Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3786
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.25 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00259 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: 0.000734 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00388 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: 0.000185 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000298 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 = 31521.5
: --------------------------------------------------------------
: 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 | 33074.2 31137.4 0.0100898 0.00102517 88255.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32549.1 30563.7 0.0101947 0.00101256 87125.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31875.6 29941.8 0.0104658 0.00102092 84701.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31203.2 29372.5 0.0103433 0.00100461 85665.6 0
: 5 Minimum Test error found - save the configuration
: 5 | 30523.5 28740.2 0.0102579 0.00100015 86413.9 0
: 6 Minimum Test error found - save the configuration
: 6 | 29763.7 27916.9 0.0102829 0.00102249 86389.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 29016.9 27173.6 0.010189 0.000990575 86971.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28511.8 26756.6 0.0100416 0.000983245 88316.3 0
: 9 Minimum Test error found - save the configuration
: 9 | 28139.6 26426.4 0.00995263 0.000968626 89047.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27810.1 26125.6 0.00999881 0.000967444 88580.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27509 25836 0.00995076 0.000983756 89216 0
: 12 Minimum Test error found - save the configuration
: 12 | 27211.6 25567 0.00988758 0.000962825 89638.3 0
: 13 Minimum Test error found - save the configuration
: 13 | 26934.4 25302.8 0.00993948 0.000962325 89115.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26662.9 25046.3 0.00990962 0.000961675 89406 0
: 15 Minimum Test error found - save the configuration
: 15 | 26401.1 24794.2 0.00998321 0.000969144 88750.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 26141.3 24551.1 0.00994782 0.000976096 89169 0
: 17 Minimum Test error found - save the configuration
: 17 | 25890.6 24311.9 0.00992902 0.000964756 89243.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25643.4 24078 0.00992588 0.000970205 89328.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25398.2 23852.2 0.00992283 0.000967645 89333.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25161.6 23627.5 0.00991163 0.000965514 89424.3 0
: 21 Minimum Test error found - save the configuration
: 21 | 24930.4 23401.9 0.00996675 0.000995096 89169.7 0
: 22 Minimum Test error found - save the configuration
: 22 | 24693.7 23188.4 0.00991796 0.000963665 89342.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24470.2 22971.7 0.0100084 0.000969957 88511.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24245.6 22758.6 0.0100611 0.000982204 88116.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24024.4 22548.5 0.00994732 0.000968914 89102.7 0
: 26 Minimum Test error found - save the configuration
: 26 | 23807.3 22339.6 0.00994231 0.000967844 89141.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23589.9 22136.2 0.0100075 0.000979675 88614.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23378.1 21934.2 0.00993654 0.000969514 89215.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 23168.1 21734.6 0.00995292 0.000966685 89025 0
: 30 Minimum Test error found - save the configuration
: 30 | 22959 21539.5 0.00995098 0.000971315 89090.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22756.4 21343.2 0.00996538 0.000970834 88942.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22549.4 21155.2 0.0100088 0.000987765 88681.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22352.1 20964.2 0.0100268 0.000973426 88364.8 0
: 34 Minimum Test error found - save the configuration
: 34 | 22151 20779.4 0.00999168 0.000972496 88699.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21958.8 20590.5 0.00997797 0.000976255 88871.9 0
: 36 Minimum Test error found - save the configuration
: 36 | 21763.3 20405.9 0.0100308 0.000974905 88340.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21570.7 20224.1 0.00996373 0.000971194 88962.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21379.1 20046 0.0100576 0.000975866 88089.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21190.7 19868.5 0.0100203 0.000976886 88462.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 21005.2 19688.5 0.0100718 0.000987564 88064.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20817.2 19512.8 0.0101016 0.000988245 87783.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20635.7 19338.1 0.0101497 0.0010049 87481.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20449.9 19170.4 0.0102942 0.00106138 86647.4 0
: 44 Minimum Test error found - save the configuration
: 44 | 20272.3 18999.9 0.0101906 0.00108509 87859 0
: 45 Minimum Test error found - save the configuration
: 45 | 20094.8 18830.7 0.0101118 0.000985825 87661.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 19915.6 18665.5 0.0101441 0.000989434 87387 0
: 47 Minimum Test error found - save the configuration
: 47 | 19745.7 18499.3 0.0101424 0.000985975 87370.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19571 18339.7 0.0101261 0.000992746 87590.7 0
: 49 Minimum Test error found - save the configuration
: 49 | 19398.1 18175.9 0.0101176 0.000992395 87669 0
: 50 Minimum Test error found - save the configuration
: 50 | 19228 18011.6 0.0101313 0.000991026 87524.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19059.9 17859.6 0.0101305 0.000989596 87518.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18893.7 17698.2 0.0102116 0.00106153 87431 0
: 53 Minimum Test error found - save the configuration
: 53 | 18724.5 17541.6 0.0101209 0.000998736 87698.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18561 17385.6 0.0101235 0.000990886 87598.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18403.7 17229.7 0.0101601 0.000995846 87295.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18236.5 17078.2 0.0101479 0.000995926 87412.5 0
: 57 Minimum Test error found - save the configuration
: 57 | 18074.8 16922.9 0.0101847 0.00100148 87115.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17917.3 16771.3 0.0101946 0.00100343 87040.1 0
: 59 Minimum Test error found - save the configuration
: 59 | 17757.1 16620.9 0.0101653 0.000995164 87239.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17602.6 16469.4 0.0101793 0.00100102 87162.1 0
: 61 Minimum Test error found - save the configuration
: 61 | 17444.2 16322.1 0.0101656 0.00100058 87288 0
: 62 Minimum Test error found - save the configuration
: 62 | 17290.2 16178.2 0.0102245 0.000999185 86717.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17139.1 16027.7 0.0102186 0.00101903 86960.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16983.4 15890 0.0102018 0.000999106 86931 0
: 65 Minimum Test error found - save the configuration
: 65 | 16836.3 15740.1 0.0103225 0.0010111 85916.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16681.8 15601.4 0.0102084 0.00100119 86888.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16535.6 15458.7 0.0102438 0.00102308 86760.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16388.2 15319.9 0.0102352 0.00101334 86750.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16242.8 15178.8 0.0102166 0.00100548 86851.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 16096.2 15040.9 0.0102263 0.00100144 86722.2 0
: 71 Minimum Test error found - save the configuration
: 71 | 15949.8 14906.8 0.0102353 0.00100092 86632.8 0
: 72 Minimum Test error found - save the configuration
: 72 | 15808.8 14771.3 0.0102982 0.00100775 86110.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15667.3 14638 0.0102996 0.00103041 86307.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15527.2 14505.5 0.0102788 0.00101055 86316.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15386.1 14375.7 0.0103434 0.00101088 85722 0
: 76 Minimum Test error found - save the configuration
: 76 | 15248.7 14247.8 0.0103348 0.00101436 85833.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15112.9 14117.6 0.010334 0.00101338 85831 0
: 78 Minimum Test error found - save the configuration
: 78 | 14976.5 13992.1 0.0102621 0.00100828 86450.8 0
: 79 Minimum Test error found - save the configuration
: 79 | 14844 13863.4 0.0102495 0.0010066 86553.2 0
: 80 Minimum Test error found - save the configuration
: 80 | 14711.1 13737.1 0.0102481 0.00100691 86568.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14577.4 13615.4 0.01031 0.0010093 86014.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14446.2 13493.4 0.0103411 0.00101189 85751.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14318.9 13371.1 0.0103611 0.00103847 85812.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14190.6 13248.3 0.0102937 0.00102718 86332.3 0
: 85 Minimum Test error found - save the configuration
: 85 | 14062.4 13130.8 0.0103867 0.00101835 85393.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 13936.9 13010.4 0.0102717 0.00101013 86378.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13810.8 12895.5 0.0103725 0.00102156 85552.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13688.6 12776.8 0.0102697 0.00100701 86368.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13565.1 12661.7 0.0102959 0.00101091 86160.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13442.9 12547.9 0.0103062 0.00101228 86077.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13323.7 12434.1 0.0102874 0.0010157 86283.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 13202.7 12324.1 0.0102754 0.00101455 86385.6 0
: 93 Minimum Test error found - save the configuration
: 93 | 13085 12210.6 0.010324 0.00105003 86263.4 0
: 94 Minimum Test error found - save the configuration
: 94 | 12968.4 12100.9 0.0102853 0.0010119 86268.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12850.1 11995.4 0.010274 0.00101159 86370.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12735.2 11883.4 0.0102793 0.00100632 86272.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12622.7 11779.2 0.0103088 0.00100958 86029 0
: 98 Minimum Test error found - save the configuration
: 98 | 12506.3 11674.6 0.0103613 0.00106459 86051.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12395.2 11568.2 0.0103163 0.00101431 86003.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12283.2 11466.8 0.0103035 0.00101249 86104.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12173 11363.3 0.0103089 0.00101698 86096 0
: 102 Minimum Test error found - save the configuration
: 102 | 12063.8 11263.8 0.0103263 0.00105334 86272.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11955.3 11161.9 0.0103315 0.00102677 85978 0
: 104 Minimum Test error found - save the configuration
: 104 | 11846.5 11064.1 0.0102864 0.00100968 86237.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11742.1 10963.9 0.0104133 0.00102081 85174.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11635.5 10864.5 0.0103209 0.00101336 85951.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11529.4 10767.4 0.0103025 0.00101568 86143.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11426.6 10673.3 0.0103939 0.00101524 85300.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11323.8 10579.7 0.0102993 0.00101337 86152 0
: 110 Minimum Test error found - save the configuration
: 110 | 11220.2 10483 0.0102957 0.00101249 86177.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11120 10389.5 0.0102968 0.00101446 86185.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11020.6 10294.7 0.0102924 0.00101316 86213.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10919.3 10202.2 0.010405 0.00103435 85373 0
: 114 Minimum Test error found - save the configuration
: 114 | 10821.7 10112.5 0.0103618 0.00101972 85634.2 0
: 115 Minimum Test error found - save the configuration
: 115 | 10724.9 10021.3 0.0103191 0.00101666 85998.6 0
: 116 Minimum Test error found - save the configuration
: 116 | 10626.4 9929.57 0.0103064 0.00101508 86101.4 0
: 117 Minimum Test error found - save the configuration
: 117 | 10531.4 9838.08 0.0103138 0.00101396 86023.3 0
: 118 Minimum Test error found - save the configuration
: 118 | 10435.1 9750.8 0.0103115 0.00101336 86038.5 0
: 119 Minimum Test error found - save the configuration
: 119 | 10343.2 9660.86 0.0103009 0.00101224 86126.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10248.4 9572.68 0.0103154 0.00101143 85984.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10154.7 9483.37 0.0103495 0.00101351 85690.1 0
: 122 Minimum Test error found - save the configuration
: 122 | 10063 9399.85 0.0103309 0.0010164 85888 0
: 123 Minimum Test error found - save the configuration
: 123 | 9973.02 9316.21 0.0103689 0.00103451 85704.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9881.9 9228.14 0.0104354 0.0010731 85449.5 0
: 125 Minimum Test error found - save the configuration
: 125 | 9791.12 9147.74 0.0104577 0.00103436 84895.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9706.66 9059.62 0.0103574 0.0010168 85647.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9615.34 8979.56 0.0103118 0.00101333 86035.7 0
: 128 Minimum Test error found - save the configuration
: 128 | 9529.14 8897.57 0.0103152 0.00101153 85987.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9442.99 8815.89 0.01034 0.00101403 85782.3 0
: 130 Minimum Test error found - save the configuration
: 130 | 9356.52 8732.73 0.0103425 0.00101472 85765.2 0
: 131 Minimum Test error found - save the configuration
: 131 | 9272.72 8651.68 0.010503 0.00101954 84357 0
: 132 Minimum Test error found - save the configuration
: 132 | 9188.71 8572.94 0.01036 0.00101709 85626.6 0
: 133 Minimum Test error found - save the configuration
: 133 | 9105.07 8492.53 0.0103643 0.00103665 85766.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 9021.62 8415.88 0.0103404 0.00101216 85761.4 0
: 135 Minimum Test error found - save the configuration
: 135 | 8938.88 8339.53 0.0104062 0.00102198 85249 0
: 136 Minimum Test error found - save the configuration
: 136 | 8859.76 8262.09 0.0103086 0.0010126 86058.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8777.58 8187.33 0.0103438 0.00101437 85750.3 0
: 138 Minimum Test error found - save the configuration
: 138 | 8699.63 8110.15 0.0103718 0.00101669 85514.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8618.89 8035.15 0.0103532 0.00101632 85682.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8540.35 7962.05 0.010365 0.00101597 85570.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8464.2 7886.51 0.0103908 0.00102205 85389.9 0
: 142 Minimum Test error found - save the configuration
: 142 | 8385.66 7814.97 0.0103259 0.00101699 85939 0
: 143 Minimum Test error found - save the configuration
: 143 | 8310.39 7742.66 0.0103697 0.00103382 85691.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8234.62 7670.5 0.0103271 0.00101564 85915.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8159.4 7599.05 0.0104469 0.00112824 85849 0
: 146 Minimum Test error found - save the configuration
: 146 | 8084.55 7528.93 0.0103666 0.00101873 85581 0
: 147 Minimum Test error found - save the configuration
: 147 | 8010.37 7460.77 0.0103527 0.00102843 85797.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 7938.36 7391.98 0.010354 0.00102951 85796 0
: 149 Minimum Test error found - save the configuration
: 149 | 7867.02 7321.47 0.0103618 0.00102355 85669.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7792.35 7257.31 0.0103383 0.00101808 85834.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7722.47 7188.93 0.0104109 0.00101893 85179.3 0
: 152 Minimum Test error found - save the configuration
: 152 | 7652.58 7121.87 0.010331 0.00101738 85895.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7583.23 7054.5 0.0103646 0.00104032 85797.8 0
: 154 Minimum Test error found - save the configuration
: 154 | 7513.35 6989.54 0.0103547 0.00101787 85682.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7444.91 6924.71 0.0103693 0.00102304 85595.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7375.03 6864.45 0.0103501 0.00101837 85729.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7309.71 6797.32 0.0103568 0.00102361 85715.9 0
: 158 Minimum Test error found - save the configuration
: 158 | 7241.79 6734.53 0.0103536 0.00101911 85703.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7176.03 6674.62 0.0103332 0.00101657 85867.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7111.24 6611.05 0.0103442 0.00101776 85777.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7044.16 6551.17 0.0103462 0.00101682 85750.6 0
: 162 Minimum Test error found - save the configuration
: 162 | 6981.67 6491.8 0.0104427 0.00102382 84935.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6918.01 6428.52 0.0103938 0.00103797 85508.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6852.82 6369.69 0.0104041 0.00102482 85294.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6791.77 6310.49 0.01045 0.00111898 85735.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6728.5 6250.91 0.0103626 0.00102275 85654.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6666.61 6194.98 0.010368 0.00101977 85578.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6605.54 6137.09 0.0103572 0.00102524 85726.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6545.43 6078.03 0.0103674 0.00101827 85569.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6485.6 6023.8 0.0103707 0.00102789 85627.6 0
: 171 Minimum Test error found - save the configuration
: 171 | 6425.99 5965.79 0.01037 0.00101944 85556.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6366.62 5910.75 0.0103834 0.00102034 85441.9 0
: 173 Minimum Test error found - save the configuration
: 173 | 6308.09 5855.21 0.0104925 0.00104115 84644 0
: 174 Minimum Test error found - save the configuration
: 174 | 6249.72 5801.15 0.010374 0.00102702 85589.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6192.89 5747.65 0.0103643 0.00102066 85619.9 0
: 176 Minimum Test error found - save the configuration
: 176 | 6136.46 5694.46 0.0103461 0.00101841 85766.2 0
: 177 Minimum Test error found - save the configuration
: 177 | 6078.87 5639.9 0.0103713 0.00101922 85542.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 6024.05 5587.1 0.0103745 0.00102072 85526.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5967.75 5536.22 0.0103858 0.00102411 85454.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5912.53 5485.08 0.0104418 0.00102454 84950.3 0
: 181 Minimum Test error found - save the configuration
: 181 | 5858.55 5434.62 0.0103664 0.00101914 85586.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5805.28 5382.3 0.0103695 0.00102263 85590.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5751.76 5332 0.0104145 0.00102349 85187.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5698.46 5282.7 0.0103836 0.00102067 85443.4 0
: 185 Minimum Test error found - save the configuration
: 185 | 5646.14 5232.21 0.0104624 0.00110855 85526 0
: 186 Minimum Test error found - save the configuration
: 186 | 5593.27 5183.28 0.0104081 0.00102187 85231 0
: 187 Minimum Test error found - save the configuration
: 187 | 5542.22 5136.74 0.0104062 0.00102471 85274.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5490.8 5088.01 0.0103759 0.0010229 85534.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5440.53 5042.22 0.0103686 0.00102042 85578.5 0
: 190 Minimum Test error found - save the configuration
: 190 | 5391.16 4992.97 0.0103638 0.00102319 85647.8 0
: 191 Minimum Test error found - save the configuration
: 191 | 5340.58 4946.59 0.0103539 0.00102715 85774.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5291.52 4899.98 0.0104029 0.00101928 85255.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5242.47 4855.01 0.0103898 0.00103476 85515.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5194.21 4811.68 0.0103869 0.00102055 85412.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5147.4 4763.76 0.0104571 0.00102533 84819.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5098.37 4720.94 0.0103916 0.00102194 85382.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5051.84 4676.17 0.0103863 0.00102249 85435.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5005.62 4632.64 0.0103656 0.00102203 85620.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4958.64 4589.7 0.0104106 0.00103384 85317.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4914.45 4546.76 0.0103694 0.00101884 85556.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4867.81 4504.25 0.0104022 0.00102498 85312.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4823.05 4463.2 0.0103965 0.00102109 85329.4 0
: 203 Minimum Test error found - save the configuration
: 203 | 4779.14 4420.25 0.0104156 0.00104007 85328.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4735.04 4381.64 0.0103946 0.00102151 85350.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4691.16 4338.96 0.0105356 0.00111702 84938.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4648.54 4297.89 0.0104017 0.00102327 85301.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4604.97 4258.67 0.0103901 0.0010226 85402.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4563.8 4217.93 0.0103606 0.00101863 85635.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4520.74 4178.81 0.0104674 0.00109403 85348.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4479.28 4140.19 0.0104272 0.00102448 85082.1 0
: 211 Minimum Test error found - save the configuration
: 211 | 4437.41 4103.25 0.0104362 0.00102648 85018.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4397.41 4065 0.0104299 0.00102841 85092.6 0
: 213 Minimum Test error found - save the configuration
: 213 | 4357.13 4026.08 0.0104169 0.0010389 85306.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4317.41 3988.18 0.0103971 0.00102496 85359.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4277.27 3952.01 0.0103882 0.00103977 85575.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4237.83 3914.87 0.0103987 0.001021 85308.9 0
: 217 Minimum Test error found - save the configuration
: 217 | 4199.32 3879.07 0.0103748 0.00102002 85517.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4161.12 3841.44 0.010404 0.00102559 85302.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4122.15 3806.84 0.0104098 0.00103186 85307 0
: 220 Minimum Test error found - save the configuration
: 220 | 4085.43 3770.3 0.0104111 0.00103082 85285.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4047.11 3735.73 0.0104698 0.00102154 84672.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 4010.4 3701.01 0.0103745 0.00102337 85551.3 0
: 223 Minimum Test error found - save the configuration
: 223 | 3974.27 3665.27 0.0104284 0.00103859 85198.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3937.08 3633.06 0.0104345 0.00102381 85009.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3901.48 3598.7 0.0104968 0.00113283 85433.9 0
: 226 Minimum Test error found - save the configuration
: 226 | 3867 3563.14 0.0104952 0.00102642 84487.9 0
: 227 Minimum Test error found - save the configuration
: 227 | 3830.27 3531.61 0.0104276 0.00102512 85084.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3795.47 3498.53 0.010417 0.00102928 85217.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3760.83 3466.15 0.0104247 0.00103303 85181.7 0
: 230 Minimum Test error found - save the configuration
: 230 | 3726.48 3434.43 0.0104004 0.00102508 85330.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3692.63 3402.16 0.0104379 0.00106801 85380.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3658.87 3371.1 0.0103875 0.00102055 85407.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3625.79 3339.26 0.0104206 0.00104159 85296.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3593.9 3307.3 0.0104009 0.0010222 85299.7 0
: 235 Minimum Test error found - save the configuration
: 235 | 3560 3276.99 0.0104346 0.00102508 85020.5 0
: 236 Minimum Test error found - save the configuration
: 236 | 3527.36 3246.83 0.0104955 0.00103625 84572.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3495.64 3217.47 0.0104127 0.00102473 85215.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3464.12 3188.19 0.0103958 0.00102393 85361.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3431.99 3158.35 0.0104055 0.0010239 85273.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3401.97 3127.83 0.010396 0.00102279 85349.7 0
: 241 Minimum Test error found - save the configuration
: 241 | 3369.66 3099.43 0.0104202 0.00102155 85118.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3340.15 3071.18 0.0104211 0.0010222 85116.4 0
: 243 Minimum Test error found - save the configuration
: 243 | 3309.67 3041.13 0.0104505 0.00104761 85080 0
: 244 Minimum Test error found - save the configuration
: 244 | 3279.01 3013.46 0.0104435 0.00102746 84961.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3249.92 2984.98 0.0105281 0.00105347 84435.8 0
: 246 Minimum Test error found - save the configuration
: 246 | 3219.79 2958.44 0.0106121 0.00103292 83514.5 0
: 247 Minimum Test error found - save the configuration
: 247 | 3190.37 2930.76 0.0104247 0.00102515 85110.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3162.11 2903.74 0.0103961 0.0010249 85368.2 0
: 249 Minimum Test error found - save the configuration
: 249 | 3133.17 2876.82 0.010407 0.00102275 85249.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3105 2849.21 0.0104692 0.00102499 84708 0
: 251 Minimum Test error found - save the configuration
: 251 | 3076.41 2823.31 0.0104163 0.00102254 85162.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3048.29 2796.78 0.0104236 0.00102545 85123.2 0
: 253 Minimum Test error found - save the configuration
: 253 | 3021.16 2770.36 0.0104545 0.00104303 85002.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2993.32 2745.35 0.0104016 0.00102832 85349 0
: 255 Minimum Test error found - save the configuration
: 255 | 2966.05 2719.91 0.0104077 0.00102529 85265.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2939.22 2694.44 0.0103822 0.0010256 85501.5 0
: 257 Minimum Test error found - save the configuration
: 257 | 2912.98 2669.73 0.0104224 0.00102182 85101.1 0
: 258 Minimum Test error found - save the configuration
: 258 | 2886.88 2644.57 0.0104043 0.00102238 85270 0
: 259 Minimum Test error found - save the configuration
: 259 | 2859.78 2621.02 0.010419 0.00102256 85138.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2834.53 2596.25 0.010416 0.00102424 85180.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2808.74 2572.08 0.0103997 0.0010248 85334.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2783.59 2548.18 0.0104109 0.0010267 85250 0
: 263 Minimum Test error found - save the configuration
: 263 | 2758.1 2524.85 0.0104336 0.00103895 85154.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2732.87 2502.21 0.0104122 0.00103435 85307.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2708.41 2478.3 0.0105089 0.00102949 84393 0
: 266 Minimum Test error found - save the configuration
: 266 | 2683.98 2455.33 0.010401 0.00102158 85292.8 0
: 267 Minimum Test error found - save the configuration
: 267 | 2659.67 2432.74 0.0104124 0.00102335 85205.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2635.28 2410.57 0.0104218 0.00102622 85146.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2611.23 2389.15 0.0104133 0.00102344 85197.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2588.58 2365.88 0.0104078 0.00102326 85246.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2563.96 2344.72 0.010544 0.00102655 84056.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2541.45 2323.22 0.0104058 0.00102343 85266.7 0
: 273 Minimum Test error found - save the configuration
: 273 | 2518.25 2301.73 0.0104426 0.00104527 85130.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2495.69 2279.92 0.0104222 0.00102519 85133.6 0
: 275 Minimum Test error found - save the configuration
: 275 | 2472.12 2259.43 0.0104487 0.00102454 84888.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2450.73 2238.5 0.0104332 0.00102447 85027.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2427.61 2217.99 0.0104177 0.00102794 85199.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2406.43 2197.53 0.0104217 0.00102599 85144.9 0
: 279 Minimum Test error found - save the configuration
: 279 | 2384.17 2177 0.0103978 0.00102384 85342.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2361.96 2157.64 0.0104236 0.00102118 85084 0
: 281 Minimum Test error found - save the configuration
: 281 | 2340.73 2137.93 0.0103995 0.00102143 85305.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2319.63 2118.43 0.0104269 0.00102191 85061.2 0
: 283 Minimum Test error found - save the configuration
: 283 | 2297.95 2099.48 0.0104617 0.00103838 84895.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2277.74 2079.73 0.0104353 0.0010225 84990.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2256.16 2060.76 0.0105193 0.001031 84314.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2235.52 2042.15 0.0104017 0.00102469 85315 0
: 287 Minimum Test error found - save the configuration
: 287 | 2215.23 2023.43 0.0104172 0.00102239 85153.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2195.39 2004.83 0.0103946 0.00102286 85363 0
: 289 Minimum Test error found - save the configuration
: 289 | 2174.53 1986.42 0.0104106 0.00102505 85237.4 0
: 290 Minimum Test error found - save the configuration
: 290 | 2154.82 1968.7 0.0104111 0.00103223 85298 0
: 291 Minimum Test error found - save the configuration
: 291 | 2135.7 1949.64 0.0104752 0.00102297 84636.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2114.8 1931.85 0.010429 0.00102565 85076 0
: 293 Minimum Test error found - save the configuration
: 293 | 2095.66 1914.65 0.0104442 0.00103932 85062.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2076.28 1896.28 0.0104271 0.00102714 85106.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2057.26 1878.96 0.0104453 0.00102244 84899.7 0
: 296 Minimum Test error found - save the configuration
: 296 | 2038.16 1861.89 0.0104659 0.00107025 85145.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 2019 1844.86 0.0104089 0.00101975 85205.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 2000.97 1827.78 0.0104159 0.0010214 85156.5 0
: 299 Minimum Test error found - save the configuration
: 299 | 1981.98 1810.95 0.0104398 0.00102239 84949.3 0
: 300 Minimum Test error found - save the configuration
: 300 | 1963.27 1795.11 0.0104319 0.00102651 85057.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1945.55 1778.25 0.0104333 0.00102355 85018.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1926.56 1763.41 0.0106024 0.00106105 83845.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1909.52 1746.54 0.0104731 0.00104445 84847.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1891.11 1730.4 0.010438 0.00102225 84963.7 0
: 305 Minimum Test error found - save the configuration
: 305 | 1874.14 1714.07 0.0105338 0.00103079 84183.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1855.91 1698.45 0.0104271 0.00103013 85133.6 0
: 307 Minimum Test error found - save the configuration
: 307 | 1838.97 1682.49 0.0104378 0.00102296 84971.8 0
: 308 Minimum Test error found - save the configuration
: 308 | 1821.47 1667.08 0.0104343 0.001029 85058.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1804.52 1651.77 0.0104437 0.00102352 84924 0
: 310 Minimum Test error found - save the configuration
: 310 | 1787.39 1638.52 0.0104208 0.00102672 85160.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1770.84 1622.88 0.0104243 0.00102521 85114.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1753.96 1607.26 0.0104121 0.00102141 85191 0
: 313 Minimum Test error found - save the configuration
: 313 | 1737.36 1592.6 0.0104541 0.00103659 84948.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1720.76 1578 0.0104395 0.00102278 84955.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1704.8 1563.53 0.0104289 0.00102241 85047.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1688.5 1549.66 0.0104495 0.00102511 84886.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1672.67 1535.35 0.0104184 0.00102385 85156 0
: 318 Minimum Test error found - save the configuration
: 318 | 1656.89 1520.42 0.0104415 0.00102699 84975.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1641.05 1506.27 0.0104325 0.00103141 85096.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1625.21 1492.51 0.0104166 0.00102177 85153.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1609.31 1479.4 0.0104109 0.00101961 85185.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1594.61 1466.72 0.0104284 0.001026 85084.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1579.19 1452.37 0.0104689 0.00103755 84823.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1564.33 1439.08 0.0104617 0.00103067 84826.7 0
: 325 Minimum Test error found - save the configuration
: 325 | 1549.3 1425.45 0.0105505 0.00103958 84113.8 0
: 326 Minimum Test error found - save the configuration
: 326 | 1534.09 1412.71 0.0104071 0.00102683 85285.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1520 1399.52 0.0104237 0.0010259 85126.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1504.91 1387.17 0.010403 0.00103126 85362.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1490.98 1374.39 0.0104103 0.00102299 85221 0
: 330 Minimum Test error found - save the configuration
: 330 | 1476.77 1360.7 0.0104381 0.00102281 84968.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1462.33 1348.78 0.0106148 0.00103873 83541.3 0
: 332 Minimum Test error found - save the configuration
: 332 | 1448.42 1336.72 0.0104324 0.00102634 85051.4 0
: 333 Minimum Test error found - save the configuration
: 333 | 1434.07 1324.29 0.010565 0.00112863 84778.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1420.91 1311.46 0.0104412 0.00103228 85025.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1406.87 1299.24 0.0104803 0.00102571 84615.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1393.22 1287.6 0.0104223 0.00102269 85109.9 0
: 337 Minimum Test error found - save the configuration
: 337 | 1380.01 1276.07 0.0104237 0.00102518 85119.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1366.65 1264.26 0.0104401 0.00102415 84962 0
: 339 Minimum Test error found - save the configuration
: 339 | 1353.75 1251.41 0.0104506 0.00102439 84869.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1340.19 1240.8 0.0104619 0.00102879 84807.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1328.1 1229.26 0.0104322 0.00102495 85040.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1314.5 1218.64 0.0104541 0.001029 84879.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1302.55 1205.57 0.0105075 0.00104735 84565.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1289.68 1194.24 0.0104413 0.00102455 84954.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1276.76 1183.43 0.0105646 0.0010313 83916.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1264.69 1172.34 0.0104373 0.00102403 84986.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1252.45 1162.2 0.0104321 0.0010245 85037.3 0
: 348 Minimum Test error found - save the configuration
: 348 | 1240.55 1150.94 0.01044 0.00102462 84967.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1228.45 1139.74 0.0104296 0.00102453 85060.6 0
: 350 Minimum Test error found - save the configuration
: 350 | 1216.57 1128.92 0.0106443 0.00106353 83500.7 0
: 351 Minimum Test error found - save the configuration
: 351 | 1204.53 1118.52 0.010439 0.00103644 85083.3 0
: 352 Minimum Test error found - save the configuration
: 352 | 1193.05 1108.05 0.010425 0.00102201 85079.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1181.18 1097.52 0.0104543 0.00102556 84847.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1170.34 1086.96 0.0104349 0.00102271 84995.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1158.78 1076.79 0.010449 0.00102204 84863.1 0
: 356 Minimum Test error found - save the configuration
: 356 | 1147.35 1066.26 0.0104397 0.00102535 84976.4 0
: 357 Minimum Test error found - save the configuration
: 357 | 1136.09 1056.47 0.0104455 0.00102811 84949.2 0
: 358 Minimum Test error found - save the configuration
: 358 | 1125.42 1046.15 0.0104271 0.00102884 85122.3 0
: 359 Minimum Test error found - save the configuration
: 359 | 1114.09 1036.27 0.0104258 0.00102478 85097.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1103.2 1026.82 0.0104072 0.00102462 85264.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1092.95 1016.38 0.0104047 0.00102473 85288.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1081.88 1006.57 0.0104798 0.00105831 84912.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1071.53 996.935 0.0104538 0.00102503 84846.7 0
: 364 Minimum Test error found - save the configuration
: 364 | 1060.81 987.799 0.0104917 0.00102452 84502.5 0
: 365 Minimum Test error found - save the configuration
: 365 | 1050.33 978.614 0.0105323 0.00103449 84229.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1040.06 969.477 0.0104426 0.00102644 84960.1 0
: 367 Minimum Test error found - save the configuration
: 367 | 1030.41 960.131 0.0104199 0.00103304 85225.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1020.34 950.441 0.010425 0.0010243 85100.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 1009.91 941.673 0.0104307 0.00102418 85047.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1000.6 932.234 0.010428 0.00103387 85159.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 990.515 923.971 0.0104553 0.00103585 84930.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 980.505 915.243 0.0104765 0.00105184 84884.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 971.673 905.993 0.0104431 0.00102322 84927 0
: 374 Minimum Test error found - save the configuration
: 374 | 961.604 897.569 0.010434 0.00102735 85046.1 0
: 375 Minimum Test error found - save the configuration
: 375 | 952.395 888.287 0.0104567 0.00103038 84868.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 942.883 880.067 0.0104773 0.00104316 84798 0
: 377 Minimum Test error found - save the configuration
: 377 | 933.595 871.597 0.010437 0.00102279 84978 0
: 378 Minimum Test error found - save the configuration
: 378 | 924.431 863.044 0.0104502 0.00102585 84886.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 915.421 854.772 0.0104817 0.00102545 84600.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 906.29 846.098 0.0104351 0.00102564 85021.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 897.226 837.829 0.010444 0.00102487 84933.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 888.527 829.598 0.0104568 0.00104494 84999.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 879.5 822.62 0.0104762 0.00103658 84749.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 871.009 813.88 0.0104047 0.00102313 85274 0
: 385 Minimum Test error found - save the configuration
: 385 | 862.322 806.424 0.0105305 0.00103059 84211.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.187 798.115 0.0105771 0.00116989 85040.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 845.368 790.003 0.0105771 0.00104778 83951 0
: 388 Minimum Test error found - save the configuration
: 388 | 836.837 782.299 0.0104467 0.00102739 84932 0
: 389 Minimum Test error found - save the configuration
: 389 | 828.543 774.471 0.0104288 0.00102254 85049.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 820.507 766.772 0.0104329 0.00102415 85027.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 812.281 760.068 0.0104302 0.00102691 85076.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.93 751.873 0.0104833 0.00104557 84765.9 0
: 393 Minimum Test error found - save the configuration
: 393 | 796.243 744.292 0.0104441 0.00102393 84924.1 0
: 394 Minimum Test error found - save the configuration
: 394 | 788.086 737.07 0.0104174 0.00102291 85156.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 780.141 730.119 0.010481 0.00105179 84843 0
: 396 Minimum Test error found - save the configuration
: 396 | 772.774 722.444 0.0104747 0.0010279 84684.5 0
: 397 Minimum Test error found - save the configuration
: 397 | 764.801 715.515 0.0104234 0.00102659 85135.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 757.11 707.906 0.010448 0.00102672 84914 0
: 399 Minimum Test error found - save the configuration
: 399 | 749.141 701.035 0.0104387 0.00102493 84981.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 741.991 693.745 0.0104231 0.00102905 85160.5 0
: 401 Minimum Test error found - save the configuration
: 401 | 734.697 686.814 0.0104127 0.00102363 85205.5 0
: 402 Minimum Test error found - save the configuration
: 402 | 726.904 679.887 0.010489 0.0010385 84651.7 0
: 403 Minimum Test error found - save the configuration
: 403 | 719.516 673.255 0.0104507 0.00102539 84877.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 712.899 666.399 0.0104518 0.00102739 84886 0
: 405 Minimum Test error found - save the configuration
: 405 | 705.46 659.815 0.0106491 0.00103481 83209.2 0
: 406 Minimum Test error found - save the configuration
: 406 | 698.323 652.391 0.0104591 0.00104834 85008.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 690.881 646.192 0.0104259 0.0010271 85117.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 684.076 639.809 0.0104313 0.00102417 85042.1 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.336 633.028 0.0104324 0.00102387 85028.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 670.43 626.348 0.0104277 0.00102176 85052.6 0
: 411 Minimum Test error found - save the configuration
: 411 | 663.408 620.108 0.0104647 0.00102356 84735.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 656.648 614.058 0.010477 0.00104185 84789.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.163 607.928 0.0104485 0.00102411 84886 0
: 414 Minimum Test error found - save the configuration
: 414 | 643.835 601.165 0.0104256 0.00103384 85181 0
: 415 Minimum Test error found - save the configuration
: 415 | 636.764 595.303 0.010482 0.00102541 84597.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 630.438 589.553 0.0104271 0.00102172 85057.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.318 583.424 0.0104221 0.00102079 85094.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 617.735 576.88 0.0104147 0.00101962 85151.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.306 570.445 0.0104409 0.00102926 85001.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 604.868 565.411 0.0104488 0.00103073 84943.4 0
: 421 Minimum Test error found - save the configuration
: 421 | 598.952 559.573 0.0104444 0.00103448 85016.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 592.62 552.973 0.0104677 0.00105002 84946.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 586.341 547.375 0.0104353 0.00102683 85029.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 580.513 541.385 0.0105803 0.00103855 83842 0
: 425 Minimum Test error found - save the configuration
: 425 | 574.417 536.776 0.0104248 0.00102097 85071.5 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.099 529.994 0.0104643 0.00102016 84708.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 562.855 524.564 0.0104394 0.00102317 84959.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.772 519.261 0.0104416 0.00102525 84958.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 550.966 513.644 0.0104446 0.00102659 84943.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 545.436 508.042 0.0104257 0.00102367 85087.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 539.977 502.818 0.0104342 0.00102524 85025.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 534.359 497.658 0.0104472 0.00104983 85130.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 528.697 492.042 0.0104292 0.00102966 85110.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.198 486.628 0.0104725 0.00102336 84663.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 517.729 481.894 0.0104358 0.00102243 84985.9 0
: 436 Minimum Test error found - save the configuration
: 436 | 512.405 476.492 0.0104701 0.00102531 84702.7 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.201 471.408 0.0104483 0.00102228 84871.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.55 466.536 0.0104192 0.00102532 85162.2 0
: 439 Minimum Test error found - save the configuration
: 439 | 496.929 461.329 0.0104223 0.00103289 85201.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.374 456.43 0.0104081 0.0010209 85222.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.307 451.852 0.0104097 0.00102053 85204.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.473 446.418 0.0104513 0.0010367 84974.6 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.274 442.007 0.0104636 0.00104839 84968.6 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.445 436.868 0.0105357 0.00103378 84193.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.371 433.893 0.0104315 0.00102912 85084.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.939 427.537 0.0104353 0.00102362 85000.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 456.325 423.192 0.0104148 0.00102648 85212.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.065 418.379 0.0104234 0.00102146 85088.6 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.057 413.782 0.0104077 0.0010186 85205.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.358 409.394 0.0104164 0.00102348 85170.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.832 405.287 0.0104438 0.00102477 84934.4 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.317 400.99 0.0104756 0.00104814 84858.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 428.819 396.244 0.0104897 0.0010264 84536.8 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.316 391.504 0.0104135 0.00102399 85201.8 0
: 455 Minimum Test error found - save the configuration
: 455 | 419.691 387.951 0.0104221 0.001024 85123.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.359 383.382 0.0104063 0.00102349 85261.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 410.942 379.319 0.0104213 0.00103312 85213.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 406.956 374.734 0.0104333 0.00102152 85000.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.442 371.098 0.0104288 0.001026 85081 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.228 366.664 0.0104317 0.00102162 85015.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.121 362.694 0.0104232 0.00102315 85106.3 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.55 359.062 0.0104616 0.00103893 84902.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.891 355.223 0.0104606 0.00102685 84802 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.614 350.95 0.0105212 0.00102829 84273.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 377.89 347.412 0.0104094 0.00102095 85210.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.808 343.309 0.0103957 0.00101838 85312.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 369.649 338.933 0.0104202 0.00102176 85120.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 365.751 335.072 0.0104316 0.00102797 85074 0
: 469 Minimum Test error found - save the configuration
: 469 | 361.962 331.95 0.0104231 0.00102104 85087.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.199 327.716 0.0104195 0.00102079 85117.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.893 324.308 0.0104122 0.00102112 85187.6 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.385 320.786 0.0104947 0.00104112 84624 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.725 316.577 0.0104091 0.00102015 85206.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 342.869 313.497 0.0104447 0.00101869 84871.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.386 309.746 0.010435 0.00102359 85003.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.706 305.885 0.0104413 0.00102314 84941.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.844 302.413 0.0104173 0.00102378 85165.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.347 299.074 0.0104326 0.001021 85001.4 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.986 296.131 0.0104426 0.0010252 84949.3 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.302 292.49 0.010426 0.00102456 85093.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.899 289.017 0.0103861 0.00102079 85421.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.665 285.763 0.0104963 0.00103694 84572 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.849 282.6 0.0104342 0.00102187 84994.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 307.584 279.316 0.0105307 0.00103287 84230 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.37 275.984 0.0104227 0.00102432 85120.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.999 273.243 0.0104036 0.00102603 85309.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.14 270.198 0.0103972 0.00102521 85361.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.688 266.92 0.0104035 0.0010341 85384.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.392 263.88 0.0104022 0.00102569 85319.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.299 260.648 0.0104061 0.00102093 85240.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.143 257.698 0.0105004 0.00106278 84766.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.933 254.811 0.0104529 0.00104304 85017.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.827 251.938 0.0104093 0.00102794 85275.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.805 248.735 0.0104032 0.00102241 85281 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.921 246.708 0.0104013 0.00102352 85308.1 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.962 243.238 0.0104206 0.00102095 85109.2 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.038 240.644 0.0103882 0.00101996 85394.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.279 237.513 0.0104059 0.0010194 85229.2 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.973 234.973 0.0104686 0.00102494 84713.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.442 232.883 0.0104517 0.00103086 84917.7 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.936 230.184 0.0105193 0.00102534 84264.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.398 227.282 0.0104288 0.001036 85171.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.197 224.712 0.0104197 0.00102518 85155.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.553 222.443 0.0105117 0.00103765 84441 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.957 219.028 0.0104323 0.00102239 85017.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.097 216.47 0.0104127 0.00102118 85183 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.305 214.249 0.0104288 0.00102112 85037 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.608 211.023 0.0104494 0.00102348 84872.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.904 209.198 0.0104576 0.00102548 84816.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.299 206.178 0.0104082 0.00101893 85203.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.951 203.879 0.0104229 0.0010233 85110.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.477 201.098 0.0104384 0.00103838 85106.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.697 198.938 0.0104148 0.00103564 85295.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.533 196.582 0.0104133 0.0010185 85153.2 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.719 194.299 0.0104127 0.00101972 85170.4 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.548 191.899 0.0104291 0.00102187 85040.8 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.058 189.48 0.0104269 0.00102326 85073.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.583 187.132 0.0104012 0.00102454 85317.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.378 184.892 0.0104154 0.00102367 85181.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.904 183.488 0.0104625 0.00102243 84744.8 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.796 180.557 0.010417 0.00101872 85122 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.361 178.56 0.0104207 0.00103414 85228.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.039 176.46 0.0104242 0.00102202 85086.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.825 174.845 0.0105297 0.00103517 84259.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.726 172.344 0.0104282 0.001024 85067.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 193.435 170.312 0.0104308 0.00102571 85060.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.224 168.337 0.0111423 0.00103991 79189.2 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.234 166.436 0.0114138 0.00110418 77597.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.146 164.31 0.0109003 0.00105737 81276.5 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.206 163.817 0.0107164 0.00104455 82714.4 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.434 160.344 0.0107112 0.00107778 83044 0
: 532 Minimum Test error found - save the configuration
: 532 | 181 158.596 0.0105905 0.00104534 83811.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 178.652 156.796 0.0105242 0.00103477 84303.9 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.624 154.637 0.0105111 0.00102226 84309.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.767 152.667 0.0104909 0.00104397 84684 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.672 151.004 0.0106514 0.00103609 83200.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.836 149.289 0.0105893 0.00104399 83810.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.82 148.105 0.010634 0.00102929 83292.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.997 145.908 0.0106852 0.00104674 83001.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.812 144.742 0.0106655 0.00104877 83188.4 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.044 142.106 0.0106362 0.00103363 83311.4 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.97 140.555 0.0105076 0.00103312 84437.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.116 138.917 0.0104868 0.00103699 84658.2 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.377 137.676 0.010502 0.00102234 84391.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.739 136.072 0.0105546 0.00102217 83923.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.92 134.313 0.0106344 0.00106684 83616.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.253 132.657 0.0105509 0.00102882 84015.1 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.304 130.837 0.0104457 0.00102996 84964.5 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.448 129.124 0.0105358 0.00106721 84489.8 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.661 127.642 0.0106489 0.00102594 83134.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.145 126.047 0.0105866 0.00104611 83853.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.192 124.855 0.0105395 0.00102549 84086.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.752 123.413 0.0105123 0.00102147 84292.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.006 121.742 0.0105326 0.00102784 84168.1 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.5 119.977 0.0104871 0.00102414 84540.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.577 118.894 0.0105104 0.00102534 84343.5 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.22 117.515 0.0104692 0.00103861 84830.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.771 115.826 0.0105243 0.00102628 84228.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.914 114.554 0.0105193 0.00102384 84250.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.292 113.129 0.010491 0.00102751 84535.4 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.994 112.144 0.0104765 0.00101965 84594.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.292 110.242 0.0105117 0.00101917 84276.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.979 108.928 0.0104845 0.00102645 84584 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.376 107.629 0.0104522 0.00102353 84847.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.903 106.542 0.0105109 0.0010256 84340.7 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.394 105.204 0.0104926 0.00103069 84549.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.935 103.599 0.0105418 0.00109018 84641.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.478 102.375 0.0107412 0.00107306 82746.2 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.147 101.179 0.0106621 0.00104827 83213.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.667 100.015 0.0105009 0.0010459 84611.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.348 99.155 0.0105253 0.00103151 84265.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.145 97.6783 0.0105194 0.0010222 84235 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.241 96.9703 0.010495 0.00102101 84441.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.206 96.1292 0.01045 0.001032 84943.6 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.485 94.364 0.0105102 0.00103046 84390.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.26 93.2685 0.0104816 0.00102169 84567.1 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.446 91.4596 0.0104909 0.00103857 84634.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.148 90.4489 0.010481 0.0010198 84556.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.17 89.4137 0.0104433 0.0010238 84930.5 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.808 88.3528 0.0104936 0.00102195 84462.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.821 87.3301 0.0105397 0.00104809 84285 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.373 86.2216 0.0105362 0.00108333 84630.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.1399 84.7496 0.0105359 0.0010305 84162.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.8044 83.5659 0.0103815 0.00101811 85439.5 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.8447 82.645 0.0104875 0.0010181 84482.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5263 81.8162 0.0105442 0.00102101 84005.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.546 80.6343 0.0105172 0.00102717 84298.7 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.3674 79.3201 0.0104142 0.0010271 85222.9 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.0971 78.671 0.0104273 0.00102017 85041.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.1092 77.8255 0.010445 0.00102278 84906 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.1155 76.5053 0.0104406 0.00103847 85086.7 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.1195 76.2715 0.0104042 0.00101987 85248.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.3066 74.3724 0.0104325 0.0010203 84996.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.8892 74.1999 0.0105531 0.00104774 84162.8 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.8604 73.1624 0.0104768 0.00101994 84594.9 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.0733 71.8342 0.0104723 0.00102065 84641.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.9478 71.2056 0.0104798 0.00101859 84556.1 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.9167 70.096 0.010465 0.00103761 84859.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9675 69.3254 0.0105344 0.00102745 84148.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.9555 68.8184 0.0103851 0.00102013 85425.2 0
: 601 Minimum Test error found - save the configuration
: 601 | 80.123 67.386 0.0105118 0.00102033 84286.2 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.0955 66.6183 0.0104698 0.00106905 85099.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.2424 65.4935 0.010522 0.00102757 84259.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.4649 65.4106 0.0105061 0.00105935 84685.4 0
: 605 | 76.6476 65.555 0.0103922 0.000988366 85071.5 1
: 606 Minimum Test error found - save the configuration
: 606 | 75.8113 64.0024 0.0104216 0.0010213 85103.7 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.7981 63.0449 0.010429 0.00102761 85093.7 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.6807 62.2564 0.0106182 0.00103751 83501.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.8521 61.2135 0.0105827 0.00103877 83822.8 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.9665 59.6477 0.0106122 0.00106776 83818.3 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.0755 59.1034 0.0106192 0.00103742 83491.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.4644 58.932 0.0105016 0.0010392 84544.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6257 58.1353 0.0105692 0.00102343 83806.8 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.5837 57.1102 0.0104801 0.00102467 84607.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.6971 56.0106 0.0104997 0.00103261 84502.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0307 55.6861 0.0104447 0.0010201 84883.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.2424 54.7907 0.010414 0.00101949 85156.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.2809 54.0676 0.010492 0.00102661 84518.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.7534 53.6416 0.01044 0.00102247 84947.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8854 52.8261 0.010555 0.001038 84060.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.3475 52.4729 0.0105788 0.0010221 83711.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.3713 51.4052 0.0104645 0.00102388 84739.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.4259 50.7187 0.0107178 0.00104973 82746.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.9942 50.0813 0.0104988 0.00101916 84391 0
: 625 | 60.1202 50.7714 0.0103732 0.000985805 85220.5 1
: 626 Minimum Test error found - save the configuration
: 626 | 59.7487 49.1854 0.0104451 0.00102219 84899.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.0526 47.9966 0.0104379 0.00102315 84973.4 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.1245 46.791 0.0104368 0.00101935 84949 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.3603 46.6071 0.0105774 0.00105471 84009.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.6767 45.8946 0.0104472 0.0010414 85053.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.9771 45.1721 0.0104905 0.00102342 84503.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.2385 44.4858 0.0104128 0.00102483 85215.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.6099 44.4166 0.0105508 0.0010689 84371.2 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.0684 43.5228 0.0104046 0.00101936 85240.3 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.6016 43.052 0.01052 0.00102936 84293.2 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.0936 42.0993 0.0104357 0.00102414 85001.5 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.9201 41.6398 0.0104351 0.00102414 85007.1 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.2986 41.572 0.0104032 0.00102458 85300.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.8607 40.484 0.0104105 0.00101962 85189.1 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.2172 40.4359 0.010532 0.00104645 84339.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.4382 39.2883 0.010389 0.0010202 85390.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.9836 39.0644 0.0105733 0.00118403 85203.4 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2797 38.9867 0.0105736 0.0010217 83752.6 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.1832 37.9161 0.0104844 0.00102264 84550.6 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2144 36.9622 0.010511 0.0010279 84361 0
: 646 | 46.5674 36.995 0.0103883 0.000986336 85088.3 1
: 647 Minimum Test error found - save the configuration
: 647 | 46.0556 36.2276 0.0104397 0.00102455 84969.5 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.4427 35.7207 0.0104157 0.00101921 85138.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.907 35.2779 0.0104205 0.00101857 85088.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.4731 35.0572 0.010441 0.00103529 85055.1 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.856 34.9335 0.0104313 0.00102154 85018.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.5225 33.7496 0.0104156 0.00101781 85126.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7968 33.319 0.0104194 0.00101827 85096.6 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2798 32.5874 0.010407 0.00102085 85232.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.7936 32.5427 0.0103902 0.00102053 85381.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.392 31.7673 0.010419 0.00101862 85103.4 0
: 657 | 41.0268 32.5413 0.0104786 0.000987004 84284.7 1
: 658 Minimum Test error found - save the configuration
: 658 | 40.386 31.0765 0.010428 0.00102132 85045.8 0
: 659 | 39.7985 31.3184 0.010413 0.000979805 84806.8 1
: 660 Minimum Test error found - save the configuration
: 660 | 39.4345 30.5068 0.0104694 0.00103894 84832 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.0182 29.5429 0.0104416 0.00102528 84958.5 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.502 29.0596 0.0106158 0.00104202 83561.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.978 28.7179 0.0104753 0.00101949 84604.1 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.4261 28.3227 0.0104651 0.00103223 84809.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1355 28.073 0.0103957 0.001016 85290.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.7071 27.8029 0.0104042 0.001019 85240.2 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.3097 27.5804 0.0104619 0.00102068 84734.9 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.8898 27.0201 0.010439 0.00102028 84937 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.243 26.157 0.0104123 0.00101943 85170.6 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.7455 25.71 0.0104602 0.00103833 84909.2 0
: 671 | 34.48 25.8683 0.0103877 0.000993085 85155 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.1741 25.4174 0.0103967 0.00101936 85312.1 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.8633 25.0123 0.0104019 0.00101971 85267.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.2694 24.1229 0.0103919 0.00101786 85341.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9613 23.8933 0.0105183 0.00102227 84245.7 0
: 676 | 32.8021 23.9562 0.0104536 0.000998296 84608.6 1
: 677 Minimum Test error found - save the configuration
: 677 | 32.2064 23.2804 0.0104793 0.00102884 84651.8 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.5604 22.952 0.0104332 0.00102301 85014.4 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.2993 22.7706 0.0104479 0.00102119 84865.4 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.852 22.2676 0.0104184 0.00103411 85248.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.3265 21.7049 0.0104038 0.00101559 85213.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0801 21.4879 0.0105217 0.00102799 84266.7 0
: 683 | 29.987 21.5555 0.0104153 0.000986914 84850 1
: 684 Minimum Test error found - save the configuration
: 684 | 29.7453 20.93 0.0104522 0.00102407 84852.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0936 20.3266 0.0103998 0.00102735 85356.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.884 19.9417 0.0104802 0.00102399 84600.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.1806 19.7768 0.0104273 0.00103014 85132.3 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.764 19.2053 0.0104993 0.001038 84554.8 0
: 689 | 27.4798 20.0822 0.0104212 0.000983494 84766.5 1
: 690 | 27.8302 19.3325 0.010405 0.000985235 84928 2
: 691 Minimum Test error found - save the configuration
: 691 | 26.8576 18.8068 0.0104211 0.00102123 85107.9 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.3604 18.1399 0.0104459 0.00102822 84947 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.9828 18.0377 0.0104152 0.00102134 85161.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.7631 17.5551 0.0104117 0.00102575 85233.8 0
: 695 | 25.4891 18.2646 0.0103487 0.000983397 85421.5 1
: 696 Minimum Test error found - save the configuration
: 696 | 25.1828 16.8817 0.0104078 0.0010224 85239.1 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.6619 16.7426 0.0103925 0.00101616 85321.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.8431 16.52 0.010447 0.00101647 84830.8 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.1616 15.9674 0.0104063 0.00102116 85241.1 0
: 700 | 23.9737 16.3703 0.0104116 0.000999154 84993.8 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.6219 15.916 0.0104863 0.00103202 84617.8 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.6516 15.3681 0.0105943 0.00102898 83635.5 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.1323 15.132 0.0104256 0.00102774 85126 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.453 14.8282 0.0105002 0.0010225 84408.2 0
: 705 | 22.2375 14.9207 0.0103734 0.000984645 85208.2 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.1899 14.5978 0.0104295 0.00102753 85088.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.9775 14.4869 0.0104874 0.0010684 84934.5 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.4273 13.6482 0.010452 0.00101731 84793.6 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.1458 13.5957 0.010412 0.00101952 85174.5 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.8322 13.4348 0.0104501 0.00103751 84992.7 0
: 711 | 20.5585 13.8882 0.0103919 0.000985815 85051.7 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.3024 12.8562 0.0106222 0.00102383 83347.5 0
: 713 | 19.9593 13.0279 0.0103786 0.000985416 85168.4 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.7818 12.7744 0.0103997 0.00102047 85294.5 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.7616 12.0154 0.0104252 0.001031 85158.8 0
: 716 | 19.516 12.2135 0.0104406 0.000991065 84660.5 1
: 717 | 18.8716 12.0559 0.0103929 0.000986055 85044.5 2
: 718 Minimum Test error found - save the configuration
: 718 | 18.7464 11.6562 0.0104256 0.00102114 85065.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.412 11.6046 0.0103977 0.00102457 85350.5 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1902 11.0781 0.0104524 0.00103659 84963.1 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.0791 11.0544 0.0104902 0.00113137 85480.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.7985 10.5549 0.0105291 0.00104203 84325.7 0
: 723 | 17.5573 10.7757 0.0104073 0.000986425 84917.8 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.4354 10.5072 0.010488 0.00102214 84514.6 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.0601 9.89542 0.0104738 0.00102374 84655.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.7007 9.58206 0.0104511 0.00102794 84897.4 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4091 9.45047 0.0104034 0.00102242 85279.3 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3058 9.32552 0.0104854 0.0010286 84594.8 0
: 729 | 16.2351 10.0298 0.0103673 0.000983466 85253.1 1
: 730 Minimum Test error found - save the configuration
: 730 | 16.6478 8.87931 0.0104366 0.00103674 85107.7 0
: 731 | 15.8645 9.01203 0.01045 0.000988265 84550.7 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.4892 8.62489 0.0104717 0.00102085 84648.3 0
: 733 | 15.1916 8.88833 0.0103802 0.000985515 85154.5 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.0926 8.24375 0.0104378 0.00102499 84990.9 0
: 735 | 14.8149 8.25806 0.0116006 0.00101305 75560.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.6218 7.81788 0.010601 0.00104158 83687.3 0
: 737 | 14.3455 8.01269 0.0103579 0.000992275 85419.2 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.2481 7.35123 0.010395 0.0010148 85285.8 0
: 739 | 14.118 7.47144 0.0103793 0.000987175 85177.8 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.8699 7.26696 0.0104378 0.00104011 85127.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.6378 6.94784 0.0104103 0.00101943 85189.4 0
: 742 | 13.4652 6.95558 0.0104757 0.000986325 84305.2 1
: 743 | 13.3407 7.1448 0.0103556 0.000985306 85376.2 2
: 744 | 13.215 7.17554 0.0103889 0.000985346 85074.1 3
: 745 Minimum Test error found - save the configuration
: 745 | 13.0335 6.7307 0.0105345 0.001025 84126.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.8012 6.48137 0.0104165 0.00101803 85119.9 0
: 747 | 12.8 7.03649 0.010399 0.000989044 85016.7 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.9704 6.44952 0.0105405 0.00102441 84068.2 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.2991 6.03573 0.0104899 0.0010256 84528.4 0
: 750 | 12.0939 6.06315 0.0105028 0.000984905 84052 1
: 751 | 11.9932 6.37004 0.0104805 0.000986165 84260.4 2
: 752 | 11.7892 6.44388 0.0103796 0.000987184 85175 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.7424 5.91475 0.0106685 0.00105444 83211.4 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.7273 5.78766 0.0104481 0.00101852 84839.4 0
: 755 | 11.4981 6.0945 0.0104967 0.0010925 85067.9 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.3529 5.64582 0.0105091 0.00103185 84412.8 0
: 757 Minimum Test error found - save the configuration
: 757 | 11.189 5.54617 0.01041 0.00102632 85254.8 0
: 758 | 10.9505 5.84664 0.0103616 0.000983896 85308.3 1
: 759 | 10.9856 6.08422 0.0103583 0.00100234 85506.6 2
: 760 | 10.8052 5.59774 0.0103668 0.000986185 85282.6 3
: 761 Minimum Test error found - save the configuration
: 761 | 10.459 5.26678 0.0104009 0.00102049 85283.7 0
: 762 | 10.3242 5.61101 0.0104634 0.000984494 84398.1 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.0767 5.04262 0.0104144 0.00102417 85195.3 0
: 764 Minimum Test error found - save the configuration
: 764 | 10.0208 4.81783 0.0104177 0.00101976 85125.1 0
: 765 | 9.95429 5.29848 0.0104174 0.000985156 84815.4 1
: 766 | 9.7786 5.19734 0.0103402 0.000983584 85501.2 2
: 767 | 9.66201 5.04848 0.0103582 0.000983874 85339.5 3
: 768 Minimum Test error found - save the configuration
: 768 | 9.48829 4.64289 0.0104559 0.00102411 84819.2 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.44451 4.57934 0.0104094 0.00104601 85439.6 0
: 770 | 9.40291 5.22935 0.0103608 0.000983085 85308.8 1
: 771 Minimum Test error found - save the configuration
: 771 | 9.20639 4.41839 0.0104156 0.00102013 85147.4 0
: 772 Minimum Test error found - save the configuration
: 772 | 9.15944 4.4039 0.0104551 0.0010209 84798.3 0
: 773 | 9.03356 4.54844 0.0103709 0.000985245 85236.4 1
: 774 | 8.76251 4.60105 0.0103584 0.000985335 85350.6 2
: 775 | 8.76904 4.42055 0.0103755 0.00100359 85361.9 3
: 776 | 8.83346 4.66156 0.0103483 0.000984905 85438.9 4
: 777 Minimum Test error found - save the configuration
: 777 | 8.62468 4.19014 0.0104111 0.00102045 85191 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.28541 3.77879 0.0104023 0.00101866 85254.8 0
: 779 | 8.21674 3.93402 0.0105089 0.0010022 84151 1
: 780 Minimum Test error found - save the configuration
: 780 | 8.22359 3.66863 0.0105376 0.00104861 84308.3 0
: 781 | 8.06574 4.66274 0.0104566 0.000990816 84514.6 1
: 782 | 7.98407 3.68021 0.0104555 0.000985274 84474.9 2
: 783 Minimum Test error found - save the configuration
: 783 | 7.98002 3.66703 0.010398 0.00102392 85341.6 0
: 784 | 7.84774 3.88441 0.010365 0.000987746 85313.2 1
: 785 | 7.68994 4.18217 0.0103749 0.000982735 85177.4 2
: 786 | 7.66592 4.47176 0.0103599 0.000986524 85347.9 3
: 787 | 7.49184 3.7572 0.010391 0.000991366 85110 4
: 788 Minimum Test error found - save the configuration
: 788 | 7.457 3.39083 0.0104107 0.00102315 85219 0
: 789 | 7.45207 3.88889 0.0103904 0.000987275 85078.4 1
: 790 | 7.26446 3.61938 0.0103579 0.000984555 85348.2 2
: 791 | 7.09935 3.75388 0.0103544 0.000984005 85375.6 3
: 792 | 7.02741 3.44394 0.0103573 0.000989235 85396.6 4
: 793 | 6.85514 3.51379 0.010351 0.000986485 85428.8 5
: 794 | 6.74224 3.69047 0.0103455 0.000985276 85468.3 6
: 795 | 6.81982 3.40166 0.0103661 0.000986366 85290.3 7
: 796 Minimum Test error found - save the configuration
: 796 | 6.63566 3.165 0.0104351 0.00102863 85047.8 0
: 797 | 6.46878 3.66432 0.0103724 0.000986726 85236.4 1
: 798 | 6.40097 3.80819 0.0103597 0.000985906 85344.3 2
: 799 | 6.52417 3.36738 0.0103817 0.0010013 85284.7 3
: 800 Minimum Test error found - save the configuration
: 800 | 6.31809 3.10789 0.0103919 0.00102087 85369.2 0
: 801 Minimum Test error found - save the configuration
: 801 | 6.1628 3.07576 0.0103851 0.00101807 85405.7 0
: 802 | 6.11978 3.15326 0.0104582 0.000985285 84451.7 1
: 803 | 6.05512 3.40147 0.0103699 0.000985725 85250 2
: 804 Minimum Test error found - save the configuration
: 804 | 5.94479 2.97461 0.0104199 0.00102968 85194.7 0
: 805 | 5.90322 3.55855 0.0103632 0.000985305 85306.9 1
: 806 | 5.82641 3.2707 0.0103621 0.000982876 85294.6 2
: 807 | 5.75545 3.67084 0.0103554 0.000983975 85365.9 3
: 808 Minimum Test error found - save the configuration
: 808 | 6.01959 2.91907 0.0103852 0.00102139 85435 0
: 809 | 5.65555 3.5166 0.01037 0.00100139 85391.6 1
: 810 | 5.66478 3.45705 0.01041 0.0010451 85425.6 2
: 811 | 5.58641 3.35554 0.0104049 0.000983685 84914.7 3
: 812 | 5.46631 2.96906 0.0103839 0.000986444 85129.8 4
: 813 Minimum Test error found - save the configuration
: 813 | 5.35046 2.89549 0.0104326 0.00102362 85025.4 0
: 814 | 5.25554 3.33044 0.010358 0.000985006 85351.2 1
: 815 Minimum Test error found - save the configuration
: 815 | 5.27182 2.73503 0.010391 0.00102401 85406.3 0
: 816 | 5.12624 3.25102 0.0103433 0.000982135 85459.1 1
: 817 | 5.10773 3.01036 0.0103538 0.000984914 85389.4 2
: 818 | 5.15286 3.22097 0.0103491 0.000983826 85421.6 3
: 819 | 5.1231 3.32365 0.0103879 0.000998855 85205.3 4
: 820 Minimum Test error found - save the configuration
: 820 | 5.12825 2.6235 0.0104304 0.00102062 85017.8 0
: 821 | 5.04216 3.12471 0.0103713 0.000986046 85239.9 1
: 822 | 4.9447 2.98852 0.0104884 0.000984755 84177.8 2
: 823 | 4.72638 2.79587 0.0103395 0.000982425 85496.5 3
: 824 | 4.68497 3.1132 0.0104896 0.000982926 84151.6 4
: 825 | 4.68155 2.86635 0.0103408 0.000982596 85486.3 5
: 826 | 4.71252 3.04471 0.0105005 0.000983306 84058 6
: 827 | 4.83488 2.91241 0.0103606 0.000984154 85320.3 7
: 828 | 4.57174 3.24425 0.0103679 0.000986474 85274.5 8
: 829 | 4.47198 3.17245 0.0104143 0.000984256 84835.6 9
: 830 | 4.44107 3.41546 0.0103494 0.000990055 85475.8 10
: 831 | 4.3294 3.30116 0.0103518 0.000983824 85397.7 11
: 832 | 4.3075 3.26225 0.010355 0.000983764 85367.2 12
: 833 | 4.23129 3.00554 0.0103402 0.000982975 85495.2 13
: 834 | 4.24477 3.3956 0.010349 0.000985806 85441.3 14
: 835 | 4.20662 2.84223 0.0104089 0.000985034 84890.6 15
: 836 | 4.23372 3.06421 0.010384 0.000981004 85079.4 16
: 837 | 4.15272 3.32828 0.010436 0.000988894 84682.1 17
: 838 | 4.00621 3.4427 0.0103528 0.000984095 85390.6 18
: 839 | 4.06121 2.99381 0.0103711 0.000995676 85329.7 19
: 840 | 3.94777 2.97028 0.0103614 0.000983795 85310 20
: 841 | 3.88943 3.00956 0.0103433 0.000983824 85474.8 21
:
: Elapsed time for training with 1000 events: 8.76 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: 0.806 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.153 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= 3.3111e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08818e+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: 0.0307 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: 0.0377 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: 0.00207 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: 0.0967 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: 0.884 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: 0.0036 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: 0.037 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00481 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: 0.0026 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000783 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: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0117 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0992 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 : -0.806 0.0300 5.79 1.77 | 3.211 3.219
: 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 : -0.0975 0.0797 2.18 1.34 | 3.360 3.349
: 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.