 11 Minimum Test error found - save the configuration
: 11 | 27365.1 25700.6 0.00991273 0.000962935 89387.6 0
: 12 Minimum Test error found - save the configuration
: 12 | 27069.5 25425.7 0.00996286 0.000972595 88985.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26790.3 25157.5 0.00991442 0.000966704 89408.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26515.5 24901.1 0.0099138 0.000967925 89426.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26248.2 24654.9 0.0101514 0.000969174 87125 0
: 16 Minimum Test error found - save the configuration
: 16 | 25992 24410.9 0.00990777 0.000966414 89471.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25740 24171.2 0.00990434 0.000965183 89493.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25491.8 23937.2 0.0099772 0.000969614 88814 0
: 19 Minimum Test error found - save the configuration
: 19 | 25248.2 23708.4 0.00992176 0.000971764 89385.5 0
: 20 Minimum Test error found - save the configuration
: 20 | 25011.2 23481.2 0.0099054 0.000965234 89483.8 0
: 21 Minimum Test error found - save the configuration
: 21 | 24776.2 23258.4 0.00990115 0.000967245 89546.6 0
: 22 Minimum Test error found - save the configuration
: 22 | 24543.1 23042.2 0.0100084 0.000970054 88512.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24320 22823.2 0.00991377 0.000966854 89416.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24090.6 22615.2 0.00988862 0.000964205 89641.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23872.9 22404.6 0.00995779 0.000970294 89012.5 0
: 26 Minimum Test error found - save the configuration
: 26 | 23656.7 22194.8 0.00989742 0.000963364 89544.9 0
: 27 Minimum Test error found - save the configuration
: 27 | 23437.9 21993.1 0.00991706 0.000969525 89410.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23226.4 21792.8 0.00991268 0.000974175 89500.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23018.5 21592.2 0.00990646 0.000960024 89421 0
: 30 Minimum Test error found - save the configuration
: 30 | 22808.9 21397.7 0.0098839 0.000963184 89678.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22605.6 21203.5 0.00992855 0.000967955 89279.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22402 21013.3 0.00989136 0.000958515 89557.1 0
: 33 Minimum Test error found - save the configuration
: 33 | 22202.6 20824.3 0.00990504 0.000966574 89500.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22003.3 20639.8 0.00992235 0.000986985 89531.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21810.7 20452.9 0.00992956 0.000969534 89285.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21616.5 20269.2 0.00992093 0.000967964 89355.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21424.4 20088.7 0.00991816 0.000966125 89365.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21237.4 19907.2 0.00991826 0.000966514 89368 0
: 39 Minimum Test error found - save the configuration
: 39 | 21046.5 19733.1 0.00991298 0.000969204 89447.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20862.7 19558.8 0.00992305 0.000966004 89315.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20680.2 19385.4 0.0099188 0.000965044 89347.9 0
: 42 Minimum Test error found - save the configuration
: 42 | 20498.3 19214.7 0.010011 0.000972234 88507.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20320.4 19043.8 0.00992699 0.000961364 89229.6 0
: 44 Minimum Test error found - save the configuration
: 44 | 20139.6 18879.4 0.00994444 0.000971654 89158.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19965 18715 0.00998725 0.000969535 88714.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19792 18550.8 0.00994221 0.000971105 89175.2 0
: 47 Minimum Test error found - save the configuration
: 47 | 19619.5 18388.7 0.00997062 0.000969794 88880.8 0
: 48 Minimum Test error found - save the configuration
: 48 | 19449.6 18227.7 0.00997694 0.000970934 88829.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19282.1 18066.1 0.00995171 0.000970684 89076.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 19112.7 17908.8 0.00997401 0.000974724 88895.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18946.4 17749 0.0099909 0.000978614 88767.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18774.4 17588 0.0100573 0.000986645 88196.2 0
: 53 Minimum Test error found - save the configuration
: 53 | 18608.1 17432 0.0101016 0.000986535 87766.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18448.6 17285.8 0.010122 0.000993114 87633.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18286.8 17129.3 0.0101352 0.000990394 87481.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18121.4 16976.1 0.0101759 0.000998304 87168.7 0
: 57 Minimum Test error found - save the configuration
: 57 | 17970.3 16823.9 0.010162 0.000994544 87264.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 17806.6 16685.5 0.0101482 0.000994585 87397.2 0
: 59 Minimum Test error found - save the configuration
: 59 | 17649.8 16527.3 0.0101505 0.000995225 87381.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17494 16376.1 0.0101568 0.000995634 87325.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17342 16233.8 0.0101615 0.000995005 87274 0
: 62 Minimum Test error found - save the configuration
: 62 | 17186.8 16089.8 0.010162 0.000996516 87283.7 0
: 63 Minimum Test error found - save the configuration
: 63 | 17032 15934.2 0.0101827 0.000998634 87107 0
: 64 Minimum Test error found - save the configuration
: 64 | 16880.2 15788.7 0.0101594 0.000997554 87319 0
: 65 Minimum Test error found - save the configuration
: 65 | 16727.9 15646.1 0.0102023 0.000998584 86921.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16577.6 15502.2 0.0101893 0.000995414 87014.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16427.8 15363.5 0.0102035 0.00101274 87044.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16284.5 15219.7 0.0102046 0.000999364 86907 0
: 69 Minimum Test error found - save the configuration
: 69 | 16135.1 15081.9 0.0102314 0.00100272 86685.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 15990.2 14944 0.0102017 0.000999255 86933 0
: 71 Minimum Test error found - save the configuration
: 71 | 15845.9 14808.8 0.0102058 0.00100214 86921.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15703.2 14673.4 0.0102363 0.00100324 86645.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15561.1 14538.2 0.0102081 0.00100423 86920 0
: 74 Minimum Test error found - save the configuration
: 74 | 15420.2 14404.8 0.0102435 0.00100549 86598.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15280.2 14273.3 0.0102186 0.00100453 86823.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15142.5 14142.6 0.0102486 0.00100585 86554.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15005.5 14014.5 0.0102384 0.00100334 86626 0
: 78 Minimum Test error found - save the configuration
: 78 | 14870.2 13887.1 0.0102358 0.00100317 86648.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14737.8 13759.6 0.0102254 0.00100289 86744.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14604.7 13632.8 0.0102058 0.00100453 86944.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14470.8 13512.2 0.0102316 0.00100554 86711 0
: 82 Minimum Test error found - save the configuration
: 82 | 14344.2 13386.2 0.0102255 0.00100197 86734.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14213.6 13264.2 0.0102305 0.00100462 86712.3 0
: 84 Minimum Test error found - save the configuration
: 84 | 14085.7 13143.5 0.010237 0.0010165 86763 0
: 85 Minimum Test error found - save the configuration
: 85 | 13958.1 13024.8 0.0102378 0.00100392 86637.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13834.2 12905.4 0.010233 0.00101022 86742.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13708.5 12788.7 0.0102451 0.00100318 86561.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13585.1 12673.8 0.0102184 0.00100288 86809.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13464.3 12557.7 0.010219 0.00100588 86832.9 0
: 90 Minimum Test error found - save the configuration
: 90 | 13341.9 12445.1 0.0102594 0.0010073 86466.6 0
: 91 Minimum Test error found - save the configuration
: 91 | 13223.9 12330.5 0.0102467 0.00100527 86566.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13104.5 12217.5 0.0102435 0.00100748 86617.2 0
: 93 Minimum Test error found - save the configuration
: 93 | 12984.7 12108.8 0.0102485 0.00100498 86547.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12869.4 11998.3 0.0102726 0.00100811 86350.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12753.7 11889.2 0.0102461 0.00100592 86578.6 0
: 96 Minimum Test error found - save the configuration
: 96 | 12638.8 11781 0.0102501 0.00100671 86548.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12524.6 11674.8 0.0102583 0.00100888 86492.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12411.2 11570.1 0.0102698 0.00101002 86395 0
: 99 Minimum Test error found - save the configuration
: 99 | 12301.8 11463 0.0102649 0.00100894 86430.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12189.2 11359.6 0.0102749 0.00101029 86350.3 0
: 101 Minimum Test error found - save the configuration
: 101 | 12079 11257.8 0.0102462 0.00100804 86597.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 11972.3 11153.7 0.0102755 0.00100895 86331.7 0
: 103 Minimum Test error found - save the configuration
: 103 | 11862.6 11053.2 0.0102784 0.00100894 86304.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11756.6 10952.1 0.0102856 0.00101161 86262.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11650.6 10852.3 0.010254 0.00101012 86543.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11545 10753.9 0.0102892 0.00100782 86193.9 0
: 107 Minimum Test error found - save the configuration
: 107 | 11441.7 10655.3 0.0102677 0.00100781 86393.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11337.7 10558.6 0.0102711 0.00101345 86414.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11234.7 10463.9 0.0103257 0.00104926 86240.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11135.6 10366.9 0.0102972 0.00101169 86155.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11032.4 10274.5 0.0102699 0.00100952 86389.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10933.8 10181.2 0.0102938 0.00100843 86157.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10835.4 10088 0.0102783 0.0010111 86326.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10737.2 9996.26 0.0102857 0.00101172 86262.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10640.5 9904.6 0.0102887 0.00101064 86225 0
: 116 Minimum Test error found - save the configuration
: 116 | 10543 9816.08 0.0102863 0.0010123 86262.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10449.6 9724.73 0.0102911 0.00100807 86178.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10353 9637.69 0.0102776 0.0010124 86344.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10261.2 9548.54 0.010297 0.00100891 86132 0
: 120 Minimum Test error found - save the configuration
: 120 | 10167.5 9461.37 0.0102959 0.00101026 86154.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10075.5 9374.89 0.0102626 0.00100936 86455.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 9983.95 9289.81 0.0103087 0.00101928 86119.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 9893.85 9204.83 0.0103091 0.00100905 86020.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9804 9120.86 0.010299 0.00101262 86147.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9714.77 9038.24 0.0102911 0.00101454 86238.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9627.09 8955.69 0.0103125 0.00101337 86029.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9539.15 8874.79 0.0103089 0.0010121 86051.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9453.82 8792.56 0.0103107 0.00102447 86149 0
: 129 Minimum Test error found - save the configuration
: 129 | 9366.58 8713.59 0.0103013 0.00101362 86135.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9283.66 8631.97 0.0103356 0.00101748 85854.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9197.02 8554.6 0.0102887 0.00101195 86236.7 0
: 132 Minimum Test error found - save the configuration
: 132 | 9115.09 8475.62 0.0103074 0.00101517 86093.2 0
: 133 Minimum Test error found - save the configuration
: 133 | 9030.9 8399.07 0.0103325 0.0010206 85911.2 0
: 134 Minimum Test error found - save the configuration
: 134 | 8950.92 8320.08 0.0103228 0.0010163 85961 0
: 135 Minimum Test error found - save the configuration
: 135 | 8869.4 8242.28 0.0103059 0.00101541 86109.6 0
: 136 Minimum Test error found - save the configuration
: 136 | 8786.98 8167.59 0.0103123 0.00101366 86034.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8706.43 8094.7 0.0103066 0.0010141 86091.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8628.36 8020.56 0.0103065 0.00102437 86187.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8549.92 7946.89 0.0103476 0.00103627 85916.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8472.03 7874.17 0.0103446 0.00103801 85960.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8394.82 7801.77 0.0103721 0.00101882 85531.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8318.32 7730.17 0.0103262 0.00101504 85918.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8241.85 7660.15 0.0103344 0.00101659 85856.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8167.22 7590.08 0.0103379 0.00101412 85802.3 0
: 145 Minimum Test error found - save the configuration
: 145 | 8093.24 7519.74 0.0103242 0.0010184 85967.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8018.53 7451.56 0.0103213 0.00101585 85971.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 7946.03 7382.56 0.0103333 0.00101652 85866.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7873.66 7314.65 0.0103537 0.00102748 85779.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7801.08 7247.11 0.0103371 0.00101949 85858.6 0
: 150 Minimum Test error found - save the configuration
: 150 | 7729.93 7180.81 0.0103512 0.00101738 85709.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7659.82 7113.6 0.0104528 0.00105252 85103.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7589 7048.59 0.0103447 0.00101768 85772.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7520.2 6983.74 0.0103744 0.00101743 85497.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7450.46 6920.53 0.0103167 0.00102093 86060.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7384.41 6854.62 0.0103503 0.00101736 85718.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7315.08 6791.83 0.0103658 0.00101723 85574.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7249.32 6728.18 0.0103363 0.00102336 85902.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7182.29 6666.19 0.0104078 0.00103364 85340.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7116.6 6605.08 0.0103635 0.0010198 85619.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7050.95 6544.3 0.01033 0.00101611 85893.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6986.35 6485.08 0.0103414 0.00101774 85803.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6924.35 6422.79 0.010343 0.00101851 85795.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6858.26 6365 0.0103498 0.00101789 85727 0
: 164 Minimum Test error found - save the configuration
: 164 | 6796.82 6305.41 0.0104456 0.00101949 84871.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6733.78 6247.99 0.01037 0.00102031 85564.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6673.22 6188.72 0.0103353 0.00102045 85884 0
: 167 Minimum Test error found - save the configuration
: 167 | 6610.69 6132.23 0.0103409 0.00102106 85838 0
: 168 Minimum Test error found - save the configuration
: 168 | 6549.9 6075.6 0.0103549 0.00102335 85730.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6490.66 6019.27 0.0103422 0.0010176 85794.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6430.69 5963.07 0.0103497 0.0010235 85779.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6371.35 5907.99 0.0103673 0.00102961 85674.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6313.17 5853.17 0.0103695 0.00102421 85604.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6254.9 5798.58 0.0103677 0.00102234 85604.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6196.99 5745.66 0.010366 0.0010213 85609.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6140.22 5692.33 0.0103701 0.0010183 85545.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6085.86 5636.72 0.0103553 0.00102021 85698.6 0
: 177 Minimum Test error found - save the configuration
: 177 | 6026.74 5586.21 0.0103642 0.00102013 85616 0
: 178 Minimum Test error found - save the configuration
: 178 | 5972.13 5534.45 0.0103637 0.0010226 85643.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5917.23 5483.15 0.0103543 0.00102041 85709 0
: 180 Minimum Test error found - save the configuration
: 180 | 5863.06 5431.35 0.0104747 0.00105538 84931.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5809.77 5379.78 0.0104392 0.00103731 85089.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5754.46 5330.76 0.0103633 0.00101903 85614.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5702.87 5280.68 0.0103749 0.00102201 85535.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5649.62 5230.93 0.0103644 0.00101936 85607.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5597.52 5182.55 0.0103841 0.00105033 85710.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5545.64 5135.26 0.0104192 0.00103507 85250.2 0
: 187 Minimum Test error found - save the configuration
: 187 | 5494.82 5087.25 0.0103655 0.00101994 85602.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5445.63 5037.46 0.0103772 0.00102001 85495.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5393.27 4992.33 0.0103687 0.00102086 85581.2 0
: 190 Minimum Test error found - save the configuration
: 190 | 5344.31 4945.61 0.0103688 0.0010188 85561.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5295.03 4898.9 0.0104183 0.00102972 85210.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5245.88 4853.15 0.0103676 0.00102642 85642.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5197.21 4808.76 0.0103707 0.00102114 85565.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5149.77 4763.73 0.0103381 0.00102275 85880.1 0
: 195 Minimum Test error found - save the configuration
: 195 | 5102.53 4718.37 0.010373 0.00102242 85555.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5055.3 4674.1 0.0103625 0.00102232 85651.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5008.76 4630.98 0.0103643 0.00102061 85619.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 4962.1 4587.57 0.0103609 0.00102057 85650.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4916.13 4545.66 0.0103837 0.00102805 85510.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4871.18 4502.83 0.0104226 0.00103233 85194.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4826.93 4460.56 0.010364 0.00102096 85625.4 0
: 202 Minimum Test error found - save the configuration
: 202 | 4781.72 4418.93 0.0103529 0.00102025 85720.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4738.18 4377.46 0.0104017 0.00102445 85312.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4693.65 4337.24 0.0103753 0.00102131 85525.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4650.64 4297.12 0.0103728 0.00102323 85565.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4608.05 4256.93 0.0103564 0.00101925 85679.7 0
: 207 Minimum Test error found - save the configuration
: 207 | 4565.95 4216.88 0.0104099 0.00102743 85265 0
: 208 Minimum Test error found - save the configuration
: 208 | 4523.8 4177.06 0.0103951 0.00103437 85463.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4481.86 4138.54 0.0103708 0.00103291 85672.5 0
: 210 Minimum Test error found - save the configuration
: 210 | 4440.98 4098.95 0.0103746 0.0010217 85534.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4399.53 4062.29 0.0103919 0.00102908 85444.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4359.29 4024.11 0.0103603 0.00101972 85648.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4318.73 3987.3 0.0103939 0.0010287 85422.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4280.44 3949.32 0.0103807 0.00102778 85534.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4240.39 3912.28 0.0104813 0.00103221 84663.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4201.34 3876.03 0.0104093 0.00104586 85439.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4162.82 3840.29 0.0104156 0.00102444 85186.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4124.81 3804.06 0.0103826 0.00102209 85465.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4087.34 3767.82 0.0105053 0.00103226 84450.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4049.32 3733.1 0.010448 0.00102894 84934.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 4012.43 3698.4 0.0103962 0.00102221 85343 0
: 222 Minimum Test error found - save the configuration
: 222 | 3975.43 3663.92 0.0103854 0.00102684 85482.8 0
: 223 Minimum Test error found - save the configuration
: 223 | 3939.27 3629.99 0.0103693 0.0010265 85627.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3903.12 3596.85 0.0103654 0.00102034 85607.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3867.4 3563.39 0.0103692 0.00103213 85680 0
: 226 Minimum Test error found - save the configuration
: 226 | 3832.57 3530.14 0.0104542 0.00104077 84984.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3797.67 3496.6 0.0103898 0.00102086 85388.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3762.56 3464.15 0.0103977 0.00101914 85300.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3728.14 3432.33 0.0103836 0.00103395 85565 0
: 230 Minimum Test error found - save the configuration
: 230 | 3694.08 3400.58 0.0104048 0.00102723 85310.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3660.89 3368.36 0.0103967 0.00102405 85354.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3626.9 3337.71 0.0103834 0.00102367 85473 0
: 233 Minimum Test error found - save the configuration
: 233 | 3594.68 3306.35 0.0103562 0.00101876 85676.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3561.62 3275.44 0.0103475 0.0010207 85773.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3529.36 3244.45 0.0103793 0.00102201 85495.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3496.38 3215.19 0.0103728 0.00101996 85535.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3465.38 3184.96 0.0103603 0.00102147 85664.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3433.68 3155.46 0.0103758 0.00102172 85524.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3402.71 3125.91 0.010472 0.00102805 84710 0
: 240 Minimum Test error found - save the configuration
: 240 | 3371.31 3097.49 0.0104727 0.00103965 84808.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3341.85 3067.67 0.0104737 0.00102419 84660.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3310.32 3039.43 0.0103643 0.00101994 85612.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3280.43 3011.28 0.0103751 0.00102093 85523.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3250.49 2983.63 0.0103712 0.00101985 85549.4 0
: 245 Minimum Test error found - save the configuration
: 245 | 3220.81 2956.59 0.0105031 0.00104608 84592.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3192.36 2928.31 0.0103735 0.00102374 85563.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3163.15 2900.72 0.010369 0.0010194 85565 0
: 248 Minimum Test error found - save the configuration
: 248 | 3134.04 2873.97 0.0104391 0.00104527 85162.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3106.67 2846.2 0.0104405 0.0010606 85288.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3077.32 2820.33 0.010405 0.00102209 85261.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3049.44 2794.29 0.0103607 0.00102219 85666.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3021.73 2769.26 0.0104577 0.00103339 84886.8 0
: 253 Minimum Test error found - save the configuration
: 253 | 2994.47 2743.34 0.0104085 0.00102676 85272.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2967.48 2717.92 0.0104031 0.00102691 85322.3 0
: 255 Minimum Test error found - save the configuration
: 255 | 2940.99 2692.02 0.0104219 0.00102656 85149 0
: 256 Minimum Test error found - save the configuration
: 256 | 2913.48 2668.04 0.0103898 0.00102465 85422.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2887.4 2643.28 0.0104096 0.00102859 85278.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2861.77 2618.36 0.0104059 0.00102545 85283.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2835.55 2594.14 0.0103901 0.00102563 85428.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2809.3 2570.95 0.010493 0.00103193 84557.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2784.84 2546.62 0.0103848 0.00102283 85451.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2759.09 2523.16 0.010394 0.00102589 85395.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2734.52 2499.48 0.0103713 0.00101919 85542.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2709.15 2476.9 0.0103565 0.00102026 85687.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2685.05 2454.44 0.0105407 0.00103172 84131.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2661.21 2430.64 0.0103742 0.00101869 85511.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2636.69 2408.24 0.0103966 0.00102403 85355 0
: 268 Minimum Test error found - save the configuration
: 268 | 2612.46 2386.23 0.010392 0.00102179 85376.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2588.58 2364.58 0.0103975 0.00102068 85316.7 0
: 270 Minimum Test error found - save the configuration
: 270 | 2565.96 2342.56 0.0103606 0.0010196 85644 0
: 271 Minimum Test error found - save the configuration
: 271 | 2542.15 2321.13 0.0103513 0.00102041 85737.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2519.18 2299.82 0.0103629 0.00101856 85613.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2496.38 2279.31 0.0103603 0.00102009 85650.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2473.93 2257.87 0.0103836 0.00102268 85461.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2451.65 2236.49 0.0103683 0.00102181 85593.5 0
: 276 Minimum Test error found - save the configuration
: 276 | 2428.73 2216.46 0.0103591 0.0010214 85673.7 0
: 277 Minimum Test error found - save the configuration
: 277 | 2406.46 2196.86 0.0103681 0.00102268 85603.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2385.96 2175.73 0.0103667 0.0010215 85605.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2363.35 2155.39 0.0103572 0.00101891 85669.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2341.35 2136.42 0.0103752 0.00102144 85527.2 0
: 281 Minimum Test error found - save the configuration
: 281 | 2320.71 2116.94 0.0103655 0.00101805 85585 0
: 282 Minimum Test error found - save the configuration
: 282 | 2299.62 2096.82 0.0103827 0.00102257 85469.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2278.33 2077.68 0.0103594 0.00101873 85647 0
: 284 Minimum Test error found - save the configuration
: 284 | 2257.18 2058.81 0.0104246 0.00103696 85218.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2237.15 2039.43 0.010401 0.00102465 85321 0
: 286 Minimum Test error found - save the configuration
: 286 | 2215.85 2021.48 0.0104029 0.00102461 85302.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2195.63 2003.31 0.0103794 0.00102463 85517.8 0
: 288 Minimum Test error found - save the configuration
: 288 | 2176.43 1983.89 0.0103724 0.00101893 85529.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2155.4 1966.25 0.0103665 0.00102035 85596.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2135.65 1948.86 0.010364 0.00102732 85683.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2116.73 1930.36 0.0105419 0.00105029 84285.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2096.88 1912.51 0.0107573 0.00126131 84246.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2077.12 1895.42 0.0109127 0.00103665 81004.3 0
: 294 Minimum Test error found - save the configuration
: 294 | 2058.52 1877.82 0.0104047 0.00102587 85298.3 0
: 295 Minimum Test error found - save the configuration
: 295 | 2038.95 1861.3 0.0103962 0.00102574 85374.5 0
: 296 Minimum Test error found - save the configuration
: 296 | 2020.59 1844.09 0.0103854 0.00102266 85445.1 0
: 297 Minimum Test error found - save the configuration
: 297 | 2002.08 1827.34 0.010356 0.00102127 85701.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1983.45 1809.96 0.0103931 0.00101902 85342.1 0
: 299 Minimum Test error found - save the configuration
: 299 | 1964.84 1793.16 0.0103644 0.00101961 85609.4 0
: 300 Minimum Test error found - save the configuration
: 300 | 1946.38 1777.05 0.0103661 0.00102796 85670 0
: 301 Minimum Test error found - save the configuration
: 301 | 1928.58 1760.47 0.0103685 0.00101899 85565.7 0
: 302 Minimum Test error found - save the configuration
: 302 | 1910.84 1743.97 0.0103635 0.0010214 85633.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1892.49 1728.34 0.0103646 0.00101717 85585.2 0
: 304 Minimum Test error found - save the configuration
: 304 | 1874.7 1712.99 0.0103912 0.00101752 85345.5 0
: 305 Minimum Test error found - save the configuration
: 305 | 1857.3 1698.24 0.0103616 0.00101702 85610.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1840.34 1682.21 0.0104024 0.00102341 85296.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1822.61 1666.85 0.0104765 0.00105381 84901.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1806.09 1651.4 0.0103952 0.00102602 85386.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1789.21 1635.82 0.0103872 0.00102139 85417.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1771.7 1621.31 0.0103948 0.00102595 85389.1 0
: 311 Minimum Test error found - save the configuration
: 311 | 1755.13 1606.78 0.0103979 0.00102703 85370.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1738.85 1592.33 0.0103811 0.0010246 85501.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1722.77 1577.1 0.0104123 0.0010248 85219.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1706 1562.6 0.0104152 0.00103518 85288.1 0
: 315 Minimum Test error found - save the configuration
: 315 | 1689.68 1548.65 0.0103901 0.00103089 85477.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1674.74 1533.5 0.0103977 0.00102246 85331.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1657.62 1520.04 0.0103729 0.00102165 85550.2 0
: 318 Minimum Test error found - save the configuration
: 318 | 1642.19 1506.28 0.0103784 0.00102291 85511.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1626.79 1492.4 0.010415 0.00102768 85221.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1611.5 1478.42 0.0103981 0.0010372 85461.6 0
: 321 Minimum Test error found - save the configuration
: 321 | 1595.93 1464.85 0.0103975 0.0010249 85355.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1580.39 1451.88 0.01039 0.00102582 85431.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1565.79 1438.38 0.0103763 0.00101982 85502.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1550.31 1425.67 0.0103798 0.00102418 85509.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1536.06 1412.93 0.0103752 0.00102727 85580.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1521.48 1399.78 0.0103932 0.0010253 85398 0
: 327 Minimum Test error found - save the configuration
: 327 | 1506.79 1386.49 0.0103737 0.00102271 85552 0
: 328 Minimum Test error found - save the configuration
: 328 | 1492.34 1373.59 0.0103848 0.00102477 85469.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1477.86 1361.33 0.0103756 0.00102174 85526.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1464.02 1348.25 0.0103852 0.00102541 85471.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1449.54 1336.12 0.0104128 0.00102703 85235.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1435.64 1324.03 0.010563 0.00105435 84134.3 0
: 333 Minimum Test error found - save the configuration
: 333 | 1421.89 1311.89 0.0104807 0.00103203 84668.3 0
: 334 Minimum Test error found - save the configuration
: 334 | 1408.43 1299.43 0.0104432 0.00103108 84996.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1394.94 1287.23 0.010436 0.00103795 85124.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1381.49 1275.11 0.0104495 0.00103592 84984 0
: 337 Minimum Test error found - save the configuration
: 337 | 1367.92 1263.59 0.0104516 0.00103006 84911.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1354.98 1251.7 0.0108885 0.00118804 82470.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1341.9 1240.08 0.0114688 0.00124497 78248.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1329.07 1228.39 0.0104027 0.00102691 85326.5 0
: 341 Minimum Test error found - save the configuration
: 341 | 1316.09 1216.99 0.0103917 0.00102416 85400.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1303.48 1205.57 0.0104606 0.00108618 85338.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1290.71 1194.75 0.0105051 0.00103871 84509.8 0
: 344 Minimum Test error found - save the configuration
: 344 | 1278.65 1183.36 0.0104806 0.00103692 84713.1 0
: 345 Minimum Test error found - save the configuration
: 345 | 1266.23 1172.19 0.0104223 0.00102967 85173 0
: 346 Minimum Test error found - save the configuration
: 346 | 1254.05 1161.11 0.0104481 0.00103061 84948.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1241.67 1150.85 0.010587 0.00105381 83917.6 0
: 348 Minimum Test error found - save the configuration
: 348 | 1230.24 1139.41 0.0104458 0.00105152 85158.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1217.41 1129.65 0.0104048 0.00102369 85277.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1206.54 1119.17 0.0104041 0.00103123 85352.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1194.86 1107.9 0.0105299 0.00104439 84339.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1182.5 1098.31 0.0105072 0.00104783 84572.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1172.19 1087.23 0.0104066 0.00102355 85260.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1160.15 1077.25 0.0104903 0.00103565 84614.2 0
: 355 Minimum Test error found - save the configuration
: 355 | 1148.9 1067.34 0.0104328 0.0010356 85131.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1138.15 1057.1 0.0105078 0.00103347 84438.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1126.79 1046.99 0.0104258 0.00103002 85144.6 0
: 358 Minimum Test error found - save the configuration
: 358 | 1116.14 1037.03 0.0104224 0.00102566 85135.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1105.05 1027.18 0.0106477 0.00119023 84589.6 0
: 360 Minimum Test error found - save the configuration
: 360 | 1094.52 1017.85 0.0105225 0.00102908 84269.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1083.77 1008.34 0.010465 0.00102598 84754.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1073.44 998.292 0.0103752 0.00102091 85522.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1062.37 989.178 0.0103576 0.00102009 85675.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1052.68 979.068 0.0104859 0.00106482 84915.7 0
: 365 Minimum Test error found - save the configuration
: 365 | 1041.88 969.94 0.0103679 0.00101875 85569.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1031.66 960.857 0.010411 0.00102202 85206.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1021.78 952.115 0.010375 0.0010176 85494.1 0
: 368 Minimum Test error found - save the configuration
: 368 | 1011.84 942.638 0.0103762 0.00102018 85506.7 0
: 369 Minimum Test error found - save the configuration
: 369 | 1001.87 933.575 0.0103916 0.00102221 85384.8 0
: 370 Minimum Test error found - save the configuration
: 370 | 992.013 925.125 0.0103693 0.00102417 85606 0
: 371 Minimum Test error found - save the configuration
: 371 | 982.521 915.414 0.0105088 0.00104308 84515.2 0
: 372 Minimum Test error found - save the configuration
: 372 | 972.704 906.734 0.0103841 0.00103438 85563.7 0
: 373 Minimum Test error found - save the configuration
: 373 | 962.992 897.985 0.0103682 0.00102224 85598.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 953.88 888.933 0.0103762 0.00101729 85479.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 944.194 881.261 0.0103627 0.001021 85637.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 934.851 872.624 0.0103846 0.00102137 85440.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 926.066 863.758 0.0104008 0.0010259 85334.7 0
: 378 Minimum Test error found - save the configuration
: 378 | 916.716 855.489 0.010406 0.00105642 85565.7 0
: 379 Minimum Test error found - save the configuration
: 379 | 907.562 846.991 0.0104079 0.00102418 85254.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 898.635 838.898 0.0104137 0.00102491 85208.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 889.999 831.113 0.0104049 0.00102179 85259.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 881.121 823.753 0.0103697 0.00102134 85576.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 872.37 814.85 0.0103635 0.00102192 85638.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 863.798 806.96 0.010389 0.00102423 85426.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 855.408 798.909 0.0103782 0.00101745 85463.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 846.551 791.008 0.0103706 0.00102661 85616.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 838.254 783.004 0.0103565 0.00101787 85665.3 0
: 388 Minimum Test error found - save the configuration
: 388 | 829.837 775.403 0.01036 0.00102022 85655 0
: 389 Minimum Test error found - save the configuration
: 389 | 821.371 767.775 0.0103599 0.001017 85626.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 813.302 760.902 0.0104401 0.00102717 84989.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 805.438 752.898 0.0104999 0.0010294 84472.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 797.336 745.068 0.0105719 0.00103336 83870.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 789.249 737.566 0.0104199 0.0010527 85404.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 781.464 730.452 0.0103842 0.00102148 85445.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 773.821 723.219 0.0103736 0.00102148 85542.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 765.938 715.348 0.0103723 0.00102029 85543.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 757.7 708.694 0.0104477 0.00101788 84836.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 750.801 701.206 0.0104236 0.00105908 85428.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 742.749 694.519 0.010395 0.00102334 85363.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 735.633 687.499 0.0103869 0.00102269 85432.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 728.021 680.877 0.0104533 0.00102267 84830.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 720.793 673.944 0.0103664 0.00101801 85575.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 713.685 666.932 0.0103713 0.00101814 85533 0
: 404 Minimum Test error found - save the configuration
: 404 | 706.409 660.384 0.0103577 0.00101953 85669.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 699.328 653.357 0.0103703 0.00101848 85544.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 692.227 646.678 0.0106418 0.00108455 83705.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 685.388 639.946 0.0103841 0.00102112 85442.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 678.018 633.831 0.0106883 0.0010498 83000.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 671.325 627.387 0.0106269 0.00104762 83513.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 664.608 620.817 0.0103954 0.00101985 85328.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 658.015 614.052 0.0103786 0.00102433 85522.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 651.366 607.8 0.0104067 0.00102147 85239.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 644.541 601.741 0.0103977 0.00102246 85331.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 637.704 595.716 0.0104067 0.00102535 85275.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 631.642 589.097 0.0103699 0.00102366 85596 0
: 416 Minimum Test error found - save the configuration
: 416 | 624.673 583.395 0.0104844 0.00103157 84630.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 618.927 577.172 0.0105085 0.00102663 84371.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 612.178 571.3 0.0105184 0.00103976 84400.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 606.07 565.31 0.0104393 0.00102493 84976.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 599.762 559.699 0.0107439 0.00103798 82424 0
: 421 Minimum Test error found - save the configuration
: 421 | 593.716 553.556 0.0104839 0.00104197 84728.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 587.253 547.904 0.0104528 0.00103072 84906.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 581.371 542.359 0.0104652 0.00103011 84789.9 0
: 424 Minimum Test error found - save the configuration
: 424 | 575.458 536.48 0.0104883 0.00102477 84535.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 569.493 530.732 0.0104231 0.0010223 85099 0
: 426 Minimum Test error found - save the configuration
: 426 | 563.69 525.13 0.0103928 0.00102079 85360.9 0
: 427 Minimum Test error found - save the configuration
: 427 | 557.596 519.567 0.0104399 0.00102232 84947.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 551.953 514.834 0.0104048 0.00102227 85264.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 546.57 508.245 0.0106386 0.00103224 83278.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 540.598 503.312 0.0105346 0.00102634 84137 0
: 431 Minimum Test error found - save the configuration
: 431 | 534.958 497.912 0.0104227 0.00102582 85134.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 529.416 492.591 0.0103882 0.00102767 85465 0
: 433 Minimum Test error found - save the configuration
: 433 | 523.789 487.921 0.0104575 0.00102422 84805.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 518.614 482.362 0.0104017 0.00102178 85288.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 513.315 476.902 0.0104883 0.00104225 84691 0
: 436 Minimum Test error found - save the configuration
: 436 | 507.687 471.901 0.0104409 0.00102299 84944.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 502.505 467 0.0104299 0.0010241 85053.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 497.344 461.794 0.0104119 0.0010235 85211.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 491.963 456.93 0.0104195 0.00102211 85130 0
: 440 Minimum Test error found - save the configuration
: 440 | 487.106 452.333 0.0104084 0.00102144 85224.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 481.998 447.146 0.0105129 0.00104803 84523 0
: 442 Minimum Test error found - save the configuration
: 442 | 476.9 442.127 0.0104707 0.0010237 84683.3 0
: 443 Minimum Test error found - save the configuration
: 443 | 472.192 437.419 0.0104337 0.0010218 84998.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 466.753 433.716 0.0104487 0.00104305 85055.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 462.442 428.293 0.0104674 0.00102749 84746.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 457.317 423.805 0.0104618 0.00102497 84774 0
: 447 Minimum Test error found - save the configuration
: 447 | 452.842 419.773 0.010502 0.00104924 84631.6 0
: 448 Minimum Test error found - save the configuration
: 448 | 448.077 414.378 0.0104274 0.00102165 85054.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 443.407 410.001 0.0104407 0.00102618 84975 0
: 450 Minimum Test error found - save the configuration
: 450 | 438.607 405.98 0.0104619 0.00102483 84772.1 0
: 451 Minimum Test error found - save the configuration
: 451 | 433.981 401.142 0.0104047 0.00101928 85239 0
: 452 Minimum Test error found - save the configuration
: 452 | 429.646 396.733 0.0104294 0.00103169 85127.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 424.783 392.032 0.0105073 0.00102623 84378.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 420.697 388.414 0.0104527 0.00103886 84981.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 416.107 383.492 0.0104071 0.00102224 85244 0
: 456 Minimum Test error found - save the configuration
: 456 | 411.559 379.327 0.010445 0.00103605 85025.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 407.17 375.09 0.0104569 0.0010477 85023 0
: 458 Minimum Test error found - save the configuration
: 458 | 402.877 370.893 0.0105891 0.00107431 84080 0
: 459 Minimum Test error found - save the configuration
: 459 | 398.721 366.74 0.0106363 0.00105435 83490 0
: 460 Minimum Test error found - save the configuration
: 460 | 394.62 363.056 0.0104688 0.00104196 84864 0
: 461 Minimum Test error found - save the configuration
: 461 | 390.383 359.596 0.0104488 0.00104403 85063.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 386.253 355.175 0.010475 0.00107168 85076.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 382.3 350.57 0.0104178 0.00102807 85199.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 377.875 346.917 0.0104539 0.001044 85017.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 374.07 343.271 0.0104897 0.00102391 84514.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 370.084 339.561 0.0104579 0.00102783 84834.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 366.396 337.049 0.0104004 0.00102382 85318.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.064 331.898 0.0104282 0.00102537 85080.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 358.889 327.636 0.0104622 0.00102563 84776.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 354.342 324.228 0.0106048 0.00110614 84222.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 350.634 321.014 0.0103934 0.00102089 85356 0
: 472 Minimum Test error found - save the configuration
: 472 | 347.414 317.026 0.0104159 0.00102483 85187.7 0
: 473 Minimum Test error found - save the configuration
: 473 | 343.07 314.044 0.0104016 0.00102087 85280.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 339.55 310.182 0.0103833 0.00101655 85408.6 0
: 475 Minimum Test error found - save the configuration
: 475 | 335.988 306.37 0.0103799 0.0010183 85455 0
: 476 Minimum Test error found - save the configuration
: 476 | 332.664 302.632 0.0103988 0.00101739 85274.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 328.869 299.174 0.010427 0.00103657 85193.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 325.062 296.02 0.0103777 0.00103702 85646.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 321.85 292.763 0.0103732 0.00101935 85526 0
: 480 Minimum Test error found - save the configuration
: 480 | 318.441 289.436 0.0104975 0.00103403 84535.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 315.167 285.546 0.0105995 0.00105431 83812.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 311.301 283.091 0.0103894 0.00102053 85389.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 308.157 279.336 0.0104496 0.00102184 84855.9 0
: 484 Minimum Test error found - save the configuration
: 484 | 304.736 276.26 0.0105103 0.001034 84421.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 301.374 272.889 0.0104862 0.00104196 84707.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 298.445 269.876 0.0105574 0.0010485 84131.3 0
: 487 Minimum Test error found - save the configuration
: 487 | 295.071 266.538 0.0103919 0.00102032 85364.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 291.736 263.639 0.010415 0.00102459 85193.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 288.519 260.681 0.0103661 0.001015 85551.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 285.439 257.612 0.0104255 0.0010206 85061.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 282.548 255.375 0.01035 0.00101431 85692.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 279.35 251.63 0.0103557 0.00101417 85638.7 0
: 493 Minimum Test error found - save the configuration
: 493 | 276.035 249.072 0.0103472 0.00101538 85728 0
: 494 Minimum Test error found - save the configuration
: 494 | 273.313 246.177 0.0103982 0.00102004 85304.5 0
: 495 Minimum Test error found - save the configuration
: 495 | 270.424 243.792 0.010369 0.00101614 85535.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 267.435 241.14 0.0103481 0.00101639 85729.4 0
: 497 Minimum Test error found - save the configuration
: 497 | 264.488 238.099 0.0103775 0.00101344 85432.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 261.537 234.836 0.0105158 0.0010324 84357.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 258.586 232.215 0.0108025 0.00103722 81923.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 255.829 229.807 0.0103761 0.00101832 85490.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 252.966 226.837 0.0103929 0.00103364 85477.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 250.345 224.569 0.0103696 0.00101751 85542.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 247.882 221.596 0.0103671 0.0010164 85555.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 244.663 218.86 0.0103686 0.00101564 85534.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 242.076 216.311 0.0103593 0.00101283 85593.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 239.414 214.066 0.0103712 0.00101641 85517.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 236.721 211.49 0.0104035 0.00102026 85258.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 234.212 209.072 0.0103452 0.00101453 85738.3 0
: 509 Minimum Test error found - save the configuration
: 509 | 231.728 207.138 0.010373 0.0010124 85464.9 0
: 510 Minimum Test error found - save the configuration
: 510 | 228.926 204.28 0.0103956 0.00102117 85338.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 226.514 201.815 0.0103695 0.00101628 85532.5 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.931 199.634 0.0103588 0.00101824 85647.7 0
: 513 Minimum Test error found - save the configuration
: 513 | 221.582 197.466 0.0103617 0.0010251 85684.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 219.362 195.308 0.0103568 0.0010136 85623.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 216.675 192.575 0.0103593 0.00101397 85604.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 214.227 190.8 0.0103639 0.00101996 85617.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.812 188.047 0.0103654 0.00101229 85533.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 209.506 186.855 0.0103421 0.00101505 85772.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 207.394 184.92 0.010347 0.00101483 85725 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.973 181.974 0.0103812 0.00101924 85452.6 0
: 521 Minimum Test error found - save the configuration
: 521 | 202.699 179.669 0.0103817 0.00101601 85418.1 0
: 522 Minimum Test error found - save the configuration
: 522 | 200.371 178.686 0.0103565 0.00101432 85632.7 0
: 523 Minimum Test error found - save the configuration
: 523 | 198.207 176.847 0.0103502 0.00101681 85713.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.02 174.121 0.010352 0.00101549 85684.7 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.906 171.891 0.0103454 0.00101605 85750.5 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.104 169.34 0.0103731 0.00102062 85538.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 189.497 168.355 0.0103889 0.00101715 85363.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 187.523 166.234 0.0103798 0.00101585 85434.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.236 164.618 0.0103965 0.00101948 85315 0
: 530 Minimum Test error found - save the configuration
: 530 | 183.114 161.976 0.0103922 0.00101955 85354.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.164 160.363 0.0103961 0.00102067 85329.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.753 158.429 0.0103507 0.00101748 85715.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.098 156.308 0.0104187 0.00101867 85105.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.091 154.629 0.0103622 0.00101454 85583.1 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.918 152.61 0.010372 0.00102234 85564.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.918 151.343 0.0104058 0.00102495 85280 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.852 150.024 0.0104522 0.00103535 84954 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.222 147.999 0.0104101 0.00101762 85174.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.196 146.491 0.0103731 0.00101746 85510.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 163.329 144.568 0.0103634 0.00101587 85584.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 161.298 142.571 0.0103784 0.00101711 85458.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 159.575 141.819 0.0104153 0.00105415 85459.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.702 139.886 0.0105251 0.00104753 84410 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.833 137.858 0.0105006 0.00102711 84446.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.033 136.69 0.010449 0.00102159 84858.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 152.413 134.83 0.0104733 0.00103476 84759.3 0
: 547 Minimum Test error found - save the configuration
: 547 | 150.491 133.699 0.0104058 0.00102201 85253.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.633 133.095 0.0103561 0.00101811 85671.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.31 130.465 0.0103841 0.0010168 85403.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.443 128.465 0.0103633 0.00101463 85573.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.866 128.368 0.0103758 0.00101676 85478.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.054 126.556 0.0104255 0.00101676 85027.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.408 124.59 0.0103824 0.00101906 85439.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 138.638 123.654 0.0103816 0.00102479 85499.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.387 122.942 0.0104037 0.00101654 85223 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.747 120.547 0.0103567 0.00101618 85648.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.014 119.899 0.0103762 0.00101342 85444.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.436 117.747 0.0103689 0.00101486 85524.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.793 117.358 0.0103643 0.00101837 85598.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.307 115.696 0.0104323 0.00101775 84975 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.616 114.953 0.0103903 0.00101925 85369.5 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.257 112.226 0.0104439 0.00101866 84878.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.607 111.686 0.0103599 0.00101479 85606.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.238 110.577 0.0103536 0.00101469 85663.2 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.705 108.373 0.0104599 0.00101821 84730.2 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.242 107.269 0.0103668 0.00101628 85557.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 118.782 105.413 0.0103683 0.00101375 85520 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.391 104.471 0.0103533 0.00101571 85675.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.014 103.496 0.0103692 0.00101509 85523.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.666 101.806 0.0104625 0.00101888 84713.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.256 101.513 0.0103646 0.00101675 85581.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.999 99.9062 0.0103808 0.00101639 85430.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.757 98.0983 0.0103747 0.00101925 85511.6 0
: 574 | 109.289 98.2073 0.0103373 0.000980434 85498.6 1
: 575 Minimum Test error found - save the configuration
: 575 | 107.949 96.819 0.0103937 0.00101622 85310.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.869 96.1405 0.0103568 0.00101666 85651.5 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.521 94.1092 0.0103694 0.0010152 85523.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.259 93.5806 0.0103885 0.00101586 85354.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.801 91.7385 0.0103739 0.00101597 85489.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.688 90.0408 0.0103887 0.00101709 85364.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.358 89.2826 0.0103834 0.00101904 85430.2 0
: 582 | 99.3564 89.4281 0.0103377 0.000983064 85519 1
: 583 Minimum Test error found - save the configuration
: 583 | 98.1337 87.5179 0.0103847 0.00102906 85510 0
: 584 | 96.8446 87.5264 0.0104573 0.000988024 84483.9 1
: 585 Minimum Test error found - save the configuration
: 585 | 95.958 87.116 0.0105573 0.00111569 84731.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.9668 84.0439 0.0104942 0.00102035 84443.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.8203 83.3391 0.0113504 0.00106142 77752.8 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.439 81.5779 0.0119742 0.00181837 78772.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.4472 81.2693 0.0114613 0.00102136 76629 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.3329 80.0422 0.0104205 0.0010191 85094.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.2404 79.415 0.0104338 0.00102174 84997.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.2158 77.5802 0.0104165 0.00105598 85465.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.0975 76.982 0.0105458 0.00102665 84041 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.9742 75.6797 0.0106714 0.00103221 82994.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.2736 75.3821 0.0105259 0.00102345 84188.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9861 73.8763 0.0108121 0.00102467 81737.1 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.9614 73.0071 0.0107087 0.0013038 85061.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.894 72.5867 0.0106689 0.00117587 84271.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.194 71.3016 0.0104085 0.00102069 85216.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.0876 70.0113 0.0104113 0.00102171 85201 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.2666 69.906 0.010475 0.00102578 84663 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.3143 68.8274 0.0104364 0.00104425 85177.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.3292 67.3035 0.0105211 0.00102557 84250.3 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.341 67.2245 0.0104934 0.00103991 84624.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6347 66.1192 0.0105659 0.00108533 84383.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.7401 65.4684 0.0107475 0.00107886 82741.8 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.7432 64.4037 0.0108491 0.0013444 84168.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.0524 63.4844 0.0104148 0.00105366 85459.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.1146 62.1289 0.0104192 0.00103466 85246.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.2748 61.1872 0.0105719 0.00109101 84380.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.3821 60.5265 0.0104024 0.00105966 85627.7 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7302 59.8972 0.0104268 0.00103608 85190.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.0163 59.1662 0.0105203 0.00102615 84262 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.913 58.6486 0.0104513 0.00101931 84817.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.158 57.1469 0.0105542 0.00103045 84000.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.1266 56.5207 0.0105701 0.00102472 83810.5 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.3977 55.7179 0.0103927 0.00102013 85355.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6795 55.2357 0.0104143 0.00102471 85201 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8933 54.173 0.0104275 0.00101999 85038.2 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4122 53.5432 0.0103945 0.00101999 85337.6 0
: 621 | 62.4738 53.6607 0.0104591 0.00102136 84766.2 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.9304 52.7253 0.0104826 0.00102625 84598.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9508 51.2541 0.0105696 0.00103706 83922.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2852 50.7924 0.0104383 0.00103515 85077.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.5178 50.4799 0.0106102 0.00107992 83942.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.6611 49.3706 0.0106938 0.00106094 83049.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.0005 48.4793 0.0104363 0.00104149 85153.8 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3731 48.0377 0.0107892 0.00104984 82140.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.4887 47.1305 0.010411 0.0010489 85450.6 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.9212 46.9633 0.0108152 0.00106027 82009.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.2358 46.2647 0.0104465 0.00103491 85001.3 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.6195 45.338 0.0104291 0.00102238 85045.1 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.1199 45.2123 0.0121249 0.00109398 72523.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.2784 44.1973 0.0106704 0.00102967 82981.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.555 43.059 0.010376 0.00101892 85496.6 0
: 636 | 52.0508 43.0934 0.0103932 0.000981835 85003.2 1
: 637 Minimum Test error found - save the configuration
: 637 | 51.2988 42.2211 0.0104094 0.00105527 85523.6 0
: 638 | 51.279 43.197 0.0105567 0.00100036 83714.5 1
: 639 Minimum Test error found - save the configuration
: 639 | 50.8506 40.6797 0.0105668 0.00104058 83978.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.9323 40.3511 0.0105954 0.00103572 83684.9 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.2728 40.2733 0.0106505 0.00106482 83458 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3218 39.5056 0.010686 0.00108011 83282 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.7096 38.6736 0.01127 0.00104378 78230.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.0849 38.0094 0.0108444 0.00106174 81777.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.5306 37.8326 0.0105631 0.0010381 83989.6 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.1365 37.1171 0.0107196 0.00103176 82577.8 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6036 36.6794 0.0112131 0.00104312 78662.9 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9169 36.122 0.0105781 0.00106979 84137.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.3954 35.7304 0.0104775 0.00103332 84708.6 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.9068 35.1396 0.0106384 0.00112038 84051.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.213 34.3782 0.0105032 0.0010229 84385.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8653 34.0456 0.0105204 0.00102721 84271.2 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2918 33.5778 0.0127446 0.00165065 72111.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.6488 32.9131 0.0143756 0.00167922 63010.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.2969 32.3166 0.0136422 0.00104645 63513.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7398 32.174 0.0104588 0.0010273 84822.3 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.5527 31.854 0.0104407 0.00102468 84961.8 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.993 30.9916 0.0105549 0.00108859 84510.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.404 30.8001 0.010657 0.00105323 83300.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9702 30.3268 0.010545 0.00105202 84272.8 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4004 29.6686 0.0109757 0.00105042 80602.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.8554 29.1871 0.0106808 0.00102888 82885.2 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5229 28.9538 0.0104668 0.00102582 84736.8 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.8738 28.2531 0.0104446 0.00102224 84904.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.5 28.0242 0.0104377 0.00103666 85097 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1481 27.3905 0.0104708 0.00106244 85030.7 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.6358 27.0351 0.0104706 0.00104233 84851.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.3074 26.6184 0.0106303 0.0011478 84365.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.1402 26.3176 0.0105289 0.00103078 84226.7 0
: 670 | 34.4016 26.3504 0.0116125 0.00137907 78174.8 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.1895 25.0908 0.0106664 0.00108481 83493.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.6737 24.7032 0.010662 0.00102884 83046.7 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.1276 24.3248 0.0104789 0.001024 84612 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.0627 23.9893 0.0104497 0.00101935 84832.3 0
: 675 | 32.4054 24.3187 0.0103998 0.000989634 85014.1 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.9523 23.1987 0.0111978 0.0012613 80511.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.7801 22.5351 0.0123204 0.00105053 70985.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.1576 22.4031 0.0105738 0.00104264 83934.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.7367 22.2022 0.0104744 0.0010684 85051.8 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.3744 22.075 0.0104984 0.00102596 84456 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.8716 21.1649 0.0104225 0.0010368 85236.1 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.3888 20.9646 0.0104333 0.00102267 85009.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.0025 20.8157 0.0104901 0.00102472 84518.2 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.8915 20.4138 0.011014 0.00103967 80205.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5207 19.7718 0.0104381 0.00102426 84981.1 0
: 686 | 27.9808 20.1916 0.0103718 0.000996575 85331.2 1
: 687 Minimum Test error found - save the configuration
: 687 | 27.7118 19.5766 0.0104641 0.0010256 84759.2 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6722 19.2725 0.010415 0.00102087 85159.3 0
: 689 | 27.5431 19.7505 0.0103606 0.000993884 85408.4 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.1247 18.7552 0.010391 0.00102147 85383.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.576 18.6965 0.0103861 0.00101954 85410.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.2689 17.7598 0.0103738 0.00101752 85504.1 0
: 693 | 25.642 17.9125 0.0103675 0.000991014 85320.2 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.4564 17.319 0.0106145 0.00110677 84141.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9414 17.25 0.0109661 0.00107964 80918.9 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.704 16.9368 0.0106385 0.00111223 83978 0
: 697 | 24.3614 17.1664 0.0104897 0.00103575 84620.8 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.968 16.6726 0.0105279 0.00105511 84452.3 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.674 16.0984 0.0114496 0.00111577 77415.4 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.3759 15.6744 0.0110503 0.00103305 79862 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.006 15.5892 0.011311 0.00104231 77906.9 0
: 702 | 22.7783 15.7143 0.0104817 0.000989125 84276.2 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.6659 14.9929 0.0104383 0.00102254 84963.6 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.3174 14.8111 0.0111899 0.0014707 82311.6 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.7859 14.4551 0.0104263 0.00102652 85108.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6255 14.2324 0.0103748 0.00101983 85515.7 0
: 707 | 21.4767 14.9612 0.0103549 0.000983274 85363.9 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.1441 13.8916 0.0103925 0.00101696 85328.8 0
: 709 | 20.711 14.0144 0.0104114 0.000984124 84859.9 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.3185 13.7705 0.0104419 0.0010269 84970.7 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.1294 13.2374 0.0104117 0.00102022 85183.6 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.797 13.0389 0.0106591 0.00103617 83134.6 0
: 713 | 19.5571 13.1404 0.0103934 0.000985615 85035.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.3426 12.8455 0.0104144 0.00102864 85235.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.0338 12.1783 0.0105229 0.00102583 84236.5 0
: 716 | 18.7968 12.2048 0.0105621 0.000990064 83576.4 1
: 717 | 18.7077 12.8561 0.0104197 0.000985665 84799.5 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.4454 11.8661 0.0105075 0.00110049 85043.4 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.9568 11.8038 0.0104327 0.00103766 85151.5 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.7474 11.5835 0.0104984 0.00106719 84824.5 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.6161 11.4594 0.0106885 0.00105764 83065.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.329 11.2974 0.0106434 0.00109019 83741.8 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.0288 10.7621 0.0105934 0.0010617 83930.6 0
: 724 | 16.7768 10.9868 0.0105885 0.00103257 83717.4 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.5611 10.5435 0.0105846 0.00107234 84102.2 0
: 726 | 16.4528 10.7179 0.0107766 0.00104357 82194 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.3461 10.4934 0.0106161 0.00103299 83480.2 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0552 10.1173 0.0106261 0.00103628 83421.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6755 10.0985 0.0108393 0.00105324 81748.6 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.7796 10.0075 0.0105531 0.00102769 83986.2 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5027 9.84724 0.0108254 0.00107653 82060.4 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1399 9.38817 0.0106172 0.00103887 83522 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8907 9.36332 0.0108036 0.00103371 81884.4 0
: 734 | 14.8653 9.47993 0.0104259 0.000986404 84750.5 1
: 735 | 14.6944 9.51587 0.0104865 0.00100673 84390.1 2
: 736 Minimum Test error found - save the configuration
: 736 | 14.477 8.99179 0.0107965 0.00106456 82203.7 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1941 8.87391 0.0105761 0.0010372 83867.3 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.988 8.4175 0.0109841 0.00102753 80348.9 0
: 739 | 13.7035 8.7188 0.0106148 0.00117042 84706.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.8093 8.19107 0.0110263 0.00104828 80176.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.6676 8.02639 0.0105325 0.00105746 84432.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.2214 7.97548 0.0105101 0.00109203 84943.2 0
: 743 | 13.0063 8.52977 0.0104192 0.000984356 84791.8 1
: 744 Minimum Test error found - save the configuration
: 744 | 12.8974 7.97494 0.0106234 0.0010824 83848.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.7539 7.48468 0.0104006 0.00102416 85320.2 0
: 746 | 12.4797 7.4995 0.0106539 0.000989925 82781.6 1
: 747 | 12.4349 8.16021 0.0105358 0.000985515 83767.3 2
: 748 Minimum Test error found - save the configuration
: 748 | 12.1948 7.1942 0.0105354 0.00102998 84162.1 0
: 749 | 12.2167 7.41883 0.0104333 0.000985085 84672.4 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.905 6.79812 0.0104004 0.00102323 85313.6 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.8862 6.7723 0.0103811 0.00101483 85412.9 0
: 752 | 11.6464 6.84198 0.0112698 0.000988514 77811 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.4233 6.61127 0.0109929 0.00104839 80446.3 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.181 6.55562 0.0105952 0.00105014 83813.1 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.1633 6.47523 0.0114634 0.00105874 76888.7 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.9193 6.43229 0.0109795 0.00105086 80575.2 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.8397 6.00231 0.0110481 0.00114792 80806.7 0
: 758 | 10.6749 6.49795 0.0111399 0.0010448 79246.6 1
: 759 | 10.5556 6.07887 0.0105026 0.000995595 84148.2 2
: 760 Minimum Test error found - save the configuration
: 760 | 10.6291 5.96081 0.0108197 0.00104886 81876.5 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2762 5.6671 0.0110462 0.0010387 79940 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.0838 5.18749 0.0107167 0.00104034 82675.8 0
: 763 | 10.1955 5.26115 0.0104145 0.000988424 84870.7 1
: 764 | 10.0526 5.19433 0.010391 0.000985524 85056.7 2
: 765 | 9.72483 5.37548 0.0103875 0.000985704 85090.1 3
: 766 Minimum Test error found - save the configuration
: 766 | 9.62634 4.92751 0.0106343 0.00103852 83370 0
: 767 Minimum Test error found - save the configuration
: 767 | 9.48503 4.69666 0.0104462 0.00102156 84883.7 0
: 768 | 9.49304 4.99659 0.0104249 0.00100111 84891.9 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.38173 4.66027 0.0104369 0.00105358 85258 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.16508 4.54234 0.0104093 0.00105818 85550.9 0
: 771 Minimum Test error found - save the configuration
: 771 | 9.23584 4.38052 0.0104275 0.00102711 85102.7 0
: 772 | 8.88972 4.61198 0.0103837 0.000986365 85130.7 1
: 773 | 8.98398 4.81095 0.0104046 0.000986514 84942.9 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.81662 4.10464 0.0104282 0.00102798 85104 0
: 775 | 8.4576 4.38925 0.010888 0.000985115 80784.7 1
: 776 | 8.71263 4.24158 0.0103512 0.000984754 85411.6 2
: 777 Minimum Test error found - save the configuration
: 777 | 8.47295 3.66816 0.0104239 0.00102418 85109.3 0
: 778 | 8.34263 4.11496 0.0103959 0.000986714 85023 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.14907 3.17562 0.0104123 0.00102305 85203.8 0
: 780 | 8.00709 3.44895 0.0103883 0.000985765 85083.7 1
: 781 | 7.86379 4.00179 0.0104229 0.000988614 84797 2
: 782 | 7.86661 3.26498 0.0104898 0.000987184 84187.1 3
: 783 | 7.81274 3.23636 0.0104415 0.000987145 84617.4 4
: 784 | 7.61684 3.2109 0.0104143 0.000984514 84837.6 5
: 785 | 7.66665 3.38757 0.0104203 0.000986364 84800.4 6
: 786 Minimum Test error found - save the configuration
: 786 | 7.46154 3.01894 0.0105053 0.00103276 84454.5 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.27518 2.82782 0.0106046 0.00103503 83598.5 0
: 788 | 7.10807 3.29698 0.0104147 0.000985374 84841.5 1
: 789 | 7.09076 3.01248 0.0103741 0.000982804 85185.5 2
: 790 | 7.1017 2.88814 0.0106253 0.00100376 83146.8 3
: 791 | 6.94321 3.22889 0.010677 0.000992994 82610.6 4
: 792 Minimum Test error found - save the configuration
: 792 | 6.86439 2.50454 0.0104297 0.00103254 85132.2 0
: 793 | 6.75926 2.78704 0.0103747 0.00100936 85421.2 1
: 794 Minimum Test error found - save the configuration
: 794 | 6.56915 2.40689 0.0106397 0.00105214 83441.3 0
: 795 | 6.59003 2.79133 0.0103943 0.000996045 85122.5 1
: 796 | 6.49506 2.60901 0.0105162 0.000989555 83974.6 2
: 797 | 6.47981 2.58766 0.0107507 0.000987704 81942.2 3
: 798 | 6.45434 2.80481 0.010442 0.000987174 84612.6 4
: 799 | 6.22316 2.51817 0.0109894 0.000989334 79999.8 5
: 800 | 6.15342 2.55808 0.0104843 0.000998774 84339.2 6
: 801 | 6.15623 2.90081 0.0104379 0.000986514 84643.9 7
: 802 | 6.15173 2.67727 0.0104939 0.000986875 84148 8
: 803 Minimum Test error found - save the configuration
: 803 | 5.98024 2.27695 0.0107229 0.00120808 84079.5 0
: 804 Minimum Test error found - save the configuration
: 804 | 5.87802 2.16146 0.010513 0.00103018 84362.8 0
: 805 | 5.85101 2.29136 0.0108514 0.000986435 81094.7 1
: 806 | 5.79925 2.55862 0.0103922 0.000986125 85051.1 2
: 807 Minimum Test error found - save the configuration
: 807 | 5.61098 2.04192 0.0104051 0.00102452 85282.6 0
: 808 | 5.63398 2.09801 0.0104176 0.000987495 84834.8 1
: 809 | 5.70627 2.1349 0.0103603 0.000985574 85335.7 2
: 810 | 5.78574 2.64669 0.0104697 0.000985764 84353.2 3
: 811 | 5.80767 2.61691 0.0104049 0.00103148 85347.7 4
: 812 Minimum Test error found - save the configuration
: 812 | 5.50227 1.94838 0.0104496 0.00105024 85112.5 0
: 813 | 5.33668 2.12728 0.0104113 0.000985895 84877.3 1
: 814 | 5.21187 2.14797 0.0103733 0.000979904 85166.2 2
: 815 | 5.12536 2.06328 0.0103301 0.000983684 85594.2 3
: 816 | 5.14425 2.38681 0.0103657 0.000990584 85332.2 4
: 817 | 5.17841 2.3044 0.0103481 0.000983255 85425.7 5
: 818 | 5.11618 2.39677 0.0103522 0.000983534 85391.4 6
: 819 Minimum Test error found - save the configuration
: 819 | 5.0804 1.8897 0.0103918 0.00102542 85412.1 0
: 820 | 4.81948 2.13038 0.0103719 0.000986665 85240.3 1
: 821 | 4.77707 1.96779 0.0103498 0.000985333 85429.7 2
: 822 | 4.699 2.21174 0.0103635 0.000985995 85310.7 3
: 823 Minimum Test error found - save the configuration
: 823 | 4.7352 1.88223 0.010388 0.00101886 85387.1 0
: 824 | 4.81336 1.89534 0.0105579 0.00108847 84482.4 1
: 825 | 4.62003 2.06289 0.0106589 0.000985785 82703.2 2
: 826 | 4.60729 2.75313 0.0103607 0.000980064 85281.9 3
: 827 | 4.77986 2.31569 0.010363 0.000984554 85302 4
: 828 | 4.59491 2.12403 0.0103734 0.000984274 85205.3 5
: 829 | 4.58734 2.31289 0.010385 0.000993364 85182.5 6
: 830 | 4.56123 2.32098 0.0103902 0.000986215 85070.1 7
: 831 | 4.35525 2.32638 0.0103611 0.000985885 85330.9 8
: 832 | 4.26763 2.21031 0.0103849 0.000984264 85100.3 9
: 833 | 4.13032 2.02759 0.0103501 0.000985694 85430.2 10
: 834 Minimum Test error found - save the configuration
: 834 | 4.14438 1.73051 0.0104423 0.00103029 84997.8 0
: 835 | 4.10665 2.15687 0.0103876 0.000987174 85102.4 1
: 836 | 4.31838 2.32513 0.0103699 0.000985914 85251.4 2
: 837 | 4.11028 2.33603 0.0103336 0.000984804 85572.6 3
: 838 | 3.9713 2.12116 0.0103614 0.000985114 85321.7 4
: 839 | 3.91615 2.17221 0.0103652 0.000993604 85364.4 5
: 840 | 3.80837 2.15618 0.0103465 0.000984725 85453.5 6
: 841 | 3.93828 2.27743 0.0103938 0.000994824 85115.2 7
: 842 | 3.90442 2.48321 0.0103562 0.000986274 85379.3 8
: 843 | 3.73529 1.87945 0.0103655 0.000986224 85294.2 9
: 844 | 3.82057 3.15271 0.0103556 0.000986333 85385.9 10
: 845 | 3.90494 2.14281 0.0103464 0.000984794 85455.2 11
: 846 | 3.76306 2.29736 0.0103448 0.000985354 85475.1 12
: 847 | 3.50021 1.99914 0.0103637 0.000986794 85316.2 13
: 848 | 3.45728 2.20538 0.0103487 0.000985944 85445.3 14
: 849 | 3.61452 2.13192 0.0103383 0.000978535 85472.3 15
: 850 | 3.42752 2.17924 0.0103862 0.000985225 85097.9 16
: 851 | 3.65094 2.45867 0.0103503 0.000984725 85419 17
: 852 | 3.4264 2.213 0.0103643 0.000985346 85296.9 18
: 853 | 3.32527 2.23536 0.0103978 0.000984095 84982.3 19
: 854 | 3.23383 2.02153 0.0103628 0.000991395 85366.2 20
: 855 | 3.19608 2.21348 0.0103701 0.000985924 85249.9 21
:
: Elapsed time for training with 1000 events: 8.93 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: 0.0111 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: 0.833 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.162 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= 3.28894e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06514e+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: 0.037 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: 0.0391 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: 0.00156 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: 0.0984 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: 0.0211 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00285 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: 0.0376 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00457 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: 0.00232 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000636 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: 0.0111 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.895 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.102 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.877 -0.142 5.36 1.50 | 3.241 3.238
: 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 : -0.253 -0.119 1.85 1.06 | 3.338 3.328
: 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.