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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1105
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1262
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1367
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:354
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h: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: 0.252 sec
: Elapsed time for training with 1000 events: 0.255 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00337 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: 0.000716 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00484 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_KNN.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: LD for Regression
:
LD : Results for LD coefficients:
: -----------------------
: Variable: Coefficient:
: -----------------------
: var1: +41.434
: var2: +42.995
: (offset): -81.387
: -----------------------
: Elapsed time for training with 1000 events: 0.000202 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00113 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 = 31479.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33053 31133.3 0.0101667 0.00103522 87609.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32574.9 30570.3 0.010331 0.00101756 85897.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31860.4 29884.5 0.0103555 0.00102492 85739.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31107.8 29243.2 0.0103249 0.00100951 85879.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30356.7 28501 0.0103172 0.00101856 86034.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29554.5 27640 0.0102407 0.001049 87034.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28916.3 27113.6 0.0100481 0.000971655 88140.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28500.4 26758.3 0.00996863 0.000971215 88914.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 28153.5 26449.3 0.00991514 0.000962976 89363.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27840.8 26157.1 0.00992515 0.000966764 89301.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27543.9 25878.3 0.00990764 0.000967014 89479.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27258.4 25611.1 0.0099149 0.000965356 89390 0
: 13 Minimum Test error found - save the configuration
: 13 | 26984.1 25351.7 0.00989812 0.000963255 89536.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26715.9 25100.5 0.00991078 0.000966255 89440.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26455.3 24855.3 0.00990893 0.000967355 89469.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26202.9 24612.2 0.00990886 0.000959476 89391.6 0
: 17 Minimum Test error found - save the configuration
: 17 | 25952.8 24375 0.0100395 0.000971695 88223.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25706.2 24144.4 0.00990412 0.000966644 89510.7 0
: 19 Minimum Test error found - save the configuration
: 19 | 25468.1 23914.1 0.00991614 0.000963225 89356.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25228.8 23691.2 0.00989488 0.000961195 89548.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24996 23471.3 0.00991661 0.000962755 89347 0
: 22 Minimum Test error found - save the configuration
: 22 | 24769.1 23250.6 0.00992443 0.000970346 89344.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24540.5 23036.3 0.00991939 0.000969465 89386.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24317 22825.3 0.00992221 0.000969055 89354 0
: 25 Minimum Test error found - save the configuration
: 25 | 24095.9 22617.9 0.00991117 0.000962685 89400.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23880.3 22410.1 0.00992126 0.000964835 89321.4 0
: 27 Minimum Test error found - save the configuration
: 27 | 23664 22206.8 0.00997326 0.000986775 89022.6 0
: 28 Minimum Test error found - save the configuration
: 28 | 23451.1 22006.8 0.00995759 0.000970174 89013.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 23243.4 21806 0.00993863 0.000960125 89101.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 23032 21613.6 0.00993166 0.000968985 89259.1 0
: 31 Minimum Test error found - save the configuration
: 31 | 22829.9 21418.6 0.00995355 0.000971195 89063.5 0
: 32 Minimum Test error found - save the configuration
: 32 | 22626.5 21226.8 0.00995743 0.000973344 89046.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22426.3 21036.7 0.00994477 0.000970395 89142.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22228.2 20848.5 0.00994572 0.000958636 89016.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 22032.5 20661.7 0.00995124 0.000972235 89096.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21835.4 20481.5 0.00996574 0.000971064 88941.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21646 20299.2 0.00996656 0.000966486 88888.1 0
: 38 Minimum Test error found - save the configuration
: 38 | 21458.8 20115.4 0.0100847 0.000981525 87881.9 0
: 39 Minimum Test error found - save the configuration
: 39 | 21265.2 19941.7 0.0100096 0.000990194 88697.2 0
: 40 Minimum Test error found - save the configuration
: 40 | 21080.9 19767.1 0.00996654 0.000970025 88923.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20897.5 19593.2 0.00995671 0.000974235 89062.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20715.3 19421 0.00996762 0.000970274 88915.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20535.8 19249.5 0.0099715 0.000974926 88922.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20355.7 19082.2 0.00998344 0.000974354 88799.3 0
: 45 Minimum Test error found - save the configuration
: 45 | 20178 18917.9 0.00998145 0.000972765 88803.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 20006.6 18749.8 0.00999287 0.000972766 88690.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19830.6 18586.6 0.0100135 0.000975876 88518.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19657.7 18424.1 0.0100386 0.000998965 88498.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19485.2 18256.3 0.010043 0.000989375 88362 0
: 50 Minimum Test error found - save the configuration
: 50 | 19307.7 18090.1 0.0100755 0.000986045 88013.8 0
: 51 Minimum Test error found - save the configuration
: 51 | 19157.9 17937.9 0.0100736 0.000984276 88015 0
: 52 Minimum Test error found - save the configuration
: 52 | 18979.5 17790.5 0.0100972 0.000982835 87773.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18817.1 17632.5 0.0100682 0.000983475 88060.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18649.2 17468.2 0.0100854 0.000994436 87999.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18482.9 17311.2 0.0100949 0.000989064 87855.6 0
: 56 Minimum Test error found - save the configuration
: 56 | 18318.3 17163.1 0.010102 0.000991964 87815.4 0
: 57 Minimum Test error found - save the configuration
: 57 | 18162.2 17005.9 0.0101392 0.000993346 87471.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17998.3 16858.7 0.010126 0.000992164 87586.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17840.5 16706.5 0.0102735 0.00102371 86488.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17686.8 16555 0.010164 0.000997356 87272.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17529 16405.1 0.0101605 0.000999284 87324.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17373.4 16262.3 0.0101652 0.000992795 87217.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17219.9 16110 0.0101639 0.000998655 87286.2 0
: 64 Minimum Test error found - save the configuration
: 64 | 17065 15967 0.0101861 0.00100785 87162.1 0
: 65 Minimum Test error found - save the configuration
: 65 | 16915.6 15822.4 0.0101881 0.00100351 87102.3 0
: 66 Minimum Test error found - save the configuration
: 66 | 16763.1 15681.7 0.0101823 0.000999425 87118.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16615.6 15537 0.0101852 0.00101508 87239.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16468.7 15394.9 0.0101892 0.0010014 87072.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16320.5 15256 0.0102425 0.00102279 86771 0
: 70 Minimum Test error found - save the configuration
: 70 | 16175.1 15116.6 0.0102082 0.00100129 86891.7 0
: 71 Minimum Test error found - save the configuration
: 71 | 16028.5 14981.2 0.0102309 0.00100598 86721.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15888.4 14844.5 0.0102216 0.00100957 86843.2 0
: 73 Minimum Test error found - save the configuration
: 73 | 15744.9 14711 0.0102127 0.00101218 86951.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15603.2 14578.2 0.0102348 0.00101407 86760.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15463 14447.5 0.0102627 0.00104798 86818 0
: 76 Minimum Test error found - save the configuration
: 76 | 15327.2 14315.4 0.0102588 0.00102829 86669.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15188.8 14185.4 0.0102506 0.00100515 86528.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15051.1 14060 0.0102715 0.00100604 86342.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 14919.4 13930 0.010362 0.00101697 85607 0
: 80 Minimum Test error found - save the configuration
: 80 | 14783.1 13806.1 0.0102263 0.00100684 86773.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14652.5 13680 0.0102337 0.00100676 86702.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14521.7 13555.6 0.0102251 0.00100691 86784.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14390 13434.8 0.0102177 0.00100339 86821.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14261.3 13313.3 0.0102352 0.00100909 86710.4 0
: 85 Minimum Test error found - save the configuration
: 85 | 14134.9 13193 0.0102353 0.00100318 86653.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 14008.8 13071.6 0.0102568 0.00101318 86546.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13882.6 12953.4 0.0102789 0.00101084 86317.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13758.2 12835.7 0.010245 0.00100672 86596 0
: 89 Minimum Test error found - save the configuration
: 89 | 13634.4 12720 0.0102901 0.00102866 86379.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13512.4 12605.5 0.0102435 0.00100975 86638.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13390.3 12493.6 0.0102347 0.00100466 86673.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13272.7 12378.7 0.0102352 0.00100565 86678 0
: 93 Minimum Test error found - save the configuration
: 93 | 13152.2 12267 0.0102448 0.00100706 86601.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13034.3 12156.3 0.0102712 0.00101013 86382.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12918.2 12045.8 0.0102518 0.0010066 86531.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12802.5 11936 0.010253 0.00101003 86552.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12686.3 11829 0.0102634 0.00100876 86442.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12573.6 11720.9 0.0102492 0.00100953 86583.4 0
: 99 Minimum Test error found - save the configuration
: 99 | 12459 11616.8 0.0103901 0.00103664 85529.7 0
: 100 Minimum Test error found - save the configuration
: 100 | 12347 11513.5 0.0102845 0.00100651 86225.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12238.2 11408 0.0102642 0.00101121 86458.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12126.2 11306 0.0102608 0.00100851 86465.1 0
: 103 Minimum Test error found - save the configuration
: 103 | 12019.9 11201.3 0.0102692 0.00100801 86381.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11910.6 11099.3 0.0102829 0.00101008 86274 0
: 105 Minimum Test error found - save the configuration
: 105 | 11802.1 11000 0.0102699 0.00101201 86412.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11697.1 10899.9 0.0102731 0.00101493 86409.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11591.5 10800.8 0.0102747 0.00100917 86341.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11486 10704.6 0.0102796 0.0010091 86294.8 0
: 109 Minimum Test error found - save the configuration
: 109 | 11384.5 10606.5 0.0103512 0.00103203 85844.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11279.7 10512.2 0.0102973 0.00101205 86158.6 0
: 111 Minimum Test error found - save the configuration
: 111 | 11179.4 10417.1 0.0102969 0.0010084 86128.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11080.2 10320.5 0.0102827 0.00101194 86293 0
: 113 Minimum Test error found - save the configuration
: 113 | 10977.6 10228.7 0.0102983 0.0010157 86183.1 0
: 114 Minimum Test error found - save the configuration
: 114 | 10879.8 10135.7 0.0103108 0.00101131 86026.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10780.6 10044.4 0.0103027 0.00101479 86133.2 0
: 116 Minimum Test error found - save the configuration
: 116 | 10685.3 9952.5 0.0102966 0.00101297 86173 0
: 117 Minimum Test error found - save the configuration
: 117 | 10587.3 9862.22 0.0103022 0.00101535 86143 0
: 118 Minimum Test error found - save the configuration
: 118 | 10491.6 9773.55 0.0103098 0.00101716 86089.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10398.6 9682.41 0.0104335 0.00102815 85058.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10302.3 9595.98 0.0103099 0.00101833 86099.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10210.1 9508.92 0.0103204 0.00101911 86010.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10119.2 9420.35 0.0103656 0.00101936 85596.4 0
: 123 Minimum Test error found - save the configuration
: 123 | 10026.2 9334.86 0.0103191 0.00101738 86005.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9935.56 9249.8 0.0103126 0.00101307 86026 0
: 125 Minimum Test error found - save the configuration
: 125 | 9845.25 9166.87 0.0103389 0.00101663 85816.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9757.19 9082.7 0.0103427 0.00101635 85778.1 0
: 127 Minimum Test error found - save the configuration
: 127 | 9669.98 8997.52 0.0103222 0.00101468 85952.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9580.48 8916.31 0.0103154 0.0010126 85995.7 0
: 129 Minimum Test error found - save the configuration
: 129 | 9494.86 8833.87 0.0103743 0.00103798 85686.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9408.07 8752.94 0.0103318 0.00102005 85913.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9322.52 8673.52 0.0103203 0.00101661 85987.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9238.98 8593.28 0.0103388 0.00101658 85816.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9153.81 8515.75 0.0103679 0.00101955 85576.5 0
: 134 Minimum Test error found - save the configuration
: 134 | 9071.79 8437.47 0.0103441 0.00101536 85756.5 0
: 135 Minimum Test error found - save the configuration
: 135 | 8990.09 8359.09 0.0103276 0.00101764 85929.3 0
: 136 Minimum Test error found - save the configuration
: 136 | 8906.21 8284.74 0.0103207 0.00101855 86001.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8826.87 8208.65 0.0103276 0.0010188 85940.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8747.99 8131.34 0.0103503 0.00101933 85735.7 0
: 139 Minimum Test error found - save the configuration
: 139 | 8667 8056.99 0.0104533 0.00113296 85833.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8587.59 7984.26 0.010351 0.00101738 85711.9 0
: 141 Minimum Test error found - save the configuration
: 141 | 8510.84 7910.14 0.0103488 0.00101827 85740.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8433.39 7836.86 0.0103443 0.00101899 85788 0
: 143 Minimum Test error found - save the configuration
: 143 | 8355.77 7765.68 0.0103546 0.00101804 85684.6 0
: 144 Minimum Test error found - save the configuration
: 144 | 8280.7 7693.61 0.0103682 0.00101856 85564.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8204.35 7623.5 0.0103698 0.00103363 85688.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8130.53 7552.73 0.010353 0.00102063 85723.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8055.14 7484.42 0.0103324 0.00101903 85897.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7983.46 7414.2 0.0103575 0.00102888 85757.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7910.82 7344.55 0.0104532 0.00111989 85714.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7836.89 7278.25 0.0103746 0.00102112 85529.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7766.31 7210.9 0.0103614 0.00101921 85632.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7694.9 7145.09 0.0103504 0.00102123 85752.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7626.06 7077.95 0.0103647 0.00102974 85699.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7554.23 7014.69 0.010388 0.00102472 85440.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7487.64 6948.32 0.0103619 0.00102193 85653.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7417.23 6885.6 0.0103594 0.00102125 85669.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7350.8 6821.86 0.0103647 0.00101822 85593.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7283.8 6757.61 0.0103584 0.00102067 85674 0
: 159 Minimum Test error found - save the configuration
: 159 | 7216.64 6695.41 0.0104891 0.00114 85569.9 0
: 160 Minimum Test error found - save the configuration
: 160 | 7151.35 6632.48 0.0103699 0.00102063 85567.8 0
: 161 Minimum Test error found - save the configuration
: 161 | 7085.13 6571.42 0.0103612 0.00102025 85644.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 7020.15 6511.15 0.0103865 0.00102162 85425.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6956.41 6450.71 0.0103685 0.00102874 85655.5 0
: 164 Minimum Test error found - save the configuration
: 164 | 6892.22 6391.61 0.0103842 0.00101991 85430.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6830.85 6330.66 0.0103693 0.00101774 85547.2 0
: 166 Minimum Test error found - save the configuration
: 166 | 6765.83 6273.78 0.0103663 0.00101993 85594.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6705.52 6214.76 0.0104579 0.00102258 84787.4 0
: 168 Minimum Test error found - save the configuration
: 168 | 6643.26 6157.6 0.0103718 0.00102223 85565.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6582.24 6101.28 0.0104081 0.00105664 85548.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6522.69 6044.11 0.0103629 0.00102366 85660.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6463.49 5986.72 0.0103685 0.00102079 85582 0
: 172 Minimum Test error found - save the configuration
: 172 | 6402.53 5932.09 0.0103723 0.0010243 85579.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6344.47 5876.79 0.0103521 0.00101795 85706.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6285.39 5823.31 0.0103797 0.00102163 85487.8 0
: 175 Minimum Test error found - save the configuration
: 175 | 6228.52 5768.97 0.0103658 0.00101939 85594.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6171.37 5715.01 0.0103662 0.00101993 85595.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6114.42 5661.77 0.0103763 0.00102384 85538.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6058.27 5608.84 0.0103809 0.00102471 85505.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 6002.31 5557.01 0.0104904 0.00113711 85531.8 0
: 180 Minimum Test error found - save the configuration
: 180 | 5946.99 5505.76 0.0103824 0.00102442 85488.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5892.94 5453.95 0.0103604 0.00102112 85660 0
: 182 Minimum Test error found - save the configuration
: 182 | 5838.45 5402.98 0.0103787 0.00102336 85512.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5783.97 5353.6 0.0103893 0.0010233 85415.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5731.64 5302.98 0.0103818 0.00102083 85461.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5677.74 5254.92 0.0103656 0.00102239 85623.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5626.33 5205.68 0.0104404 0.00103487 85056.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5574.22 5157.54 0.0103853 0.00102324 85451.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5523.63 5108.58 0.0103885 0.0010237 85426.1 0
: 189 Minimum Test error found - save the configuration
: 189 | 5471.47 5061.75 0.010417 0.00105446 85446.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5422.2 5013.58 0.0103903 0.00102286 85402.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5371.99 4967.08 0.0103958 0.00102337 85356.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5322 4920.6 0.010407 0.00102546 85273.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5273.36 4874.49 0.0104407 0.00104817 85174 0
: 194 Minimum Test error found - save the configuration
: 194 | 5224.63 4828.73 0.010405 0.00102731 85309 0
: 195 Minimum Test error found - save the configuration
: 195 | 5176.32 4783.7 0.0103914 0.00102899 85448.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5128.44 4739.49 0.0104017 0.00103101 85372.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 5080.7 4695.82 0.0104 0.00102224 85308.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5034.88 4651.81 0.0103899 0.00102512 85426.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4987.4 4609.15 0.0105201 0.00114174 85303.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4942.83 4565.49 0.0103918 0.00102136 85374.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4895.81 4523.68 0.0103998 0.00102562 85341.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4851.87 4480.78 0.0104113 0.00102974 85273.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4806.58 4439.55 0.0103989 0.00102727 85363.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4762.39 4398.01 0.0103778 0.00102474 85533.4 0
: 205 Minimum Test error found - save the configuration
: 205 | 4718.25 4357.58 0.0103768 0.00102 85498.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4674.91 4317.3 0.010376 0.00102747 85574.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4632.1 4277.44 0.0103887 0.00102577 85442.9 0
: 208 Minimum Test error found - save the configuration
: 208 | 4589.47 4236.82 0.0103985 0.00102621 85357.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4547.45 4197.91 0.0104445 0.00107277 85363 0
: 210 Minimum Test error found - save the configuration
: 210 | 4506.39 4157.3 0.0104097 0.00103243 85312.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4463.23 4120.41 0.0103877 0.00102656 85460.2 0
: 212 Minimum Test error found - save the configuration
: 212 | 4423.41 4080.58 0.0103948 0.00102809 85409.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4381.64 4043.48 0.0103893 0.00102306 85412.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4341.77 4006.59 0.0104048 0.00102922 85328.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4302.72 3967.97 0.01039 0.00102283 85404.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4262.41 3931.46 0.0103942 0.00102169 85356.3 0
: 217 Minimum Test error found - save the configuration
: 217 | 4223.61 3894.69 0.0103888 0.0010232 85419.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4184.35 3859.11 0.0103978 0.00102629 85365.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4146.33 3823.55 0.0105135 0.00113788 85328.1 0
: 220 Minimum Test error found - save the configuration
: 220 | 4108.57 3787.63 0.010395 0.00102316 85361.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4071.16 3752.35 0.0104094 0.00102421 85240.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4034.55 3715.46 0.0103928 0.00102727 85419.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3995.35 3683.13 0.0104127 0.00102207 85191.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3961.16 3647.67 0.0104003 0.00102272 85309.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3924.01 3613.61 0.0103801 0.00102206 85487.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3887.91 3580.29 0.0104106 0.00102843 85267.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3851.79 3548.52 0.0104006 0.00102585 85335.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3818.4 3514.41 0.0104044 0.00102358 85280 0
: 229 Minimum Test error found - save the configuration
: 229 | 3782.86 3481.95 0.0104393 0.00106697 85357.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3748.21 3449.82 0.0103813 0.00102107 85467.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3714.53 3417.67 0.0104092 0.00102462 85246.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3680.11 3385.87 0.0104051 0.00102331 85271.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3647.49 3353.82 0.0104135 0.00102877 85245.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3613.5 3323.26 0.0103937 0.0010263 85402.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3581.14 3292.29 0.0104083 0.00102381 85247.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3548.03 3262.32 0.0103874 0.00102323 85432 0
: 237 Minimum Test error found - save the configuration
: 237 | 3516.24 3232.02 0.0104031 0.00102241 85282 0
: 238 Minimum Test error found - save the configuration
: 238 | 3484.33 3201.72 0.0104062 0.00101859 85219.1 0
: 239 Minimum Test error found - save the configuration
: 239 | 3452.95 3170.97 0.0105297 0.00114414 85237.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3420.74 3142.5 0.0104224 0.00102778 85154.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3390.7 3112.22 0.0103707 0.00102096 85564 0
: 242 Minimum Test error found - save the configuration
: 242 | 3359.18 3083.92 0.0104085 0.00103721 85367.1 0
: 243 Minimum Test error found - save the configuration
: 243 | 3328.53 3056.2 0.0103921 0.00102434 85398.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3299.2 3026.29 0.0104496 0.00102596 84892.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3268.57 2998.51 0.0103898 0.00102078 85387.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3239.57 2970.39 0.0103884 0.00102268 85417.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3209.98 2943.29 0.0104235 0.00102494 85119.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3180.52 2915.78 0.0104166 0.0010225 85159.9 0
: 249 Minimum Test error found - save the configuration
: 249 | 3151.4 2888.78 0.01044 0.00105773 85266.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3123.04 2862.19 0.0104343 0.00102677 85038.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3094.62 2836.21 0.0103966 0.00102464 85360.9 0
: 252 Minimum Test error found - save the configuration
: 252 | 3067.02 2809.61 0.010395 0.00102155 85347.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3039.03 2783.04 0.0103892 0.00102105 85395.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 3010.57 2758.26 0.0104111 0.00102197 85204.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2984.1 2732.89 0.0104129 0.00102661 85231 0
: 256 Minimum Test error found - save the configuration
: 256 | 2957.24 2707.12 0.0103885 0.0010234 85423.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2929.91 2682.64 0.0104223 0.00102293 85112.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2904.1 2657.27 0.0104031 0.00102711 85324.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2877.14 2632.84 0.0105395 0.00106358 84424.3 0
: 260 Minimum Test error found - save the configuration
: 260 | 2851.46 2608.22 0.0104204 0.00102313 85131.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2825.5 2584.73 0.0103969 0.00102165 85330.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2800.21 2560.81 0.0104231 0.00102506 85124.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2774.62 2536.48 0.0104075 0.00102356 85252.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2750.12 2512.31 0.0104244 0.0010239 85101.4 0
: 265 Minimum Test error found - save the configuration
: 265 | 2724.45 2489.55 0.0104015 0.00102077 85281.1 0
: 266 Minimum Test error found - save the configuration
: 266 | 2699.77 2467.14 0.010457 0.00106534 85182.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2675.81 2444.75 0.0104198 0.00102394 85144.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2651.82 2421.29 0.0104115 0.00102108 85193.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2627.28 2398.97 0.0104219 0.001024 85125.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2603 2378.02 0.0104189 0.00102732 85182.9 0
: 271 Minimum Test error found - save the configuration
: 271 | 2580.23 2355.9 0.0104198 0.00102309 85135.8 0
: 272 Minimum Test error found - save the configuration
: 272 | 2556.74 2334.13 0.0104294 0.00102442 85061 0
: 273 Minimum Test error found - save the configuration
: 273 | 2533.35 2312.66 0.0104058 0.0010215 85249 0
: 274 Minimum Test error found - save the configuration
: 274 | 2510.36 2291.89 0.0104144 0.00102845 85233.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2488.26 2269.99 0.0104069 0.00103338 85347.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2465.01 2249.18 0.0104053 0.00102386 85274.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2442.6 2228.91 0.0103869 0.00102281 85433.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2420.96 2207.79 0.0104212 0.00102067 85101.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2398.77 2187.09 0.0105426 0.00105369 84309.2 0
: 280 Minimum Test error found - save the configuration
: 280 | 2376.7 2167.04 0.010425 0.00102946 85146.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2355.11 2147.1 0.0105887 0.00102731 83669.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2333.79 2128.02 0.0104565 0.00102723 84841.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2311.58 2109.07 0.0104142 0.00102829 85234.4 0
: 284 Minimum Test error found - save the configuration
: 284 | 2291.76 2088.84 0.0104204 0.00102329 85132.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2270.34 2069.26 0.0103984 0.00102241 85323.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2249 2050.88 0.0104104 0.0010236 85226.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2228.44 2032.46 0.0104719 0.00102654 84697.9 0
: 288 Minimum Test error found - save the configuration
: 288 | 2208.75 2013.5 0.0104273 0.00102733 85106.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2187.83 1995.4 0.0104686 0.00104009 84848.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2168.46 1976.36 0.0104224 0.00103527 85223.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2147.7 1958.74 0.0104315 0.00102596 85056.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2128.03 1940.83 0.0104029 0.00102406 85298.3 0
: 293 Minimum Test error found - save the configuration
: 293 | 2109.12 1922.49 0.0104148 0.00102132 85165.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2089.17 1904.97 0.0104109 0.00102068 85194.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2070.3 1887.67 0.0104042 0.00102304 85277.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2050.36 1870.3 0.0104433 0.00102731 84961.9 0
: 297 Minimum Test error found - save the configuration
: 297 | 2031.59 1853.66 0.0103977 0.00102326 85338.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2013.05 1836.71 0.0104166 0.00102232 85158 0
: 299 Minimum Test error found - save the configuration
: 299 | 1994.51 1819.28 0.0105498 0.00105171 84227.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1975.48 1803.32 0.0104402 0.00103413 85051.8 0
: 301 Minimum Test error found - save the configuration
: 301 | 1957.73 1786.27 0.0104174 0.00102445 85170.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1939.71 1769.78 0.0104115 0.00101953 85179 0
: 303 Minimum Test error found - save the configuration
: 303 | 1920.91 1753.76 0.0104313 0.00102444 85044.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1903.71 1736.85 0.0104444 0.00102447 84926.4 0
: 305 Minimum Test error found - save the configuration
: 305 | 1885.2 1721.59 0.0104395 0.00102235 84951.1 0
: 306 Minimum Test error found - save the configuration
: 306 | 1867.82 1705.72 0.0104131 0.00102619 85224.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1850.39 1690.35 0.0105799 0.00103629 83825.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1832.65 1675.36 0.0104205 0.00102509 85148.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1816.08 1660.25 0.010451 0.00104066 85012.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1798.85 1644.32 0.0104142 0.00102385 85193.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1781.94 1629.08 0.0104405 0.00102612 84976.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1764.56 1615.26 0.0104138 0.00102348 85193.9 0
: 313 Minimum Test error found - save the configuration
: 313 | 1748.66 1599.91 0.010408 0.00102406 85252 0
: 314 Minimum Test error found - save the configuration
: 314 | 1732.05 1585.02 0.0104143 0.00102499 85203.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1715.38 1570.87 0.0104296 0.00102592 85073 0
: 316 Minimum Test error found - save the configuration
: 316 | 1699.33 1556.37 0.0104246 0.00102517 85111.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1682.51 1543.03 0.0104125 0.00102173 85190.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1667.21 1528.6 0.0104249 0.00101905 85053.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1652.15 1516.17 0.010549 0.00103348 84073.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1636.07 1499.54 0.0104276 0.00102296 85064.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1619.53 1486.65 0.0104557 0.00102502 84830 0
: 322 Minimum Test error found - save the configuration
: 322 | 1604.84 1472.63 0.010419 0.00102439 85154.9 0
: 323 Minimum Test error found - save the configuration
: 323 | 1589.28 1459.5 0.0104239 0.00102744 85138.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1574.33 1445.09 0.0104607 0.00102875 84818.5 0
: 325 Minimum Test error found - save the configuration
: 325 | 1558.96 1431.8 0.0104293 0.00102091 85030.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1544.1 1418.54 0.0104148 0.00102367 85187 0
: 327 Minimum Test error found - save the configuration
: 327 | 1529.34 1405.45 0.0104321 0.00102438 85036.4 0
: 328 Minimum Test error found - save the configuration
: 328 | 1514.49 1392.85 0.0104241 0.00102198 85087.4 0
: 329 Minimum Test error found - save the configuration
: 329 | 1499.97 1380.21 0.0104616 0.00104718 84975.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1485.94 1367.24 0.0104581 0.00102559 84813.4 0
: 331 Minimum Test error found - save the configuration
: 331 | 1471.78 1354.37 0.0104146 0.00103222 85266.2 0
: 332 Minimum Test error found - save the configuration
: 332 | 1457.24 1341.99 0.0104488 0.0010249 84890.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1443.71 1329.67 0.0104108 0.00102841 85266.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1429.52 1317.32 0.0104186 0.00102093 85127.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1415.97 1305.23 0.0104291 0.00102428 85062.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1402.27 1292.66 0.0104206 0.00102315 85129.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1388.3 1281.78 0.0104088 0.00102309 85236.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1375.58 1269.9 0.0104006 0.00102617 85338.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1362.26 1257.88 0.0105627 0.00105181 84114.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1349.4 1246.05 0.0104279 0.00102702 85098.3 0
: 341 Minimum Test error found - save the configuration
: 341 | 1335.86 1234.33 0.0104245 0.00102582 85118.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1323.72 1222.63 0.0104407 0.00102241 84941.1 0
: 343 Minimum Test error found - save the configuration
: 343 | 1310.29 1211.29 0.0104301 0.00102191 85032.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1297.52 1200.37 0.0104299 0.0010327 85131.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1285.22 1188.84 0.0104187 0.00102257 85141.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1272.78 1177.5 0.010432 0.00102472 85040.6 0
: 347 Minimum Test error found - save the configuration
: 347 | 1260.24 1166.76 0.0104267 0.00102729 85111.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1248.13 1156.07 0.0104256 0.00102717 85120.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1236.26 1145.42 0.0104471 0.00104453 85082.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1224.72 1134.14 0.0104249 0.0010206 85067.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1212.31 1123.25 0.0104258 0.00103469 85187 0
: 352 Minimum Test error found - save the configuration
: 352 | 1200.32 1113.34 0.0104354 0.00102292 84993.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1189.1 1102.9 0.0104304 0.00102461 85054.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1177.74 1092.45 0.0104091 0.00102473 85248.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1165.85 1082.28 0.0104418 0.00102648 84968.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1155.1 1071.63 0.0104244 0.00102582 85119.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1143.18 1061.65 0.0104297 0.00102281 85043.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1132.38 1051.94 0.0104111 0.0010199 85186 0
: 359 Minimum Test error found - save the configuration
: 359 | 1121.44 1041.59 0.0105723 0.00104875 84002.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1110.33 1031.87 0.010458 0.0010222 84783.5 0
: 361 Minimum Test error found - save the configuration
: 361 | 1099.42 1022.01 0.010419 0.00102218 85135.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1088.65 1012.75 0.0104253 0.00102588 85111.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1078.56 1002.59 0.0104321 0.00102409 85033.8 0
: 364 Minimum Test error found - save the configuration
: 364 | 1067.75 993.138 0.0104311 0.00102746 85073.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1056.93 984.289 0.0104229 0.00102518 85126.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1047.55 974.229 0.0104411 0.00102656 84974.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1036.67 964.696 0.0104899 0.00102573 84529.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1026.37 956.234 0.0104624 0.00102333 84754 0
: 369 Minimum Test error found - save the configuration
: 369 | 1017.23 946.484 0.0104598 0.00103775 84907.2 0
: 370 Minimum Test error found - save the configuration
: 370 | 1006.66 938.054 0.0104163 0.00102461 85181.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 996.931 928.509 0.0104592 0.00104038 84936.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 987.001 919.689 0.0104326 0.0010246 85034.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 977.169 911.117 0.0104161 0.00102228 85162.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 968.011 901.991 0.0104118 0.00102056 85185.6 0
: 375 Minimum Test error found - save the configuration
: 375 | 958.219 893.353 0.0104339 0.00102437 85020.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.78 884.842 0.0104162 0.00102241 85162.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 939.71 876.062 0.0104325 0.00102352 85025 0
: 378 Minimum Test error found - save the configuration
: 378 | 930.193 867.693 0.0104199 0.00102439 85147.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.894 859.509 0.010563 0.00105663 84154.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 912.333 851.034 0.0104278 0.00102475 85078.6 0
: 381 Minimum Test error found - save the configuration
: 381 | 903.078 842.788 0.0104286 0.00102385 85063.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 894.152 834.31 0.0104202 0.00102089 85112.8 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.889 826.974 0.0104113 0.00102425 85224.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 876.803 818.513 0.0104548 0.00102583 84844.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.676 810.555 0.0104643 0.00102257 84730.2 0
: 386 Minimum Test error found - save the configuration
: 386 | 859.218 802.711 0.0104307 0.00102481 85052.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 850.457 795.096 0.0104166 0.00102637 85195.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 842.416 787.094 0.0104273 0.00102543 85089.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 834.059 779.042 0.0104519 0.00104015 84999.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 825.76 771.72 0.0104226 0.0010203 85085.1 0
: 391 Minimum Test error found - save the configuration
: 391 | 817.282 764.564 0.0104211 0.00102209 85115.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 809.602 756.188 0.0104118 0.0010238 85215.6 0
: 393 Minimum Test error found - save the configuration
: 393 | 800.979 748.684 0.010437 0.00102198 84970.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 793 741.651 0.010406 0.00102245 85255.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 785.505 733.901 0.0104131 0.00102641 85227.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 777.53 726.552 0.0104277 0.00102728 85102.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 769.496 719.142 0.0104158 0.00102293 85170.6 0
: 398 Minimum Test error found - save the configuration
: 398 | 761.802 712.751 0.0104195 0.00102085 85118.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 754.247 704.946 0.0105422 0.00105866 84356.5 0
: 400 Minimum Test error found - save the configuration
: 400 | 746.446 698.066 0.0104271 0.00102415 85079.4 0
: 401 Minimum Test error found - save the configuration
: 401 | 739.27 690.705 0.0104106 0.00102232 85212.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 731.728 684.166 0.0104289 0.00102517 85072.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 724.202 677.125 0.0104575 0.00102991 84857.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.965 670.58 0.0104166 0.00102432 85176.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 709.879 663.846 0.0104177 0.00102385 85161.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 702.758 656.791 0.0104274 0.00102147 85052.5 0
: 407 Minimum Test error found - save the configuration
: 407 | 695.657 650.536 0.0104329 0.00102363 85022.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 688.783 643.687 0.0104305 0.0010257 85062.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 681.646 636.696 0.0104676 0.00103623 84823.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 674.687 630.17 0.0106126 0.00103958 83568.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 667.683 624.34 0.0104453 0.00102568 84929.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.927 617.862 0.0104207 0.00102596 85153.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 654.366 611.338 0.0104395 0.00102824 85004.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 648.108 604.875 0.0104351 0.00102093 84978.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 640.982 598.457 0.0104263 0.00103281 85164.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 634.571 592.217 0.0104228 0.00102484 85124.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 628.321 586.788 0.0104144 0.00101998 85157.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 621.861 580.464 0.0104199 0.00102586 85160.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 615.677 574.201 0.0105578 0.00103564 84014.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 609.012 568.176 0.010424 0.00102623 85126.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.719 562.218 0.0104182 0.00102348 85153.8 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.536 556.882 0.0104258 0.00102399 85089.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 590.514 550.767 0.0104172 0.00103013 85223.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 584.607 545.505 0.0104424 0.00103078 85001.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 578.514 539.384 0.0104061 0.00101996 85231.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 572.581 533.478 0.0104199 0.00102196 85125.2 0
: 427 Minimum Test error found - save the configuration
: 427 | 566.362 528.416 0.0104067 0.00103183 85334.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 560.911 522.366 0.0104351 0.00102671 85030.1 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.843 516.815 0.0104591 0.00104096 84942.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 549.252 511.765 0.0104175 0.00102467 85171.6 0
: 431 Minimum Test error found - save the configuration
: 431 | 543.667 506.074 0.0104338 0.00102863 85060 0
: 432 Minimum Test error found - save the configuration
: 432 | 538.242 500.811 0.0104356 0.00103064 85061.7 0
: 433 Minimum Test error found - save the configuration
: 433 | 532.584 495.654 0.0104328 0.00102116 85001.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 527.295 489.833 0.0104911 0.00102669 84526.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 521.258 484.853 0.0104209 0.00102293 85125.1 0
: 436 Minimum Test error found - save the configuration
: 436 | 515.926 480.068 0.0104265 0.00102378 85081.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 510.731 474.7 0.0104293 0.00102572 85074.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 505.534 469.999 0.0104335 0.00102071 84990.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 500.189 464.604 0.0105342 0.00105054 84355.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.958 460.797 0.0104366 0.00102146 84969.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 490.114 455.185 0.0104264 0.00102264 85072.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 485.082 449.765 0.0104197 0.00102129 85120.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 479.55 444.734 0.0104207 0.00102566 85151.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 474.572 440.059 0.0104211 0.00102197 85114.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 469.693 436.671 0.0104179 0.00102204 85144.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 464.968 430.7 0.0104164 0.00102469 85181.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.965 426.268 0.0104388 0.00102246 84959 0
: 448 Minimum Test error found - save the configuration
: 448 | 455.174 421.54 0.0104238 0.00102417 85109.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 450.33 416.774 0.0104533 0.00104164 85000.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 445.631 412.301 0.0104008 0.00102245 85303 0
: 451 Minimum Test error found - save the configuration
: 451 | 440.957 407.773 0.010432 0.00102519 85045 0
: 452 Minimum Test error found - save the configuration
: 452 | 436.34 404.125 0.0104462 0.00103753 85027.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 432.489 398.81 0.0104347 0.00102172 84989.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 427.434 394.41 0.0104232 0.00102263 85101.2 0
: 455 Minimum Test error found - save the configuration
: 455 | 423.167 390.18 0.0103986 0.00101991 85299.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 418.53 386.347 0.0104347 0.00102885 85053.1 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.99 381.699 0.0104981 0.00102202 84422.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 409.679 377.891 0.0104557 0.00102141 84796.6 0
: 459 Minimum Test error found - save the configuration
: 459 | 405.345 373.705 0.0134245 0.00104229 64608.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 401.31 369.16 0.0104521 0.00102531 84864.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 396.847 365.978 0.0104377 0.00102352 84978.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 392.609 361.708 0.0105466 0.00102762 84043.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 388.485 357.098 0.0116187 0.00102787 75537.2 0
: 464 Minimum Test error found - save the configuration
: 464 | 384.518 353.004 0.0104467 0.00102563 84915.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 380.121 349.363 0.010416 0.00102031 85145.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 376.218 345.631 0.0104209 0.00102221 85118.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 372.145 341.294 0.0104255 0.00102545 85105.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 368.313 337.717 0.0104599 0.0010459 84979.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 364.317 333.883 0.0104226 0.00102261 85106.9 0
: 470 Minimum Test error found - save the configuration
: 470 | 360.841 330.981 0.0104276 0.0010232 85066.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 356.747 326.606 0.0104192 0.00102377 85147.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.834 322.778 0.0104155 0.00102203 85165.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 349.584 319.104 0.0104192 0.00101867 85101.9 0
: 474 Minimum Test error found - save the configuration
: 474 | 345.506 315.514 0.0104256 0.00102231 85076.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 341.522 311.945 0.0104222 0.00102548 85136.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 338.022 308.265 0.0104344 0.00102363 85009.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 334.309 304.926 0.010443 0.00102236 84920.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 330.972 301.808 0.0105739 0.00103042 83827.1 0
: 479 Minimum Test error found - save the configuration
: 479 | 327.171 299.085 0.0104247 0.00102275 85089 0
: 480 Minimum Test error found - save the configuration
: 480 | 323.831 294.706 0.010457 0.0010218 84789 0
: 481 Minimum Test error found - save the configuration
: 481 | 320.424 291.415 0.0104474 0.00102052 84864.1 0
: 482 Minimum Test error found - save the configuration
: 482 | 316.939 288.007 0.0104187 0.00102154 85132.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 313.134 284.502 0.0104248 0.00102571 85114.3 0
: 484 Minimum Test error found - save the configuration
: 484 | 310.028 281.579 0.0104238 0.00102128 85083.4 0
: 485 Minimum Test error found - save the configuration
: 485 | 307.075 278.05 0.0104102 0.00102152 85208.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 303.422 274.511 0.0104175 0.00101966 85125.7 0
: 487 Minimum Test error found - save the configuration
: 487 | 300.065 271.977 0.0104522 0.00102148 84829.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.945 268.536 0.0104483 0.00104031 85034.6 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.697 266.119 0.0104145 0.00101713 85130 0
: 490 Minimum Test error found - save the configuration
: 490 | 290.586 262.764 0.0104117 0.00102371 85215.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 287.247 259.436 0.0104285 0.00102384 85064.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 284.039 256.788 0.0104215 0.0010255 85142.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 281.154 253.516 0.0104032 0.00102563 85310.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.979 250.747 0.010426 0.00101976 85049.9 0
: 495 Minimum Test error found - save the configuration
: 495 | 275.008 248.137 0.0104237 0.00102934 85157.5 0
: 496 Minimum Test error found - save the configuration
: 496 | 272.477 245.222 0.0104299 0.00102257 85039.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 269.22 242.024 0.0104227 0.00102101 85091.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 266.087 239.257 0.0105492 0.00104876 84206.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 263.446 237.005 0.010429 0.00102601 85079.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 260.42 233.906 0.010439 0.00102352 84966.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 257.407 231.22 0.0104149 0.00102282 85177.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 254.59 228.355 0.0104075 0.00101863 85207.3 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.894 225.593 0.0104216 0.00102148 85105.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 249.123 223.266 0.0104089 0.00102293 85233.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 246.315 220.721 0.0104299 0.00101613 84982.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 243.848 217.823 0.010419 0.00102419 85153.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 241.049 215.451 0.0104219 0.00102439 85128.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.458 213.12 0.0104574 0.00103866 84937.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 236.101 210.409 0.0104105 0.0010223 85213.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 233.312 208.018 0.0104333 0.00101863 84974 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.658 206.191 0.0104225 0.0010218 85099.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 228.198 203.081 0.0104219 0.00102687 85151.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.606 200.654 0.0104807 0.00103569 84700.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 223.271 198.859 0.0104229 0.00102383 85114.8 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.581 196.784 0.0104201 0.00102377 85139.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 218.032 194.119 0.0104124 0.00102319 85204.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.739 191.718 0.0104189 0.00102451 85156.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 213.527 189.577 0.0105402 0.00104894 84288.1 0
: 519 Minimum Test error found - save the configuration
: 519 | 211.452 187.265 0.0104491 0.00103155 84947.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.977 184.769 0.0104235 0.00102104 85083.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.235 182.442 0.0104178 0.00101951 85121.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 204.074 180.492 0.0104008 0.0010223 85301.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.868 178.196 0.0104198 0.00102374 85142.5 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.732 175.95 0.0104341 0.00102092 84987.4 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.141 174.521 0.0104327 0.00102301 85018.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 195.036 172.325 0.0104273 0.00102337 85070.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.952 169.732 0.0104258 0.00102155 85067.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.785 167.873 0.0104735 0.00103644 84771.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.407 166.585 0.010411 0.00102402 85224.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.439 164.414 0.0104134 0.00101945 85161.2 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.465 162.174 0.0104234 0.00102406 85112.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.209 160.173 0.0104226 0.00102246 85105.4 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.963 158.69 0.0104108 0.00102236 85211.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.104 156.428 0.0104251 0.00102206 85079 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.481 154.334 0.0104319 0.00102464 85040.4 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.142 153.254 0.0104219 0.00102144 85102.1 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.025 151.314 0.0104387 0.0010214 84950.4 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.262 148.814 0.0105343 0.00103183 84188.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.959 148.111 0.0104575 0.00102629 84824.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.095 145.622 0.0104169 0.00102465 85176.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.357 145.609 0.0104239 0.00102053 85075.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.628 142.115 0.0104061 0.00101971 85230 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.237 140.154 0.0104066 0.0010216 85242.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.685 138.888 0.0104595 0.00102151 84763.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.776 137.219 0.0104203 0.00102065 85109.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.87 135.88 0.0104098 0.00102139 85211.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.15 134.115 0.0104331 0.0010283 85063.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.371 132.328 0.0104655 0.00103864 84863.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.49 130.537 0.0104074 0.0010213 85232.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.827 128.899 0.0104134 0.00102228 85186.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.111 128.175 0.010456 0.00102203 84799.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.482 126.129 0.0104383 0.00102655 85000.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.84 124.644 0.0104844 0.00102414 84564.7 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.169 123.219 0.0104285 0.00102227 85050 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.594 121.316 0.0104253 0.00102572 85110 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.905 120.326 0.0104506 0.00102418 84867.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.3 118.887 0.0104164 0.00102161 85153.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.608 117.902 0.0105473 0.00104803 84216.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.11 116 0.0104225 0.00101848 85069.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.574 114.565 0.0104254 0.00102226 85078.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.21 114.112 0.0104234 0.00102772 85145.7 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.554 112.503 0.0104113 0.00102002 85185.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.905 110.568 0.0104173 0.00102928 85215.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.281 109.369 0.0104354 0.00102379 85001.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.896 107.844 0.0104109 0.00102538 85238.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.518 106.02 0.0104044 0.00102588 85301.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.813 105.708 0.0104298 0.00102208 85036.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.344 103.793 0.0104583 0.00104041 84944.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.033 102.665 0.0104424 0.00102084 84911.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.771 101.817 0.0106014 0.00102324 83523.1 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.231 100.344 0.0104364 0.00102919 85041.5 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.977 99.3477 0.0104281 0.00102629 85089.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.563 98.2432 0.0104261 0.00102004 85051.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.266 97.3758 0.010424 0.00103002 85160.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.814 95.6045 0.0104438 0.00102096 84900.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.518 94.6656 0.0104183 0.00102517 85168.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.294 92.843 0.010418 0.00102311 85152.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.79 91.8084 0.0105503 0.00103659 84089.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.761 91.4282 0.0104185 0.00102583 85173.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.703 90.6546 0.0104348 0.00102319 85001.1 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.253 88.4875 0.0104256 0.00102482 85098.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.158 86.8306 0.010416 0.00101808 85125.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.6565 86.6057 0.0104237 0.00102149 85086.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.5713 85.127 0.0104177 0.00102185 85144.1 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.515 84.2574 0.0104243 0.00102235 85088.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.3039 83.327 0.0104129 0.00102259 85194.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.0735 81.6566 0.010453 0.0010253 84855.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.002 80.6969 0.0104528 0.0010403 84993.6 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.8855 79.9023 0.0104255 0.00102308 85084.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.6409 79.0702 0.0103942 0.00101951 85336.5 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.6478 77.6837 0.0104199 0.00102026 85109.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.566 77.2924 0.0104073 0.00101805 85203.9 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.519 76.1857 0.0104836 0.00102427 84572.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.8598 75.3283 0.0104163 0.00103003 85230.6 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.4576 74.0259 0.0104041 0.00102283 85275.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.3959 73.0386 0.010428 0.00102378 85067.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.3067 72.3764 0.0104071 0.00102074 85230 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.3589 71.4381 0.0105602 0.00104462 84072.6 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.417 70.149 0.0104067 0.00102289 85253.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.4651 69.6688 0.0104308 0.00101975 85006.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.4127 68.7174 0.0104265 0.00102131 85059.8 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.4976 67.3297 0.0104281 0.00102812 85106.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.5947 67.2083 0.0104219 0.00102342 85120.5 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.5676 66.3334 0.0104246 0.00102341 85095.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.7198 64.9747 0.0104199 0.00102063 85113.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.7854 64.5462 0.0104056 0.00101936 85231 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.0327 63.5071 0.0104207 0.00101888 85089.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.1435 63.2247 0.0104499 0.00103481 84970.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.1277 62.4468 0.0104596 0.00103035 84842.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.4644 61.0554 0.0104206 0.00102019 85102.8 0
: 611 | 71.6967 61.9559 0.0103675 0.000985005 85265 1
: 612 Minimum Test error found - save the configuration
: 612 | 70.7904 59.9936 0.0104233 0.0010223 85097.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.7092 58.5498 0.0104133 0.00102318 85196.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.8772 57.7405 0.0104099 0.00101708 85171.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.0968 57.0634 0.0104116 0.00102746 85250.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.358 56.5849 0.010405 0.0010204 85245.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.4348 55.7703 0.010419 0.00101988 85114.3 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.8419 54.7913 0.0105539 0.00104871 84164.3 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.9653 54.6891 0.0104202 0.00102373 85138.3 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.1761 53.5163 0.0104157 0.0010238 85179.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3758 53.4064 0.0104293 0.00102578 85074.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.6499 52.1847 0.010403 0.00102333 85290.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.8206 51.8279 0.0104008 0.00101743 85257 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.2922 51.1485 0.0104243 0.00102117 85078.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.5392 50.158 0.0103938 0.00102435 85383.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.7153 49.9719 0.010408 0.0010198 85213.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0403 49.0524 0.0103921 0.00102093 85368.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.219 48.0252 0.0104357 0.00103841 85131 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.4735 47.1881 0.0104061 0.00102382 85266.9 0
: 630 | 56.9127 47.647 0.0104071 0.000987196 84926.5 1
: 631 Minimum Test error found - save the configuration
: 631 | 56.2054 46.4673 0.010429 0.00102134 85036.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.6487 46.0815 0.010409 0.00102082 85213.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.7994 44.8884 0.010424 0.00102139 85082.4 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.3698 44.5953 0.0103956 0.00102092 85335.9 0
: 635 | 53.5803 44.7752 0.010379 0.000986344 85172.9 1
: 636 Minimum Test error found - save the configuration
: 636 | 53.1004 43.173 0.0104094 0.00103326 85322.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.1791 43.0583 0.0103962 0.00102385 85357.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.6261 42.2592 0.0105286 0.00104689 84373.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.8764 41.109 0.010396 0.00101799 85306.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.4766 40.8355 0.0104142 0.00102271 85183.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.7681 40.3233 0.0104125 0.00102012 85175.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.115 39.4848 0.0104222 0.00102155 85100.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.5878 39.2813 0.010409 0.00101918 85198.9 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0294 38.5129 0.0103883 0.00102121 85405.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2802 38.3977 0.0104125 0.00102359 85206.9 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.8982 37.7228 0.0103952 0.00102006 85332.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.1808 37.181 0.0104506 0.00104762 85079.4 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.738 36.4391 0.0104225 0.00102084 85091.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.1495 36.0491 0.0104039 0.00102091 85261 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.4936 35.3913 0.0103985 0.00102113 85311.8 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.9959 35.0828 0.0104034 0.00102146 85270 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.483 34.5521 0.0104251 0.0010276 85129 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.3309 34.1128 0.0104002 0.00102098 85294.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.503 33.5963 0.0104061 0.00102073 85239 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.0337 33.474 0.0103935 0.00101766 85325.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.503 32.9756 0.0104025 0.00102166 85280.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1444 32.1901 0.0105491 0.00113722 84999.3 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.7267 31.5553 0.0104056 0.00102019 85238.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.9894 30.7235 0.0104076 0.00101891 85208.5 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.4964 30.1537 0.0104044 0.0010223 85269.1 0
: 661 | 39.2567 31.0804 0.0103689 0.000984695 85249.4 1
: 662 | 38.6968 30.6998 0.0103696 0.000987074 85265 2
: 663 Minimum Test error found - save the configuration
: 663 | 38.241 29.601 0.0104162 0.00104751 85390.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.4952 29.0033 0.0104067 0.00101828 85211.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.3901 28.626 0.0104005 0.00101825 85267.9 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.7314 27.9838 0.0104111 0.00102484 85231.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.2158 27.5265 0.0104383 0.00105389 85247.4 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.0518 27.4761 0.0104052 0.00102406 85277.7 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.629 26.8167 0.0104347 0.00102355 85005.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.0714 26.2197 0.0103849 0.00102097 85434.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.5577 25.6557 0.0104175 0.00101916 85121.2 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.1868 25.1719 0.0104046 0.00102223 85266.5 0
: 673 | 34.0795 26.2544 0.0104602 0.000986016 84439.8 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.4751 24.5831 0.0104025 0.00101917 85257.2 0
: 675 | 33.0898 25.5819 0.0103539 0.000985425 85393.2 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.5868 23.8324 0.0104193 0.00102304 85139.9 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.1935 23.7845 0.010497 0.00113413 85443.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.7205 23.3405 0.0104084 0.00102186 85228.9 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2595 22.5911 0.010465 0.00102249 84723.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.1875 22.5153 0.0104111 0.00102355 85219.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.6685 21.7492 0.0104407 0.00102403 84955.7 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2895 21.5284 0.0103961 0.00101835 85308.3 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.0257 21.3728 0.0104087 0.0010234 85240 0
: 684 | 29.3875 21.5519 0.0103698 0.000988124 85272.7 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.102 20.6547 0.0104079 0.00102342 85247.6 0
: 686 | 28.7621 21.0034 0.0103651 0.000984905 85286 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.2545 20.0001 0.0104314 0.00105458 85316.5 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.8377 19.603 0.0104187 0.00102235 85139.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.7043 19.5748 0.0103988 0.0010184 85284.6 0
: 690 | 27.3175 19.7991 0.0103708 0.000984145 85227.1 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.051 19.0896 0.010408 0.00102091 85223.2 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.6394 18.9819 0.0104118 0.00102297 85207.6 0
: 693 | 26.4903 19.639 0.0103699 0.000985385 85246.8 1
: 694 Minimum Test error found - save the configuration
: 694 | 25.8839 18.0999 0.0103916 0.00102202 85382.8 0
: 695 | 25.4942 18.3105 0.010382 0.000987906 85160.3 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.3216 17.4442 0.0104268 0.00102443 85085.2 0
: 697 | 24.9444 17.6842 0.0105264 0.000996535 83946.5 1
: 698 Minimum Test error found - save the configuration
: 698 | 24.5078 16.9697 0.0104096 0.00101951 85196.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.276 16.4683 0.0103942 0.00102948 85426.8 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.9149 16.0233 0.0104046 0.00102537 85294.5 0
: 701 | 23.6511 16.287 0.0103679 0.000987424 85283.5 1
: 702 | 23.2933 16.0981 0.0103726 0.000985395 85222.4 2
: 703 Minimum Test error found - save the configuration
: 703 | 22.9158 15.373 0.0104047 0.00101975 85242.6 0
: 704 | 22.6856 15.4277 0.0103643 0.000977835 85229.5 1
: 705 | 22.3312 15.4607 0.0103734 0.000986936 85229 2
: 706 Minimum Test error found - save the configuration
: 706 | 22.0354 14.6394 0.0104076 0.00102028 85221.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.7596 14.3899 0.0104436 0.00104191 85091.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4283 14.3523 0.0104201 0.00102435 85145.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.3515 14.2829 0.0104238 0.0010229 85098.6 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.9849 13.8035 0.0104433 0.00102376 84930 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.6902 13.3773 0.010395 0.00102144 85346.8 0
: 712 | 20.3546 13.4489 0.0103721 0.000988364 85253.5 1
: 713 | 20.3439 14.2265 0.0103606 0.000986445 85341.5 2
: 714 Minimum Test error found - save the configuration
: 714 | 20.0979 13.0273 0.0104063 0.00102005 85231.3 0
: 715 | 19.6964 13.1986 0.0103709 0.000989966 85279.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.2479 12.318 0.010394 0.00102374 85376.9 0
: 717 | 18.8611 12.7109 0.0104906 0.000992164 84224.5 1
: 718 | 18.8759 12.7536 0.0103637 0.000985066 85300.3 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.87 12.2671 0.0104003 0.00102378 85319.7 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3581 11.9412 0.0104126 0.00102265 85197.9 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.0897 11.5375 0.0103971 0.0010173 85289.6 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.7617 11.0402 0.0104464 0.00101935 84862.6 0
: 723 | 17.5936 11.2439 0.0103927 0.000983995 85028.1 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.3045 10.9203 0.0104149 0.00102626 85209.6 0
: 725 | 17.1943 11.3957 0.0103722 0.000986054 85232.1 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.8245 10.25 0.0104048 0.00102033 85247.1 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.6595 10.2381 0.0104287 0.00103608 85173 0
: 728 | 16.4833 10.2469 0.0103841 0.000985504 85118.7 1
: 729 | 16.2734 10.4642 0.0103857 0.000987736 85125.1 2
: 730 | 16.4109 10.315 0.0103774 0.000984214 85167.7 3
: 731 Minimum Test error found - save the configuration
: 731 | 15.881 9.86239 0.0104022 0.0010211 85278 0
: 732 | 15.7205 10.2611 0.0103594 0.000984755 85336.7 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.3103 9.14154 0.0104123 0.00102283 85201.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.0596 8.65926 0.0103957 0.00102091 85335.2 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.882 8.55808 0.0103954 0.00101971 85327.1 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.7342 8.40857 0.0104044 0.00101631 85214.3 0
: 737 | 14.5693 8.66363 0.010478 0.000996315 84373.6 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.2208 8.18551 0.0104143 0.00102191 85175.6 0
: 739 Minimum Test error found - save the configuration
: 739 | 14.1204 8.15146 0.0103935 0.00101966 85344.4 0
: 740 | 14.112 8.87653 0.0103913 0.000984815 85047.7 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.8271 7.95193 0.0104078 0.00102523 85264.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.6588 7.39842 0.0103842 0.00101985 85430.3 0
: 743 | 13.3961 7.5312 0.0103687 0.000986135 85264.9 1
: 744 Minimum Test error found - save the configuration
: 744 | 13.1217 7.13186 0.0103945 0.00102121 85348.6 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.021 6.97111 0.0104152 0.00102512 85195.9 0
: 746 | 12.7773 7.03651 0.0103758 0.000987635 85213.7 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.6854 6.63683 0.0104306 0.00103951 85187.3 0
: 748 | 12.5612 7.00132 0.0103768 0.000985296 85183.6 1
: 749 | 12.4444 7.06462 0.0103754 0.000986655 85208.3 2
: 750 | 12.1157 6.68917 0.0103501 0.000986775 85439.4 3
: 751 Minimum Test error found - save the configuration
: 751 | 12.0157 6.46821 0.0104048 0.0010236 85276.8 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.755 6.11065 0.0104022 0.00102002 85268.1 0
: 753 Minimum Test error found - save the configuration
: 753 | 11.6585 5.91582 0.0104048 0.00101872 85232.5 0
: 754 | 11.7075 6.41643 0.0103694 0.000986755 85264 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.4241 5.57835 0.0103939 0.00101797 85324.9 0
: 756 | 11.3811 6.18709 0.0103618 0.000983796 85305.9 1
: 757 | 11.2929 5.88275 0.0104844 0.000991636 84275 2
: 758 | 11.0884 5.92809 0.0103704 0.000985024 85239.1 3
: 759 | 10.9242 6.01216 0.0104038 0.000985824 84944 4
: 760 Minimum Test error found - save the configuration
: 760 | 10.6909 5.3101 0.0104056 0.00102374 85270.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.487 5.01679 0.0104143 0.00102234 85179 0
: 762 | 10.4522 5.60446 0.0103669 0.000985986 85279.9 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.2015 4.92761 0.0103896 0.00101854 85369.5 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.1742 4.89912 0.0104022 0.00103071 85365 0
: 765 Minimum Test error found - save the configuration
: 765 | 10.0367 4.59671 0.0104407 0.0010295 85005.1 0
: 766 | 10.001 4.75123 0.0103801 0.000986205 85161.3 1
: 767 | 9.84439 4.74073 0.0103559 0.000986136 85381.3 2
: 768 | 9.53906 4.6095 0.0103813 0.000986824 85156.8 3
: 769 | 9.41389 4.88863 0.0103693 0.000986295 85260.6 4
: 770 | 9.39053 4.88194 0.0103609 0.000988415 85356.7 5
: 771 Minimum Test error found - save the configuration
: 771 | 9.23115 4.2569 0.0104103 0.00102057 85199.8 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.1321 4.12298 0.0103871 0.00102057 85411 0
: 773 | 8.99497 4.42403 0.0103626 0.000985066 85310.1 1
: 774 Minimum Test error found - save the configuration
: 774 | 8.7785 3.87955 0.0103966 0.00102108 85328.6 0
: 775 | 8.67006 3.88621 0.0103589 0.000986136 85353.9 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.59054 3.83674 0.0104008 0.00101857 85267.8 0
: 777 | 8.46919 4.28089 0.0104906 0.000996895 84266.3 1
: 778 | 8.45601 4.04776 0.0103794 0.000982595 85135.1 2
: 779 Minimum Test error found - save the configuration
: 779 | 8.45822 3.75937 0.0104052 0.00102161 85254.9 0
: 780 | 8.25826 3.98205 0.0103484 0.000975855 85355.4 1
: 781 | 8.13202 4.09821 0.0103461 0.000983265 85443.9 2
: 782 Minimum Test error found - save the configuration
: 782 | 8.06125 3.63747 0.0103899 0.00102314 85408.2 0
: 783 | 7.86639 3.90887 0.0103778 0.000986854 85188.6 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.82557 3.54374 0.0103992 0.00101783 85275.5 0
: 785 | 7.73911 3.77146 0.0103755 0.000985045 85193.2 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.59266 3.31157 0.0105181 0.00102439 84266.8 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.57196 3.22146 0.0104322 0.00103899 85167.6 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.36571 3.09187 0.0104153 0.00102094 85157.1 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.29371 3.0245 0.0103993 0.00102203 85312.3 0
: 790 | 7.20167 3.16874 0.0103593 0.000984735 85337 1
: 791 | 7.25702 3.20731 0.0103499 0.000986165 85435.6 2
: 792 | 7.10642 3.03713 0.0103577 0.000987124 85373.4 3
: 793 | 7.01017 3.42553 0.0103569 0.000985676 85367.9 4
: 794 Minimum Test error found - save the configuration
: 794 | 7.04718 2.90587 0.0104081 0.00102151 85228.2 0
: 795 | 6.77129 2.97707 0.0103595 0.000975325 85249.5 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.70654 2.71259 0.0104161 0.00102963 85228.9 0
: 797 | 6.50712 2.78043 0.0104759 0.000998336 84409.5 1
: 798 | 6.4921 3.02503 0.0103689 0.000987695 85276.9 2
: 799 | 6.40669 3.08395 0.0103645 0.000987295 85313.1 3
: 800 | 6.3157 3.03569 0.0103606 0.000983665 85315.4 4
: 801 | 6.32989 2.7665 0.0103711 0.000989745 85275.5 5
: 802 Minimum Test error found - save the configuration
: 802 | 6.22885 2.61432 0.0104125 0.00102331 85204.2 0
: 803 Minimum Test error found - save the configuration
: 803 | 6.23149 2.17608 0.010422 0.0010218 85104.5 0
: 804 | 5.98476 2.24701 0.010374 0.000987514 85229.2 1
: 805 | 6.12667 2.30558 0.0103729 0.000985065 85216.7 2
: 806 | 6.17955 2.72258 0.0103783 0.000987455 85189.2 3
: 807 | 5.91239 2.63185 0.0103929 0.000988626 85068.1 4
: 808 Minimum Test error found - save the configuration
: 808 | 5.87061 2.14775 0.0104147 0.00102068 85160.3 0
: 809 | 5.71178 2.15243 0.010366 0.000986854 85295.7 1
: 810 Minimum Test error found - save the configuration
: 810 | 5.62779 2.07588 0.0104138 0.00101948 85157.7 0
: 811 | 5.57666 2.10652 0.0103682 0.000986235 85270.3 1
: 812 | 5.39206 2.80586 0.0103618 0.000985525 85321.7 2
: 813 Minimum Test error found - save the configuration
: 813 | 5.50341 1.96567 0.0104229 0.0010309 85179.3 0
: 814 | 5.36482 2.264 0.0103692 0.000985076 85250 1
: 815 Minimum Test error found - save the configuration
: 815 | 5.42588 1.8459 0.0104078 0.00101873 85205.3 0
: 816 | 5.14787 2.0593 0.010557 0.000999566 83704.5 1
: 817 | 5.14456 2.36938 0.0105392 0.000988276 83761.3 2
: 818 | 5.15641 2.13463 0.0103727 0.000986375 85230.6 3
: 819 | 5.16758 2.91175 0.0103621 0.000984615 85311.1 4
: 820 | 5.11748 2.12241 0.0104094 0.00101971 85199.5 5
: 821 | 4.95977 2.23375 0.0103581 0.000985426 85354.3 6
: 822 | 4.8166 2.31457 0.0103695 0.000986774 85262.7 7
: 823 | 4.82466 2.38468 0.0103688 0.000987805 85279.1 8
: 824 | 4.84635 2.32247 0.0103625 0.000987374 85332.4 9
: 825 | 4.74231 2.29839 0.0103684 0.000985926 85265.2 10
: 826 | 4.71344 2.17483 0.0103633 0.000985985 85312.7 11
: 827 | 4.58186 2.50499 0.0103863 0.000986135 85104.8 12
: 828 | 4.60983 2.81183 0.010366 0.000986484 85292.1 13
: 829 | 4.54937 2.00286 0.0103538 0.000988116 85417.8 14
: 830 | 4.53458 2.29231 0.0103713 0.000986715 85246.1 15
: 831 | 4.53314 1.90572 0.0103774 0.000989465 85216.2 16
: 832 | 4.44422 2.32788 0.0103619 0.000984295 85309.8 17
: 833 | 4.41902 2.28382 0.0103943 0.000989376 85061.6 18
: 834 Minimum Test error found - save the configuration
: 834 | 4.26813 1.82027 0.0104037 0.00102961 85341.6 0
: 835 | 4.38076 2.25862 0.0103725 0.000984496 85215.1 1
: 836 | 4.1317 1.89068 0.0103652 0.000987204 85305.7 2
: 837 | 4.03279 1.88131 0.0104691 0.000988584 84383.2 3
: 838 | 4.0423 1.9008 0.010482 0.000990175 84283.1 4
: 839 Minimum Test error found - save the configuration
: 839 | 4.00953 1.61348 0.0104858 0.00103216 84623.4 0
: 840 | 3.88526 1.93604 0.010503 0.00105535 84677.5 1
: 841 | 3.94032 1.88096 0.0104487 0.000992144 84597.7 2
: 842 | 3.79138 1.63531 0.0104118 0.000994184 84947.4 3
: 843 | 3.8572 2.2342 0.0104283 0.00100701 84914.3 4
: 844 | 3.81098 2.43898 0.0104244 0.000986666 84765.9 5
: 845 | 3.7534 1.83508 0.0103753 0.000985755 85200.9 6
: 846 | 3.81889 2.16303 0.0104082 0.00101111 85133.1 7
: 847 | 3.64215 1.85515 0.0103822 0.000986945 85149.5 8
: 848 | 3.58432 2.1064 0.0103958 0.000986955 85026 9
: 849 | 3.64528 1.73931 0.0103738 0.000988115 85236.4 10
: 850 | 3.54736 1.8544 0.0103703 0.000986875 85256.8 11
: 851 | 3.44337 2.39836 0.0103733 0.000979495 85162.2 12
: 852 | 3.55244 2.95777 0.0103828 0.00100273 85287 13
: 853 | 3.43971 1.68308 0.0103625 0.000987215 85330.8 14
: 854 | 3.42598 2.28244 0.0103558 0.000985314 85374.1 15
: 855 | 3.34185 2.51189 0.0103594 0.000985105 85339.9 16
: 856 | 3.35284 1.93874 0.0103615 0.000985655 85325.7 17
: 857 | 3.43904 1.87011 0.0104672 0.000986765 84384.6 18
: 858 | 3.28999 2.49428 0.0103882 0.000986685 85092.3 19
: 859 | 3.37297 1.99378 0.0103629 0.000986264 85318.9 20
: 860 | 3.17918 2.21626 0.0103452 0.000983976 85459.2 21
:
: Elapsed time for training with 1000 events: 8.94 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: 0.0119 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: 0.819 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 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= 3.32491e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09847e+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: 0.0315 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: 0.0374 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: 0.00234 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: 0.0964 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: 0.893 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: 0.0221 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00391 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: 0.0403 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00881 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: 0.00251 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00203 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: 0.105 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0152 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.891 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0997 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 : -0.765 0.0135 5.38 1.52 | 3.219 3.230
: 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 : -0.0669 0.0868 1.84 1.08 | 3.392 3.384
: 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.