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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3787
TFile::Close
void Close(Option_t *option="") override
Close a file.
Definition TFile.cxx:981
TMVA::DataLoader::AddSpectator
void AddSpectator(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:531
TMVA::DataLoader::AddRegressionTree
void AddRegressionTree(TTree *tree, Double_t weight=1.0, Types::ETreeType treetype=Types::kMaxTreeType)
Definition DataLoader.h:103
TMVA::DataLoader::SetWeightExpression
void SetWeightExpression(const TString &variable, const TString &className="")
Definition DataLoader.cxx:570
TMVA::DataLoader::PrepareTrainingAndTestTree
void PrepareTrainingAndTestTree(const TCut &cut, const TString &splitOpt)
prepare the training and test trees -> same cuts for signal and background
Definition DataLoader.cxx:639
TMVA::DataLoader::AddTarget
void AddTarget(const TString &expression, const TString &title="", const TString &unit="", Double_t min=0, Double_t max=0)
user inserts target in data set info
Definition DataLoader.cxx:519
TMVA::DataLoader::AddVariable
void AddVariable(const TString &expression, const TString &title, const TString &unit, char type='F', Double_t min=0, Double_t max=0)
user inserts discriminating variable in data set info
Definition DataLoader.cxx:492
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TNamed::GetName
const char * GetName() const override
Returns name of object.
Definition TNamed.h:49
TString
Basic string class.
Definition TString.h:138
TString::IsNull
Bool_t IsNull() const
Definition TString.h:422
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="")
TMVA::gTools
Tools & gTools()
==> 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: 0.271 sec
: Elapsed time for training with 1000 events: 0.275 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00247 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: 0.000673 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00401 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: 0.000184 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000376 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 = 31507.9
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33083.6 31155.5 0.00843219 0.000753963 104191 0
: 2 Minimum Test error found - save the configuration
: 2 | 32598.6 30581.6 0.00851306 0.000751643 103074 0
: 3 Minimum Test error found - save the configuration
: 3 | 31876.1 29896.1 0.00857035 0.000749992 102297 0
: 4 Minimum Test error found - save the configuration
: 4 | 31128.4 29265.1 0.00857477 0.000764544 102430 0
: 5 Minimum Test error found - save the configuration
: 5 | 30404.8 28581.3 0.0084105 0.000725452 104098 0
: 6 Minimum Test error found - save the configuration
: 6 | 29635.4 27751.5 0.00836914 0.000738113 104835 0
: 7 Minimum Test error found - save the configuration
: 7 | 28937.8 27110.3 0.00987846 0.00102567 90366.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28480.5 26730.5 0.0121846 0.00116919 72625.7 0
: 9 Minimum Test error found - save the configuration
: 9 | 28120.5 26412.2 0.0109346 0.000704283 78198.9 0
: 10 Minimum Test error found - save the configuration
: 10 | 27801.2 26113.9 0.00815883 0.000686443 107061 0
: 11 Minimum Test error found - save the configuration
: 11 | 27499.4 25831.8 0.0081483 0.000677563 107084 0
: 12 Minimum Test error found - save the configuration
: 12 | 27209.7 25563 0.00814713 0.000686983 107236 0
: 13 Minimum Test error found - save the configuration
: 13 | 26933.9 25300.6 0.00824113 0.000695403 106020 0
: 14 Minimum Test error found - save the configuration
: 14 | 26664.4 25045.9 0.00817045 0.000691833 106972 0
: 15 Minimum Test error found - save the configuration
: 15 | 26399.6 24800.9 0.00814057 0.000689913 107373 0
: 16 Minimum Test error found - save the configuration
: 16 | 26145.9 24557.7 0.00815937 0.000681003 106975 0
: 17 Minimum Test error found - save the configuration
: 17 | 25896.4 24318 0.0081296 0.000679552 107382 0
: 18 Minimum Test error found - save the configuration
: 18 | 25648.1 24086.1 0.0081533 0.000685033 107120 0
: 19 Minimum Test error found - save the configuration
: 19 | 25405.8 23859.2 0.00842161 0.000700812 103616 0
: 20 Minimum Test error found - save the configuration
: 20 | 25171.2 23632 0.00815711 0.000692012 107165 0
: 21 Minimum Test error found - save the configuration
: 21 | 24936.5 23410 0.00813817 0.000680974 107279 0
: 22 Minimum Test error found - save the configuration
: 22 | 24702.8 23196.3 0.00814753 0.000685082 107203 0
: 23 Minimum Test error found - save the configuration
: 23 | 24480.7 22978.6 0.00818047 0.000687513 106767 0
: 24 Minimum Test error found - save the configuration
: 24 | 24255 22766.9 0.00815309 0.000689112 107181 0
: 25 Minimum Test error found - save the configuration
: 25 | 24034.8 22557.6 0.00816166 0.000695313 107147 0
: 26 Minimum Test error found - save the configuration
: 26 | 23815.4 22353.4 0.00815468 0.000690033 107172 0
: 27 Minimum Test error found - save the configuration
: 27 | 23600.4 22151.5 0.00816602 0.000684573 106931 0
: 28 Minimum Test error found - save the configuration
: 28 | 23391.1 21947.3 0.00816849 0.000691073 106989 0
: 29 Minimum Test error found - save the configuration
: 29 | 23177.4 21751.3 0.00816628 0.000686594 106956 0
: 30 Minimum Test error found - save the configuration
: 30 | 22974.3 21551.3 0.00817477 0.000693423 106933 0
: 31 Minimum Test error found - save the configuration
: 31 | 22767 21357.4 0.00820123 0.000691534 106529 0
: 32 Minimum Test error found - save the configuration
: 32 | 22565.6 21164.4 0.00817671 0.000687503 106820 0
: 33 Minimum Test error found - save the configuration
: 33 | 22363.4 20976.6 0.00821751 0.000682783 106175 0
: 34 Minimum Test error found - save the configuration
: 34 | 22165.9 20790.2 0.00818169 0.000686133 106730 0
: 35 Minimum Test error found - save the configuration
: 35 | 21970.7 20605.1 0.00818746 0.000695074 106775 0
: 36 Minimum Test error found - save the configuration
: 36 | 21776.5 20422.7 0.0081828 0.000693143 106814 0
: 37 Minimum Test error found - save the configuration
: 37 | 21584.8 20242.4 0.0081868 0.000686662 106665 0
: 38 Minimum Test error found - save the configuration
: 38 | 21397 20061.5 0.00818321 0.000683883 106676 0
: 39 Minimum Test error found - save the configuration
: 39 | 21207.9 19885 0.00820468 0.000690362 106463 0
: 40 Minimum Test error found - save the configuration
: 40 | 21022.8 19709.6 0.00819949 0.000696533 106625 0
: 41 Minimum Test error found - save the configuration
: 41 | 20839.6 19535.7 0.00819453 0.000695862 106686 0
: 42 Minimum Test error found - save the configuration
: 42 | 20655.3 19367.3 0.00819221 0.000687613 106601 0
: 43 Minimum Test error found - save the configuration
: 43 | 20477 19198.2 0.00819229 0.000683343 106540 0
: 44 Minimum Test error found - save the configuration
: 44 | 20300.1 19029.1 0.00824168 0.000691552 105958 0
: 45 Minimum Test error found - save the configuration
: 45 | 20123.5 18862.3 0.008205 0.000696194 106542 0
: 46 Minimum Test error found - save the configuration
: 46 | 19949.4 18696.9 0.00821041 0.000696772 106473 0
: 47 Minimum Test error found - save the configuration
: 47 | 19775 18535.9 0.00822992 0.000691673 106125 0
: 48 Minimum Test error found - save the configuration
: 48 | 19604.6 18375.6 0.00822062 0.000694503 106296 0
: 49 Minimum Test error found - save the configuration
: 49 | 19437.2 18214.4 0.00821801 0.000695273 106344 0
: 50 Minimum Test error found - save the configuration
: 50 | 19266.1 18060.2 0.00821516 0.000698742 106434 0
: 51 Minimum Test error found - save the configuration
: 51 | 19103.1 17903.3 0.00821171 0.000690913 106372 0
: 52 Minimum Test error found - save the configuration
: 52 | 18938.1 17749.1 0.00821887 0.000684812 106184 0
: 53 Minimum Test error found - save the configuration
: 53 | 18776.7 17594.9 0.00822123 0.000693514 106274 0
: 54 Minimum Test error found - save the configuration
: 54 | 18614.7 17444 0.00822522 0.000701343 106328 0
: 55 Minimum Test error found - save the configuration
: 55 | 18455 17295.3 0.00824863 0.000700532 105987 0
: 56 Minimum Test error found - save the configuration
: 56 | 18296.8 17148.7 0.0082269 0.000691722 106169 0
: 57 Minimum Test error found - save the configuration
: 57 | 18143 17000.2 0.00822907 0.000692613 106151 0
: 58 Minimum Test error found - save the configuration
: 58 | 17984.9 16858.4 0.00823358 0.000700152 106193 0
: 59 Minimum Test error found - save the configuration
: 59 | 17834.9 16713.2 0.0082471 0.000698232 105976 0
: 60 Minimum Test error found - save the configuration
: 60 | 17682.9 16570.2 0.00824866 0.000690884 105851 0
: 61 Minimum Test error found - save the configuration
: 61 | 17532.3 16429.4 0.00826022 0.000693913 105732 0
: 62 Minimum Test error found - save the configuration
: 62 | 17382.1 16291.9 0.00828013 0.000700373 105544 0
: 63 Minimum Test error found - save the configuration
: 63 | 17236.2 16151.8 0.00825262 0.000703812 105977 0
: 64 Minimum Test error found - save the configuration
: 64 | 17086.2 16004.8 0.0082719 0.000693812 105567 0
: 65 Minimum Test error found - save the configuration
: 65 | 16940.9 15869.9 0.00830965 0.000710113 105270 0
: 66 Minimum Test error found - save the configuration
: 66 | 16794.7 15736.4 0.00829827 0.000708942 105411 0
: 67 Minimum Test error found - save the configuration
: 67 | 16643.2 15594.5 0.00832347 0.000710873 105089 0
: 68 Minimum Test error found - save the configuration
: 68 | 16487.8 15432.5 0.00835385 0.000713373 104706 0
: 69 Minimum Test error found - save the configuration
: 69 | 16372 15333.5 0.00833265 0.000712852 104990 0
: 70 Minimum Test error found - save the configuration
: 70 | 16220.5 15198.3 0.00834295 0.000702512 104706 0
: 71 Minimum Test error found - save the configuration
: 71 | 16070.2 15039.7 0.00836651 0.000717342 104586 0
: 72 Minimum Test error found - save the configuration
: 72 | 15914.9 14888.1 0.00838425 0.000720283 104385 0
: 73 Minimum Test error found - save the configuration
: 73 | 15774.9 14750.5 0.00836967 0.000720103 104581 0
: 74 Minimum Test error found - save the configuration
: 74 | 15629.5 14613.7 0.00838025 0.000727424 104536 0
: 75 Minimum Test error found - save the configuration
: 75 | 15483.6 14467.3 0.00839615 0.000720172 104221 0
: 76 Minimum Test error found - save the configuration
: 76 | 15342.6 14334.5 0.00840331 0.000725223 104193 0
: 77 Minimum Test error found - save the configuration
: 77 | 15203.1 14201.5 0.00838762 0.000726364 104421 0
: 78 Minimum Test error found - save the configuration
: 78 | 15065.4 14068.8 0.00842912 0.000722712 103810 0
: 79 Minimum Test error found - save the configuration
: 79 | 14925.3 13943.5 0.00845225 0.000727432 103562 0
: 80 Minimum Test error found - save the configuration
: 80 | 14795 13810.5 0.00846166 0.000722633 103372 0
: 81 Minimum Test error found - save the configuration
: 81 | 14655.8 13684.3 0.00847959 0.000730492 103238 0
: 82 Minimum Test error found - save the configuration
: 82 | 14524.6 13558.2 0.00845484 0.000715014 103362 0
: 83 Minimum Test error found - save the configuration
: 83 | 14393.4 13432.1 0.00845951 0.000729153 103488 0
: 84 Minimum Test error found - save the configuration
: 84 | 14261 13308.2 0.00847069 0.000722343 103248 0
: 85 Minimum Test error found - save the configuration
: 85 | 14130.6 13184.9 0.008495 0.000729832 103024 0
: 86 Minimum Test error found - save the configuration
: 86 | 14000.9 13064.2 0.00846445 0.000723503 103346 0
: 87 Minimum Test error found - save the configuration
: 87 | 13873.4 12945.2 0.00848503 0.000738693 103275 0
: 88 Minimum Test error found - save the configuration
: 88 | 13748.3 12825.5 0.00847018 0.000724484 103283 0
: 89 Minimum Test error found - save the configuration
: 89 | 13623.9 12706.6 0.00847927 0.000730122 103237 0
: 90 Minimum Test error found - save the configuration
: 90 | 13499 12591.3 0.00846799 0.000724124 103308 0
: 91 Minimum Test error found - save the configuration
: 91 | 13377.9 12475.4 0.00847496 0.000729042 103280 0
: 92 Minimum Test error found - save the configuration
: 92 | 13255.6 12362.3 0.00848424 0.000725134 103105 0
: 93 Minimum Test error found - save the configuration
: 93 | 13137.7 12247.3 0.00848666 0.000731953 103163 0
: 94 Minimum Test error found - save the configuration
: 94 | 13016.9 12137.7 0.00847927 0.000720643 103111 0
: 95 Minimum Test error found - save the configuration
: 95 | 12899.3 12027.5 0.00851631 0.000730793 102755 0
: 96 Minimum Test error found - save the configuration
: 96 | 12784 11917.2 0.00847986 0.000723582 103142 0
: 97 Minimum Test error found - save the configuration
: 97 | 12668.2 11808.3 0.00848593 0.000728363 103125 0
: 98 Minimum Test error found - save the configuration
: 98 | 12553.3 11700.9 0.00847468 0.000731443 103316 0
: 99 Minimum Test error found - save the configuration
: 99 | 12440.2 11594.3 0.00850499 0.000723193 102804 0
: 100 Minimum Test error found - save the configuration
: 100 | 12327.8 11488.5 0.00848719 0.000732783 103167 0
: 101 Minimum Test error found - save the configuration
: 101 | 12215.6 11384.8 0.00849332 0.000726782 103006 0
: 102 Minimum Test error found - save the configuration
: 102 | 12106.2 11280.4 0.00852017 0.000724864 102626 0
: 103 Minimum Test error found - save the configuration
: 103 | 11996.9 11176.7 0.0085016 0.000733782 102989 0
: 104 Minimum Test error found - save the configuration
: 104 | 11888.2 11074.5 0.0084963 0.000722294 102907 0
: 105 Minimum Test error found - save the configuration
: 105 | 11779.6 10974.8 0.00850205 0.000729133 102921 0
: 106 Minimum Test error found - save the configuration
: 106 | 11675.1 10872.9 0.00848698 0.000726043 103080 0
: 107 Minimum Test error found - save the configuration
: 107 | 11567.9 10774.3 0.00850813 0.000729834 102850 0
: 108 Minimum Test error found - save the configuration
: 108 | 11462.4 10677.9 0.00848732 0.000727642 103097 0
: 109 Minimum Test error found - save the configuration
: 109 | 11360.7 10579.4 0.0085134 0.000733423 102828 0
: 110 Minimum Test error found - save the configuration
: 110 | 11257.5 10482.2 0.00854059 0.000728854 102410 0
: 111 Minimum Test error found - save the configuration
: 111 | 11154.6 10387.5 0.00851963 0.000732672 102736 0
: 112 Minimum Test error found - save the configuration
: 112 | 11055 10291.5 0.00851819 0.000725343 102658 0
: 113 Minimum Test error found - save the configuration
: 113 | 10953 10199.2 0.00852712 0.000733823 102652 0
: 114 Minimum Test error found - save the configuration
: 114 | 10855.5 10105.2 0.00851672 0.000725583 102681 0
: 115 Minimum Test error found - save the configuration
: 115 | 10756.7 10012.7 0.00851944 0.000733904 102755 0
: 116 Minimum Test error found - save the configuration
: 116 | 10657.4 9923.93 0.00849823 0.000722842 102889 0
: 117 Minimum Test error found - save the configuration
: 117 | 10563.6 9831.43 0.00851138 0.000731863 102834 0
: 118 Minimum Test error found - save the configuration
: 118 | 10466.2 9742.24 0.00850904 0.000723293 102752 0
: 119 Minimum Test error found - save the configuration
: 119 | 10373.8 9650.32 0.00853528 0.000733474 102540 0
: 120 Minimum Test error found - save the configuration
: 120 | 10275.6 9565.39 0.00852422 0.000731851 102664 0
: 121 Minimum Test error found - save the configuration
: 121 | 10185.9 9475.74 0.00850582 0.000734113 102937 0
: 122 Minimum Test error found - save the configuration
: 122 | 10092.3 9388.78 0.00852306 0.000729522 102649 0
: 123 Minimum Test error found - save the configuration
: 123 | 9998.85 9305.3 0.00852219 0.000736182 102748 0
: 124 Minimum Test error found - save the configuration
: 124 | 9909.73 9219.94 0.00852128 0.000727103 102641 0
: 125 Minimum Test error found - save the configuration
: 125 | 9820.79 9133.89 0.00855208 0.000757874 102640 0
: 126 Minimum Test error found - save the configuration
: 126 | 9729.68 9051.36 0.00852398 0.000732642 102678 0
: 127 Minimum Test error found - save the configuration
: 127 | 9642.16 8968.32 0.00851142 0.000726663 102765 0
: 128 Minimum Test error found - save the configuration
: 128 | 9554.61 8885.91 0.00852448 0.000736364 102721 0
: 129 Minimum Test error found - save the configuration
: 129 | 9466.05 8806.75 0.00852288 0.000728322 102636 0
: 130 Minimum Test error found - save the configuration
: 130 | 9381.84 8725.5 0.00854644 0.000737692 102449 0
: 131 Minimum Test error found - save the configuration
: 131 | 9296.35 8645 0.00853299 0.000726803 102483 0
: 132 Minimum Test error found - save the configuration
: 132 | 9212.79 8563.91 0.00853675 0.000736232 102557 0
: 133 Minimum Test error found - save the configuration
: 133 | 9126.74 8486.8 0.0085282 0.000723993 102509 0
: 134 Minimum Test error found - save the configuration
: 134 | 9044.26 8409.51 0.00853509 0.000733523 102543 0
: 135 Minimum Test error found - save the configuration
: 135 | 8962.39 8332.11 0.00853041 0.000732664 102594 0
: 136 Minimum Test error found - save the configuration
: 136 | 8880.46 8255.98 0.00852375 0.000734122 102701 0
: 137 Minimum Test error found - save the configuration
: 137 | 8799.99 8179.81 0.00853009 0.000731883 102588 0
: 138 Minimum Test error found - save the configuration
: 138 | 8719.8 8104.3 0.00852707 0.000738663 102717 0
: 139 Minimum Test error found - save the configuration
: 139 | 8640.73 8028.88 0.00854264 0.000733223 102440 0
: 140 Minimum Test error found - save the configuration
: 140 | 8561.49 7954.86 0.0085774 0.000729772 101942 0
: 141 Minimum Test error found - save the configuration
: 141 | 8481.98 7883.81 0.00853978 0.000736263 102518 0
: 142 Minimum Test error found - save the configuration
: 142 | 8406.1 7811.16 0.00853563 0.000730113 102492 0
: 143 Minimum Test error found - save the configuration
: 143 | 8329.74 7738.42 0.00854355 0.000740162 102520 0
: 144 Minimum Test error found - save the configuration
: 144 | 8253.36 7667 0.0085524 0.000726602 102226 0
: 145 Minimum Test error found - save the configuration
: 145 | 8177.99 7596.25 0.00855589 0.000738574 102337 0
: 146 Minimum Test error found - save the configuration
: 146 | 8102.55 7527.43 0.0085431 0.000731193 102408 0
: 147 Minimum Test error found - save the configuration
: 147 | 8030.13 7456.62 0.00853818 0.000739672 102584 0
: 148 Minimum Test error found - save the configuration
: 148 | 7955.46 7388.48 0.00855474 0.000744623 102431 0
: 149 Minimum Test error found - save the configuration
: 149 | 7883.54 7319.69 0.00855852 0.000731372 102208 0
: 150 Minimum Test error found - save the configuration
: 150 | 7810.66 7252.9 0.00855184 0.000738674 102391 0
: 151 Minimum Test error found - save the configuration
: 151 | 7739.67 7186.04 0.00854019 0.000732604 102465 0
: 152 Minimum Test error found - save the configuration
: 152 | 7668.94 7119.71 0.00856206 0.000740003 102275 0
: 153 Minimum Test error found - save the configuration
: 153 | 7598.88 7053.59 0.00856669 0.000727323 102049 0
: 154 Minimum Test error found - save the configuration
: 154 | 7528.55 6989.37 0.00857143 0.000737974 102126 0
: 155 Minimum Test error found - save the configuration
: 155 | 7459.85 6925.2 0.0085853 0.000735713 101916 0
: 156 Minimum Test error found - save the configuration
: 156 | 7392.22 6860.59 0.00856129 0.000738713 102268 0
: 157 Minimum Test error found - save the configuration
: 157 | 7324.21 6797.15 0.00857479 0.000744402 102166 0
: 158 Minimum Test error found - save the configuration
: 158 | 7256.61 6734.78 0.00856219 0.000730983 102155 0
: 159 Minimum Test error found - save the configuration
: 159 | 7191.89 6670.31 0.00857301 0.000742373 102163 0
: 160 Minimum Test error found - save the configuration
: 160 | 7124.2 6609.09 0.00856973 0.000735442 102115 0
: 161 Minimum Test error found - save the configuration
: 161 | 7058.71 6548.71 0.00855802 0.000740154 102330 0
: 162 Minimum Test error found - save the configuration
: 162 | 6994.85 6487.62 0.00857858 0.000736524 102014 0
: 163 Minimum Test error found - save the configuration
: 163 | 6929.48 6428.68 0.00856825 0.000731852 102088 0
: 164 Minimum Test error found - save the configuration
: 164 | 6867.05 6368.64 0.00858865 0.000741442 101947 0
: 165 Minimum Test error found - save the configuration
: 165 | 6803.92 6309.1 0.00856814 0.000733513 102111 0
: 166 Minimum Test error found - save the configuration
: 166 | 6741.08 6250.71 0.00858508 0.000740692 101984 0
: 167 Minimum Test error found - save the configuration
: 167 | 6678.73 6193.62 0.00856896 0.000737414 102151 0
: 168 Minimum Test error found - save the configuration
: 168 | 6618.14 6135.95 0.00857788 0.000744224 102124 0
: 169 Minimum Test error found - save the configuration
: 169 | 6556.63 6079.56 0.00858146 0.000741064 102036 0
: 170 Minimum Test error found - save the configuration
: 170 | 6498.04 6021.44 0.00859439 0.000734634 101784 0
: 171 Minimum Test error found - save the configuration
: 171 | 6437.35 5965.05 0.00858549 0.000740482 101976 0
: 172 Minimum Test error found - save the configuration
: 172 | 6377.81 5909.66 0.00856743 0.000738352 102183 0
: 173 Minimum Test error found - save the configuration
: 173 | 6319 5854.76 0.00858446 0.000742313 102013 0
: 174 Minimum Test error found - save the configuration
: 174 | 6260.69 5800.6 0.00858788 0.000743011 101977 0
: 175 Minimum Test error found - save the configuration
: 175 | 6203.1 5746.82 0.00856547 0.000735473 102171 0
: 176 Minimum Test error found - save the configuration
: 176 | 6146.24 5693.33 0.00858639 0.000742544 101991 0
: 177 Minimum Test error found - save the configuration
: 177 | 6089.76 5639.93 0.00855714 0.000734303 102265 0
: 178 Minimum Test error found - save the configuration
: 178 | 6033.05 5587.85 0.00858322 0.000742722 102034 0
: 179 Minimum Test error found - save the configuration
: 179 | 5977.72 5536.2 0.00857309 0.000738103 102106 0
: 180 Minimum Test error found - save the configuration
: 180 | 5923.09 5484 0.00857752 0.000741462 102092 0
: 181 Minimum Test error found - save the configuration
: 181 | 5867.24 5433.9 0.00858344 0.000741952 102022 0
: 182 Minimum Test error found - save the configuration
: 182 | 5815.23 5381.47 0.00857665 0.000739094 102073 0
: 183 Minimum Test error found - save the configuration
: 183 | 5759.57 5332.65 0.00860038 0.000746464 101860 0
: 184 Minimum Test error found - save the configuration
: 184 | 5707.2 5282.51 0.00858864 0.000739603 101923 0
: 185 Minimum Test error found - save the configuration
: 185 | 5654.54 5233.17 0.00861103 0.000744333 101694 0
: 186 Minimum Test error found - save the configuration
: 186 | 5602.44 5184.02 0.00858176 0.000741823 102042 0
: 187 Minimum Test error found - save the configuration
: 187 | 5550.56 5135.52 0.00857853 0.000735283 101999 0
: 188 Minimum Test error found - save the configuration
: 188 | 5499.41 5087.48 0.00859304 0.000741942 101897 0
: 189 Minimum Test error found - save the configuration
: 189 | 5448.7 5039.77 0.0085917 0.000740743 101898 0
: 190 Minimum Test error found - save the configuration
: 190 | 5397.71 4993.34 0.00857673 0.000740073 102084 0
: 191 Minimum Test error found - save the configuration
: 191 | 5347.63 4948.08 0.00858775 0.000741824 101964 0
: 192 Minimum Test error found - save the configuration
: 192 | 5299.05 4901.7 0.00857655 0.000733943 102007 0
: 193 Minimum Test error found - save the configuration
: 193 | 5250.1 4855.66 0.00859595 0.000746014 101912 0
: 194 Minimum Test error found - save the configuration
: 194 | 5201.89 4809.83 0.00859329 0.000733203 101780 0
: 195 Minimum Test error found - save the configuration
: 195 | 5153.96 4764.25 0.00859316 0.000745483 101941 0
: 196 Minimum Test error found - save the configuration
: 196 | 5105.57 4720.1 0.00856612 0.000739982 102222 0
: 197 Minimum Test error found - save the configuration
: 197 | 5058.19 4676.83 0.00858974 0.000735332 101854 0
: 198 Minimum Test error found - save the configuration
: 198 | 5012.25 4632.86 0.00860449 0.000746123 101802 0
: 199 Minimum Test error found - save the configuration
: 199 | 4966.38 4588.64 0.00862333 0.000768393 101847 0
: 200 Minimum Test error found - save the configuration
: 200 | 4919.68 4546.41 0.00865843 0.000746133 101109 0
: 201 Minimum Test error found - save the configuration
: 201 | 4874.69 4503.74 0.00861398 0.000745483 101671 0
: 202 Minimum Test error found - save the configuration
: 202 | 4830.3 4460.81 0.00861083 0.000739613 101636 0
: 203 Minimum Test error found - save the configuration
: 203 | 4784 4420.61 0.00863297 0.000744563 101415 0
: 204 Minimum Test error found - save the configuration
: 204 | 4741.37 4379.28 0.00861781 0.000740562 101558 0
: 205 Minimum Test error found - save the configuration
: 205 | 4697.87 4337.4 0.00862563 0.000751263 101596 0
: 206 Minimum Test error found - save the configuration
: 206 | 4653.53 4297.58 0.00861422 0.000746053 101675 0
: 207 Minimum Test error found - save the configuration
: 207 | 4610.36 4258.39 0.00859077 0.000733963 101823 0
: 208 Minimum Test error found - save the configuration
: 208 | 4568.7 4218.57 0.00860631 0.000747063 101791 0
: 209 Minimum Test error found - save the configuration
: 209 | 4526.73 4179.01 0.00860149 0.000749603 101886 0
: 210 Minimum Test error found - save the configuration
: 210 | 4484.84 4139.91 0.00858231 0.000735523 101953 0
: 211 Minimum Test error found - save the configuration
: 211 | 4444.27 4100.56 0.00859831 0.000744883 101866 0
: 212 Minimum Test error found - save the configuration
: 212 | 4402.5 4062.62 0.00858784 0.000730183 101812 0
: 213 Minimum Test error found - save the configuration
: 213 | 4361.33 4025.99 0.00861013 0.000748634 101762 0
: 214 Minimum Test error found - save the configuration
: 214 | 4322.19 3988.32 0.00859069 0.000739573 101896 0
: 215 Minimum Test error found - save the configuration
: 215 | 4282.5 3950.92 0.00862861 0.000740123 101414 0
: 216 Minimum Test error found - save the configuration
: 216 | 4243.51 3913.24 0.00859398 0.000744193 101914 0
: 217 Minimum Test error found - save the configuration
: 217 | 4204.83 3876.1 0.00859733 0.000739184 101805 0
: 218 Minimum Test error found - save the configuration
: 218 | 4164.66 3841.44 0.00859045 0.000746252 101986 0
: 219 Minimum Test error found - save the configuration
: 219 | 4127.66 3805.1 0.00859509 0.000744492 101903 0
: 220 Minimum Test error found - save the configuration
: 220 | 4089.63 3769.75 0.00859285 0.000737703 101844 0
: 221 Minimum Test error found - save the configuration
: 221 | 4051.38 3735.42 0.00859793 0.000745393 101878 0
: 222 Minimum Test error found - save the configuration
: 222 | 4014.66 3700.87 0.00860744 0.000738633 101667 0
: 223 Minimum Test error found - save the configuration
: 223 | 3978.8 3665.62 0.00861114 0.000748563 101748 0
: 224 Minimum Test error found - save the configuration
: 224 | 3942.06 3631.07 0.00860528 0.000744673 101773 0
: 225 Minimum Test error found - save the configuration
: 225 | 3905.18 3598.04 0.00858174 0.000738713 102001 0
: 226 Minimum Test error found - save the configuration
: 226 | 3869.94 3564.72 0.00860115 0.000748634 101878 0
: 227 Minimum Test error found - save the configuration
: 227 | 3835.18 3530.83 0.00860653 0.000743163 101738 0
: 228 Minimum Test error found - save the configuration
: 228 | 3799.58 3498.08 0.00859897 0.000746473 101878 0
: 229 Minimum Test error found - save the configuration
: 229 | 3764.85 3466.21 0.00860963 0.000755943 101863 0
: 230 Minimum Test error found - save the configuration
: 230 | 3730.55 3434.06 0.0086197 0.000741163 101542 0
: 231 Minimum Test error found - save the configuration
: 231 | 3696.63 3402.06 0.00860229 0.000743373 101795 0
: 232 Minimum Test error found - save the configuration
: 232 | 3663.62 3369.65 0.00860553 0.000741994 101735 0
: 233 Minimum Test error found - save the configuration
: 233 | 3629.63 3338.24 0.00860554 0.000747643 101808 0
: 234 Minimum Test error found - save the configuration
: 234 | 3596.34 3307.75 0.00860901 0.000742714 101700 0
: 235 Minimum Test error found - save the configuration
: 235 | 3564.61 3275.92 0.00858176 0.000740163 102020 0
: 236 Minimum Test error found - save the configuration
: 236 | 3530.94 3246.86 0.00860636 0.000745033 101764 0
: 237 Minimum Test error found - save the configuration
: 237 | 3499.59 3216.23 0.00861491 0.000744392 101645 0
: 238 Minimum Test error found - save the configuration
: 238 | 3467.66 3185.93 0.00860278 0.000738173 101721 0
: 239 Minimum Test error found - save the configuration
: 239 | 3435.62 3157.19 0.00860317 0.000745023 101805 0
: 240 Minimum Test error found - save the configuration
: 240 | 3405.97 3126.44 0.00859188 0.000732993 101796 0
: 241 Minimum Test error found - save the configuration
: 241 | 3373.81 3097.53 0.00861436 0.000744673 101656 0
: 242 Minimum Test error found - save the configuration
: 242 | 3343.37 3068.91 0.00860566 0.000740293 101712 0
: 243 Minimum Test error found - save the configuration
: 243 | 3312.55 3041.42 0.00866336 0.000742712 101002 0
: 244 Minimum Test error found - save the configuration
: 244 | 3282.56 3013.28 0.00861244 0.000744973 101685 0
: 245 Minimum Test error found - save the configuration
: 245 | 3253.91 2984.05 0.00864467 0.000742032 101232 0
: 246 Minimum Test error found - save the configuration
: 246 | 3223.35 2956.62 0.00860719 0.000739242 101678 0
: 247 Minimum Test error found - save the configuration
: 247 | 3194.19 2929.4 0.00863336 0.000750322 101484 0
: 248 Minimum Test error found - save the configuration
: 248 | 3165.05 2902.23 0.00861412 0.000742733 101634 0
: 249 Minimum Test error found - save the configuration
: 249 | 3136.87 2874.68 0.00861253 0.000744513 101677 0
: 250 Minimum Test error found - save the configuration
: 250 | 3107.65 2848.86 0.00861321 0.000746872 101699 0
: 251 Minimum Test error found - save the configuration
: 251 | 3079.72 2822.67 0.00859798 0.000735523 101749 0
: 252 Minimum Test error found - save the configuration
: 252 | 3051.85 2796.52 0.00862408 0.000747583 101568 0
: 253 Minimum Test error found - save the configuration
: 253 | 3024.19 2771 0.00861491 0.000740023 101589 0
: 254 Minimum Test error found - save the configuration
: 254 | 2996.91 2744.55 0.00858866 0.000743672 101976 0
: 255 Minimum Test error found - save the configuration
: 255 | 2970.05 2718.22 0.00887805 0.000758154 98523.5 0
: 256 Minimum Test error found - save the configuration
: 256 | 2942.52 2693.53 0.00861196 0.000740402 101632 0
: 257 Minimum Test error found - save the configuration
: 257 | 2915.49 2668.96 0.0085995 0.000741793 101811 0
: 258 Minimum Test error found - save the configuration
: 258 | 2889.7 2643.78 0.00860364 0.000744384 101791 0
: 259 Minimum Test error found - save the configuration
: 259 | 2863.32 2619.17 0.00863308 0.000762914 101650 0
: 260 Minimum Test error found - save the configuration
: 260 | 2836.95 2595.42 0.00860305 0.000746103 101821 0
: 261 Minimum Test error found - save the configuration
: 261 | 2811.69 2571.22 0.00861947 0.000746443 101613 0
: 262 Minimum Test error found - save the configuration
: 262 | 2785.99 2547.52 0.00859789 0.000738154 101785 0
: 263 Minimum Test error found - save the configuration
: 263 | 2760.44 2524.58 0.00859816 0.000743684 101853 0
: 264 Minimum Test error found - save the configuration
: 264 | 2736.52 2500.29 0.0086031 0.000742153 101769 0
: 265 Minimum Test error found - save the configuration
: 265 | 2710.94 2477.39 0.00859946 0.000743354 101832 0
: 266 Minimum Test error found - save the configuration
: 266 | 2686.72 2454.52 0.00861815 0.000745854 101622 0
: 267 Minimum Test error found - save the configuration
: 267 | 2661.89 2432.26 0.0086019 0.000737032 101718 0
: 268 Minimum Test error found - save the configuration
: 268 | 2638.27 2409.72 0.00861027 0.000743932 101699 0
: 269 Minimum Test error found - save the configuration
: 269 | 2614.64 2386.98 0.00860714 0.000740513 101695 0
: 270 Minimum Test error found - save the configuration
: 270 | 2590.43 2365.39 0.00861187 0.000738533 101609 0
: 271 Minimum Test error found - save the configuration
: 271 | 2567.06 2343.46 0.00861121 0.000744582 101695 0
: 272 Minimum Test error found - save the configuration
: 272 | 2543.6 2322.16 0.00862611 0.000741142 101459 0
: 273 Minimum Test error found - save the configuration
: 273 | 2521.21 2300.4 0.00861385 0.000742072 101629 0
: 274 Minimum Test error found - save the configuration
: 274 | 2497.33 2279.96 0.0086363 0.000748533 101423 0
: 275 Minimum Test error found - save the configuration
: 275 | 2475.12 2258.92 0.00860645 0.000736522 101653 0
: 276 Minimum Test error found - save the configuration
: 276 | 2453.15 2237.6 0.00862634 0.000746472 101525 0
: 277 Minimum Test error found - save the configuration
: 277 | 2430.72 2216.85 0.00860571 0.000740902 101719 0
: 278 Minimum Test error found - save the configuration
: 278 | 2407.82 2197.58 0.00860822 0.000738042 101650 0
: 279 Minimum Test error found - save the configuration
: 279 | 2386.02 2177.87 0.00860911 0.000745932 101740 0
: 280 Minimum Test error found - save the configuration
: 280 | 2364.76 2157.26 0.00861583 0.000739173 101566 0
: 281 Minimum Test error found - save the configuration
: 281 | 2343.47 2137.02 0.00861443 0.000744983 101659 0
: 282 Minimum Test error found - save the configuration
: 282 | 2322.38 2116.81 0.0086166 0.000744463 101624 0
: 283 Minimum Test error found - save the configuration
: 283 | 2300.38 2097.42 0.00860812 0.000736892 101636 0
: 284 Minimum Test error found - save the configuration
: 284 | 2279.17 2078.84 0.00861951 0.000747443 101625 0
: 285 Minimum Test error found - save the configuration
: 285 | 2258.25 2060.38 0.00861842 0.000740103 101545 0
: 286 Minimum Test error found - save the configuration
: 286 | 2238.18 2040.85 0.0086192 0.000750603 101670 0
: 287 Minimum Test error found - save the configuration
: 287 | 2217.23 2022.59 0.00861185 0.000743002 101667 0
: 288 Minimum Test error found - save the configuration
: 288 | 2197.12 2004.03 0.00859631 0.000736593 101785 0
: 289 Minimum Test error found - save the configuration
: 289 | 2176.86 1985.53 0.00864951 0.000746203 101224 0
: 290 Minimum Test error found - save the configuration
: 290 | 2157.25 1966.97 0.00862822 0.000751922 101570 0
: 291 Minimum Test error found - save the configuration
: 291 | 2136.65 1949.21 0.00861261 0.000739983 101618 0
: 292 Minimum Test error found - save the configuration
: 292 | 2117.4 1931.13 0.00862285 0.000744373 101543 0
: 293 Minimum Test error found - save the configuration
: 293 | 2098.35 1913.17 0.00861197 0.000739963 101626 0
: 294 Minimum Test error found - save the configuration
: 294 | 2078.25 1895.68 0.00861497 0.000746222 101668 0
: 295 Minimum Test error found - save the configuration
: 295 | 2058.88 1878.83 0.00862207 0.000746322 101578 0
: 296 Minimum Test error found - save the configuration
: 296 | 2040.72 1861.16 0.00860676 0.000734122 101618 0
: 297 Minimum Test error found - save the configuration
: 297 | 2021.13 1844.62 0.00861871 0.000742562 101573 0
: 298 Minimum Test error found - save the configuration
: 298 | 2003.49 1826.76 0.00862373 0.000741723 101497 0
: 299 Minimum Test error found - save the configuration
: 299 | 1983.68 1810.58 0.00861425 0.000740603 101605 0
: 300 Minimum Test error found - save the configuration
: 300 | 1965.71 1794.35 0.00861992 0.000744073 101576 0
: 301 Minimum Test error found - save the configuration
: 301 | 1947.51 1777.75 0.00860837 0.000742282 101702 0
: 302 Minimum Test error found - save the configuration
: 302 | 1928.89 1762.07 0.00861878 0.000744282 101594 0
: 303 Minimum Test error found - save the configuration
: 303 | 1911.78 1745.3 0.00862471 0.000750123 101593 0
: 304 Minimum Test error found - save the configuration
: 304 | 1893.55 1729.61 0.00866141 0.000733823 100913 0
: 305 Minimum Test error found - save the configuration
: 305 | 1875.71 1713.77 0.00863958 0.000749312 101391 0
: 306 Minimum Test error found - save the configuration
: 306 | 1858.66 1697.75 0.00863412 0.000748862 101455 0
: 307 Minimum Test error found - save the configuration
: 307 | 1840.45 1682.91 0.00861741 0.000738982 101543 0
: 308 Minimum Test error found - save the configuration
: 308 | 1823.9 1667.16 0.00863251 0.000748032 101465 0
: 309 Minimum Test error found - save the configuration
: 309 | 1806.58 1651.91 0.00862559 0.000743802 101500 0
: 310 Minimum Test error found - save the configuration
: 310 | 1789.59 1637.18 0.00862741 0.000737763 101399 0
: 311 Minimum Test error found - save the configuration
: 311 | 1772.89 1621.77 0.00863724 0.000750913 101441 0
: 312 Minimum Test error found - save the configuration
: 312 | 1756.03 1606.96 0.00862964 0.000740763 101409 0
: 313 Minimum Test error found - save the configuration
: 313 | 1739.62 1592.07 0.00882336 0.000745013 99030.2 0
: 314 Minimum Test error found - save the configuration
: 314 | 1723.12 1577.7 0.00864487 0.000746213 101283 0
: 315 Minimum Test error found - save the configuration
: 315 | 1706.85 1563.24 0.00863843 0.000747502 101382 0
: 316 Minimum Test error found - save the configuration
: 316 | 1690.85 1548.67 0.00862561 0.000738653 101433 0
: 317 Minimum Test error found - save the configuration
: 317 | 1674.36 1535.07 0.00862143 0.000745113 101570 0
: 318 Minimum Test error found - save the configuration
: 318 | 1659.24 1520.46 0.00863342 0.000744633 101410 0
: 319 Minimum Test error found - save the configuration
: 319 | 1643.02 1506.39 0.00878088 0.000743613 99536.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1627.52 1492.59 0.00865172 0.000747713 101215 0
: 321 Minimum Test error found - save the configuration
: 321 | 1611.8 1479.42 0.00862948 0.000741743 101423 0
: 322 Minimum Test error found - save the configuration
: 322 | 1596.41 1465.66 0.00862524 0.000738242 101433 0
: 323 Minimum Test error found - save the configuration
: 323 | 1581.3 1452.16 0.008641 0.000749442 101374 0
: 324 Minimum Test error found - save the configuration
: 324 | 1566.46 1438.5 0.00863149 0.000741423 101393 0
: 325 Minimum Test error found - save the configuration
: 325 | 1550.88 1426.16 0.00862316 0.000747012 101573 0
: 326 Minimum Test error found - save the configuration
: 326 | 1536.64 1412.57 0.00864276 0.000748402 101338 0
: 327 Minimum Test error found - save the configuration
: 327 | 1521.48 1400.25 0.00862793 0.000742353 101451 0
: 328 Minimum Test error found - save the configuration
: 328 | 1507.41 1387.01 0.00862147 0.000747533 101601 0
: 329 Minimum Test error found - save the configuration
: 329 | 1492.97 1373.98 0.00865176 0.000746242 101195 0
: 330 Minimum Test error found - save the configuration
: 330 | 1478.49 1361.27 0.00862884 0.000741134 101424 0
: 331 Minimum Test error found - save the configuration
: 331 | 1464.13 1348.95 0.00864399 0.000744914 101278 0
: 332 Minimum Test error found - save the configuration
: 332 | 1450.42 1335.99 0.00863322 0.000747833 101453 0
: 333 Minimum Test error found - save the configuration
: 333 | 1436.21 1323.7 0.00863538 0.000740423 101331 0
: 334 Minimum Test error found - save the configuration
: 334 | 1422.65 1311.35 0.00867523 0.000748414 100923 0
: 335 Minimum Test error found - save the configuration
: 335 | 1408.3 1300.02 0.00862644 0.000742963 101478 0
: 336 Minimum Test error found - save the configuration
: 336 | 1395.21 1287.72 0.00862873 0.000738763 101395 0
: 337 Minimum Test error found - save the configuration
: 337 | 1381.92 1275.88 0.00864238 0.000751194 101379 0
: 338 Minimum Test error found - save the configuration
: 338 | 1369.18 1263.52 0.00863713 0.000742363 101333 0
: 339 Minimum Test error found - save the configuration
: 339 | 1355.23 1251.83 0.0086312 0.000745822 101454 0
: 340 Minimum Test error found - save the configuration
: 340 | 1342.58 1240.13 0.00863847 0.000748052 101389 0
: 341 Minimum Test error found - save the configuration
: 341 | 1329.3 1228.63 0.00864188 0.000739882 101240 0
: 342 Minimum Test error found - save the configuration
: 342 | 1316.45 1217.39 0.0086265 0.000748093 101543 0
: 343 Minimum Test error found - save the configuration
: 343 | 1303.93 1205.75 0.00863844 0.000746812 101373 0
: 344 Minimum Test error found - save the configuration
: 344 | 1291.12 1194.93 0.00863007 0.000741362 101411 0
: 345 Minimum Test error found - save the configuration
: 345 | 1279.03 1183.61 0.00864444 0.000748722 101321 0
: 346 Minimum Test error found - save the configuration
: 346 | 1266.24 1172.58 0.00867224 0.000752364 101012 0
: 347 Minimum Test error found - save the configuration
: 347 | 1254.44 1161.39 0.00865855 0.000748533 101138 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.13 1150.49 0.00868874 0.000774134 101079 0
: 349 Minimum Test error found - save the configuration
: 349 | 1230.23 1139.32 0.00867825 0.000755892 100980 0
: 350 Minimum Test error found - save the configuration
: 350 | 1218.02 1129.31 0.0086523 0.000746573 101193 0
: 351 Minimum Test error found - save the configuration
: 351 | 1206.31 1118.77 0.0086726 0.000760154 101107 0
: 352 Minimum Test error found - save the configuration
: 352 | 1194.83 1107.79 0.00866768 0.000754633 101099 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.29 1097.59 0.00865785 0.000743954 101088 0
: 354 Minimum Test error found - save the configuration
: 354 | 1171.79 1087.32 0.00867007 0.000753804 101058 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.25 1077.14 0.00866313 0.000753593 101144 0
: 356 Minimum Test error found - save the configuration
: 356 | 1148.95 1067.2 0.00865415 0.000740052 101085 0
: 357 Minimum Test error found - save the configuration
: 357 | 1138.09 1056.69 0.00867043 0.000754503 101062 0
: 358 Minimum Test error found - save the configuration
: 358 | 1127.04 1046.65 0.00865299 0.000751664 101249 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.02 1037.19 0.00864407 0.000744313 101269 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.1 1027.06 0.00867212 0.000753684 101030 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.09 1017.52 0.00866837 0.000751394 101049 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.71 1007.51 0.00864868 0.000745883 101230 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.01 997.884 0.00869827 0.000754222 100704 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.27 988.941 0.00865381 0.000750193 101220 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.41 979.027 0.00864919 0.000737703 101119 0
: 366 Minimum Test error found - save the configuration
: 366 | 1041.56 970.532 0.00867008 0.000751593 101029 0
: 367 Minimum Test error found - save the configuration
: 367 | 1031.74 961.137 0.00866945 0.000753963 101068 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.49 951.736 0.0086399 0.000739294 101258 0
: 369 Minimum Test error found - save the configuration
: 369 | 1011.46 942.878 0.00865825 0.000753383 101204 0
: 370 Minimum Test error found - save the configuration
: 370 | 1001.98 933.27 0.00865752 0.000751482 101188 0
: 371 Minimum Test error found - save the configuration
: 371 | 991.775 924.766 0.00896876 0.000772393 97604.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.22 915.664 0.0086576 0.000744542 101099 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.692 907.05 0.00865931 0.000751984 101172 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.074 897.784 0.00865532 0.000755374 101267 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.486 889.288 0.00865108 0.000744114 101177 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.044 880.695 0.008667 0.000755633 101120 0
: 377 Minimum Test error found - save the configuration
: 377 | 934.731 872.192 0.00866517 0.000749263 101062 0
: 378 Minimum Test error found - save the configuration
: 378 | 925.957 863.183 0.00869801 0.000747302 100620 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.121 855.464 0.00865767 0.000750833 101178 0
: 380 Minimum Test error found - save the configuration
: 380 | 907.672 847.16 0.0086545 0.000749713 101204 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.468 838.442 0.00863976 0.000746024 101346 0
: 382 Minimum Test error found - save the configuration
: 382 | 889.766 830.372 0.00865646 0.000749103 101172 0
: 383 Minimum Test error found - save the configuration
: 383 | 880.652 822.558 0.00865726 0.000749484 101166 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.191 814.645 0.00863515 0.000740913 101340 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.351 806.52 0.00865748 0.000751563 101190 0
: 386 Minimum Test error found - save the configuration
: 386 | 854.896 798.345 0.00864341 0.000743782 101271 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.276 790.876 0.00864711 0.000742622 101208 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.316 782.849 0.00865763 0.000751303 101185 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.402 775.098 0.00864784 0.000744333 101221 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.375 767.189 0.00864666 0.000740943 101193 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.119 759.727 0.00864777 0.000749754 101291 0
: 392 Minimum Test error found - save the configuration
: 392 | 804.867 752.43 0.00864814 0.000747493 101257 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.118 745.547 0.00867938 0.000744602 100822 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.205 737.966 0.00865896 0.000750613 101159 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.151 730.358 0.00866875 0.000748973 101013 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.589 722.752 0.0086449 0.000743622 101249 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.351 715.996 0.00865479 0.000748824 101189 0
: 398 Minimum Test error found - save the configuration
: 398 | 758.128 708.421 0.00864684 0.000743943 101229 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.232 701.267 0.00863578 0.000740123 101321 0
: 400 Minimum Test error found - save the configuration
: 400 | 742.742 694.863 0.00865045 0.000752024 101286 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.491 687.352 0.008674 0.000754474 101016 0
: 402 Minimum Test error found - save the configuration
: 402 | 728.043 680.397 0.00863398 0.000749014 101459 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.826 673.809 0.00865068 0.000748292 101235 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.599 666.711 0.0086465 0.000741833 101206 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.061 659.889 0.00864048 0.000747873 101361 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.222 652.918 0.00864818 0.000747913 101262 0
: 407 Minimum Test error found - save the configuration
: 407 | 691.583 647.329 0.00864449 0.000736022 101157 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.095 639.939 0.00867023 0.000748634 100990 0
: 409 Minimum Test error found - save the configuration
: 409 | 677.928 633.461 0.00864692 0.000745834 101252 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.308 626.833 0.0086368 0.000743333 101350 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.421 621.323 0.00865493 0.000748234 101180 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.648 614.087 0.0086557 0.000748503 101174 0
: 413 Minimum Test error found - save the configuration
: 413 | 650.795 607.868 0.00862676 0.000739363 101428 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.573 602.194 0.00865092 0.000746742 101212 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.528 595.584 0.00863725 0.000743702 101349 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.243 589.949 0.00863323 0.000737442 101320 0
: 417 Minimum Test error found - save the configuration
: 417 | 624.812 583.664 0.00865422 0.000748043 101187 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.887 577.364 0.00863934 0.000741043 101288 0
: 419 Minimum Test error found - save the configuration
: 419 | 611.735 571.369 0.00863651 0.000738243 101288 0
: 420 Minimum Test error found - save the configuration
: 420 | 605.658 565.425 0.00864828 0.000747484 101256 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.908 559.066 0.00864307 0.000744404 101283 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.466 553.309 0.0086698 0.000741284 100902 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.187 547.67 0.00865386 0.000750183 101219 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.5 542.064 0.00864419 0.000741822 101236 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.56 536.815 0.00864499 0.000747782 101302 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.294 531.057 0.00865531 0.000747343 101164 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.626 525.101 0.00865483 0.000747914 101177 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.662 519.377 0.00937966 0.000834673 93622.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.815 514.206 0.00868273 0.000744522 100778 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.36 508.882 0.00866587 0.000739183 100925 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.632 503.412 0.0086664 0.000748482 101037 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.069 497.904 0.00866437 0.000748443 101062 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.688 492.93 0.00865285 0.000741233 101117 0
: 434 Minimum Test error found - save the configuration
: 434 | 524.178 487.226 0.00867138 0.000751313 101009 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.55 482.131 0.00865603 0.000741253 101077 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.181 476.942 0.00865469 0.000741532 101097 0
: 437 Minimum Test error found - save the configuration
: 437 | 508.19 472.053 0.00869828 0.000748642 100634 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.671 466.947 0.00865803 0.000740533 101042 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.486 461.833 0.00863932 0.000741464 101293 0
: 440 Minimum Test error found - save the configuration
: 440 | 492.256 456.822 0.00864249 0.000745774 101308 0
: 441 Minimum Test error found - save the configuration
: 441 | 486.913 451.957 0.00864743 0.000739664 101166 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.86 447.463 0.00864264 0.000746033 101309 0
: 443 Minimum Test error found - save the configuration
: 443 | 477.101 442.447 0.00864733 0.000744514 101230 0
: 444 Minimum Test error found - save the configuration
: 444 | 472.148 437.857 0.00862843 0.000740524 101421 0
: 445 Minimum Test error found - save the configuration
: 445 | 467.049 433.819 0.0086526 0.000746072 101182 0
: 446 Minimum Test error found - save the configuration
: 446 | 462.48 428.193 0.0086465 0.000746972 101272 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.578 423.31 0.00863787 0.000732752 101200 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.53 418.913 0.00864487 0.000747962 101305 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.781 414.716 0.00865019 0.000748892 101249 0
: 450 Minimum Test error found - save the configuration
: 450 | 443.353 409.93 0.0086346 0.000738753 101319 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.582 405.522 0.00864563 0.000745313 101262 0
: 452 Minimum Test error found - save the configuration
: 452 | 434.104 401.114 0.00867473 0.000752214 100978 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.385 396.717 0.00863058 0.000740173 101389 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.984 392.258 0.00863465 0.000744223 101389 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.429 387.488 0.00863493 0.000741444 101349 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.848 383.66 0.00864444 0.000738893 101195 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.825 379.776 0.00862872 0.000745784 101485 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.254 375.288 0.00863972 0.000741304 101286 0
: 459 Minimum Test error found - save the configuration
: 459 | 403.1 371.544 0.00863374 0.000748353 101453 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.901 367.012 0.00865216 0.000745832 101185 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.516 362.854 0.00863613 0.000743072 101355 0
: 462 Minimum Test error found - save the configuration
: 462 | 390.367 358.883 0.00864075 0.000747082 101347 0
: 463 Minimum Test error found - save the configuration
: 463 | 386.155 355.309 0.00863913 0.000744112 101330 0
: 464 Minimum Test error found - save the configuration
: 464 | 382.575 350.671 0.00862626 0.000738872 101428 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.114 347.64 0.00864636 0.000746442 101267 0
: 466 Minimum Test error found - save the configuration
: 466 | 373.936 343.795 0.0086533 0.000748254 101201 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.123 339.529 0.00864789 0.000738273 101143 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.355 336.121 0.00864187 0.000745994 101319 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.449 331.901 0.00863796 0.000738204 101269 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.353 328.27 0.0086395 0.000738063 101247 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.545 324.283 0.00863647 0.000743664 101358 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.964 320.541 0.00862359 0.000737694 101447 0
: 473 Minimum Test error found - save the configuration
: 473 | 346.947 317.253 0.00863053 0.000739103 101376 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.514 313.35 0.00863664 0.000740762 101319 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.837 310.321 0.00862872 0.000741663 101432 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.938 306.455 0.00862696 0.000742493 101465 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.513 303.235 0.00864948 0.000752422 101304 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.844 299.735 0.00861975 0.000736732 101484 0
: 479 Minimum Test error found - save the configuration
: 479 | 325.303 295.96 0.0086456 0.000744083 101246 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.804 292.665 0.00865103 0.000744682 101184 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.363 289.802 0.00874651 0.000738124 99895.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.069 286.136 0.00864229 0.000747894 101338 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.46 282.806 0.00864632 0.000751084 101327 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.075 280.126 0.00862185 0.000738873 101484 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.95 276.578 0.00864803 0.000746793 101250 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.772 273.229 0.0086612 0.000744753 101055 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.268 270.543 0.00863083 0.000741292 101400 0
: 488 Minimum Test error found - save the configuration
: 488 | 295.157 267.038 0.00864424 0.000744902 101274 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.886 264.241 0.00864408 0.000740722 101223 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.882 260.896 0.00863249 0.000736583 101318 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.557 257.8 0.00864904 0.000747324 101244 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.582 255.556 0.00863423 0.000738544 101321 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.516 252.359 0.0086387 0.000738813 101267 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.418 249.252 0.00865161 0.000746904 101205 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.395 247.023 0.0086416 0.000741634 101266 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.724 243.778 0.00866214 0.000744003 101034 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.607 240.935 0.00864078 0.000747672 101354 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.868 238.451 0.00864922 0.000742133 101175 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.845 235.095 0.00863897 0.000746663 101365 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.977 232.301 0.00864963 0.000745232 101209 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.994 230.052 0.00862046 0.000738982 101504 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.526 227.173 0.00864393 0.000749583 101338 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.539 225 0.00864388 0.000743493 101261 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.927 222.488 0.00864531 0.000739454 101191 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.174 219.766 0.00864427 0.000744663 101271 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.462 217.467 0.00863812 0.000738974 101277 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.003 215.463 0.00863335 0.000739293 101342 0
: 508 Minimum Test error found - save the configuration
: 508 | 237.526 212.237 0.00865691 0.000746233 101129 0
: 509 Minimum Test error found - save the configuration
: 509 | 234.966 210.633 0.00863805 0.000740244 101294 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.107 208.181 0.00862301 0.000737293 101449 0
: 511 Minimum Test error found - save the configuration
: 511 | 229.66 205.454 0.0086589 0.000745812 101098 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.858 203.884 0.00864387 0.000739382 101208 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.358 201.784 0.00866821 0.000772932 101326 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.943 198.847 0.00865352 0.000756593 101305 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.521 196.062 0.00865032 0.000738533 101115 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.29 194.681 0.00863882 0.000745294 101349 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.93 192.565 0.00865338 0.000748233 101200 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.378 190.1 0.00863968 0.000740443 101276 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.39 188.4 0.00863804 0.000744193 101345 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.953 186.065 0.00864087 0.000745134 101320 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.431 183.814 0.00861956 0.000738903 101514 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.12 181.656 0.00864652 0.000746092 101260 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.935 180.252 0.00865098 0.000745723 101199 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.695 177.621 0.00862744 0.000737613 101396 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.604 176.022 0.00865392 0.000745752 101161 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.448 172.552 0.00865637 0.000744183 101110 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.109 171.373 0.00864584 0.000735922 101139 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.725 169.121 0.00864399 0.000745663 101287 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.839 167.816 0.00864658 0.000739674 101177 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.888 165.295 0.00862937 0.000737693 101373 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.738 163.78 0.00864434 0.000745794 101284 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.637 161.825 0.0086374 0.000737404 101266 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.496 159.257 0.00864911 0.000747944 101251 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.49 158.191 0.00866512 0.000745653 101017 0
: 535 Minimum Test error found - save the configuration
: 535 | 175.353 156.334 0.00863349 0.000736273 101301 0
: 536 Minimum Test error found - save the configuration
: 536 | 173.205 155.05 0.00863383 0.000749832 101471 0
: 537 Minimum Test error found - save the configuration
: 537 | 171.349 152.386 0.00866415 0.000748862 101070 0
: 538 Minimum Test error found - save the configuration
: 538 | 169.96 149.988 0.00863963 0.000733452 101187 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.831 149.672 0.00864607 0.000746582 101272 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.612 148.603 0.00864812 0.000748804 101275 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.949 146.395 0.00865897 0.000741114 101037 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.699 144.4 0.00865022 0.000744333 101190 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.865 142.249 0.00871166 0.000781444 100880 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.039 141.029 0.00863734 0.000731493 101191 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.238 139.567 0.00865336 0.000745713 101168 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.305 137.666 0.00865357 0.000748132 101196 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.588 136.039 0.00864072 0.000739433 101249 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.826 135.548 0.00867253 0.000746813 100937 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.396 134.081 0.00864311 0.000745124 101292 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.604 131.443 0.00863484 0.000739033 101320 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.778 130.161 0.0086597 0.000743744 101062 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.273 128.444 0.00863889 0.000738363 101259 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.309 126.807 0.00864357 0.000738092 101196 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.542 125.658 0.00865396 0.000745003 101151 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.111 125.443 0.00866375 0.000741263 100978 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.538 123.129 0.00864542 0.000736263 101149 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.769 122.177 0.00865002 0.000746664 101223 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.053 120.785 0.00863814 0.000740644 101298 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.642 118.306 0.00863228 0.000738873 101350 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.974 116.905 0.00865198 0.000746044 101190 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.725 116.203 0.00864016 0.000738494 101245 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.002 114.495 0.00864848 0.000746733 101243 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.356 113.363 0.00865806 0.000747863 101135 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.009 111.539 0.0086582 0.000738603 101015 0
: 565 | 123.279 111.554 0.00860551 0.000716773 101410 1
: 566 Minimum Test error found - save the configuration
: 566 | 121.94 109.785 0.00863893 0.000745473 101350 0
: 567 Minimum Test error found - save the configuration
: 567 | 120.428 108.769 0.00863354 0.000742062 101375 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.182 106.389 0.0086488 0.000746513 101237 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.785 105.506 0.0086537 0.000747722 101189 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.522 104.362 0.00865494 0.000742363 101105 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.002 103.613 0.00864395 0.000744774 101276 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.66 102.151 0.00865213 0.000745294 101178 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.172 100.576 0.00862187 0.000738303 101477 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.841 99.5978 0.00864121 0.000747213 101343 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.371 98.4442 0.00863961 0.000740264 101274 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.233 97.2231 0.00863404 0.000739364 101334 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.169 95.7927 0.00869275 0.000750483 100727 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.805 95.5488 0.00865641 0.000739153 101045 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.492 93.3424 0.00863836 0.000739782 101284 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.197 92.7181 0.00863775 0.000749722 101420 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.997 91.8906 0.00865389 0.000742743 101123 0
: 582 Minimum Test error found - save the configuration
: 582 | 100.772 90.5817 0.00864334 0.000737354 101189 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.5522 89.1514 0.00866248 0.000747494 101074 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.3691 87.1799 0.00865544 0.000740743 101078 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.2321 87.0532 0.00866332 0.000739443 100961 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.9997 86.0759 0.00865152 0.000747053 101209 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.7958 84.4212 0.00863426 0.000739783 101337 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.6029 83.2895 0.00864103 0.000745213 101320 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.5952 82.8687 0.00865083 0.000745453 101197 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.7226 81.8649 0.008639 0.000732242 101179 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.542 80.4655 0.00864692 0.000744994 101241 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.353 80.1619 0.00865561 0.000748804 101179 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.3668 78.7029 0.00862695 0.000738453 101414 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.365 77.8668 0.00862731 0.000743044 101468 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.5673 77.3568 0.00867693 0.000752474 100953 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.3706 75.6824 0.00865011 0.000738503 101117 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.2107 74.7839 0.00864125 0.000744602 101309 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.2741 74.7459 0.0086275 0.000737123 101389 0
: 599 Minimum Test error found - save the configuration
: 599 | 82.2107 73.1213 0.00873695 0.000744273 100092 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.2329 72.1714 0.00867681 0.000742923 100833 0
: 601 | 80.3871 72.2048 0.00870385 0.000716582 100159 1
: 602 Minimum Test error found - save the configuration
: 602 | 79.5835 70.0148 0.00864119 0.000733753 101171 0
: 603 Minimum Test error found - save the configuration
: 603 | 78.5532 69.2276 0.00867003 0.000764292 101192 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.534 67.6076 0.00865641 0.000746552 101140 0
: 605 | 76.674 67.7234 0.00862297 0.000723643 101275 1
: 606 Minimum Test error found - save the configuration
: 606 | 75.7113 66.9708 0.00867667 0.000745573 100869 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.9155 66.7874 0.00865613 0.000744184 101113 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.0871 65.0526 0.00864539 0.000740634 101205 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.9531 63.8091 0.00865258 0.000748454 101213 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.0887 62.8545 0.00866564 0.000746692 101023 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.1414 62.2975 0.00864016 0.000739133 101253 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.3407 61.5138 0.00864793 0.000741573 101184 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.7383 60.8846 0.00863576 0.000741742 101343 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.3106 60.0684 0.00867732 0.000745733 100863 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.5479 59.5768 0.00874023 0.000758364 100227 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.4665 58.0621 0.008681 0.000747302 100836 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.4029 57.2932 0.00864779 0.000731162 101053 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.47 56.6417 0.00865852 0.000745472 101099 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.644 55.9109 0.00867256 0.000751313 100994 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.9831 55.496 0.0086609 0.000732934 100909 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.1385 54.4065 0.00865825 0.000749134 101149 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.3032 53.715 0.00865205 0.000744284 101166 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.5726 53.1176 0.00862784 0.000739443 101415 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.8687 52.6107 0.00866014 0.000746623 101093 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.2382 51.3719 0.00866742 0.000748533 101024 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.4522 50.7599 0.00863572 0.000738372 101300 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.5711 50.2114 0.00865325 0.000745312 101164 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.9947 49.2629 0.00863874 0.000743843 101331 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.4085 49.0369 0.00867153 0.000736904 100824 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.7736 47.9929 0.00865637 0.000750633 101192 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.949 47.8878 0.00864543 0.000740004 101196 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.1819 46.6697 0.00864592 0.000738424 101170 0
: 633 | 54.5461 46.9018 0.00861324 0.000716322 101305 1
: 634 Minimum Test error found - save the configuration
: 634 | 53.8828 45.4901 0.00864706 0.000740332 101180 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1867 44.6622 0.00864614 0.000741053 101201 0
: 636 | 52.8894 44.7635 0.00862424 0.000717473 101179 1
: 637 Minimum Test error found - save the configuration
: 637 | 52.0769 43.7766 0.00866343 0.000761292 101238 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.4212 42.9644 0.00863968 0.000746483 101353 0
: 639 | 50.8621 42.9975 0.00862159 0.000716933 101206 1
: 640 Minimum Test error found - save the configuration
: 640 | 50.512 42.6079 0.00865396 0.000743883 101137 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5659 41.5119 0.00863945 0.000747104 101364 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.7934 40.9051 0.00864036 0.000748314 101368 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.2145 39.6164 0.00863104 0.000740204 101383 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.7347 39.4468 0.00867743 0.000748873 100901 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.2052 38.8771 0.00864749 0.000745474 101240 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4714 38.2599 0.00865156 0.000739462 101111 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.9355 37.851 0.00865743 0.000747413 101138 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.3214 37.2891 0.00864998 0.000746003 101215 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.9596 36.517 0.00866096 0.000739752 100995 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.5026 36.3978 0.00866736 0.000747294 101009 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.7617 36.1119 0.00864913 0.000743403 101193 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4127 35.2737 0.00863148 0.000740453 101381 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7318 34.6191 0.00865198 0.000745604 101184 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.2085 34.2612 0.00865713 0.000744053 101098 0
: 655 | 41.6869 34.4047 0.00860948 0.000708633 101255 1
: 656 Minimum Test error found - save the configuration
: 656 | 41.2354 33.1965 0.00864345 0.000745373 101291 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.9205 32.9546 0.00868039 0.000742073 100777 0
: 658 | 40.1778 33.2993 0.00865106 0.000709354 100734 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.9936 31.9801 0.00868943 0.000748214 100740 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.332 31.8805 0.00865103 0.000739723 101121 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.7086 31.1251 0.00865501 0.000738553 101055 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.264 30.5736 0.00864806 0.000749693 101287 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.9065 29.9744 0.00865469 0.000739263 101069 0
: 664 | 37.4092 30.0222 0.00861675 0.000708513 101160 1
: 665 Minimum Test error found - save the configuration
: 665 | 37.1887 29.552 0.00865182 0.000746982 101204 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.7289 29.0678 0.00864441 0.000739983 101209 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.0306 28.1836 0.00868553 0.000742433 100716 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.6804 28.033 0.00866429 0.000744233 101009 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.2923 27.3871 0.00865617 0.000741123 101073 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.7129 26.8808 0.00864641 0.000737274 101149 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.4126 26.662 0.00865444 0.000746853 101169 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0408 26.0575 0.00863666 0.000740642 101317 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.5877 25.9913 0.00865116 0.000747733 101222 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.4102 25.8353 0.00867657 0.000746863 100887 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.8172 24.9694 0.00864369 0.000737992 101193 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.487 24.5219 0.00865164 0.000745532 101188 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.8164 23.8637 0.00868291 0.000752423 100877 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.4585 23.7428 0.0086551 0.000740404 101078 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.1002 23.2795 0.00865227 0.000749044 101225 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.6084 23.1974 0.00865039 0.000745493 101203 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.6955 23.1523 0.00865488 0.000742152 101103 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.0603 22.6921 0.0086649 0.000745333 101016 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.4475 21.9007 0.00866212 0.000750192 101113 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.0791 21.718 0.00865071 0.000740484 101135 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.7175 21.1952 0.00865216 0.000746363 101192 0
: 686 | 28.4413 21.4164 0.00863937 0.000716674 100976 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.0718 20.9575 0.00864762 0.000731944 101065 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.6869 20.2084 0.00868155 0.000769442 101111 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.5147 20.1254 0.00865517 0.000745693 101145 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.9837 19.3491 0.00864337 0.000730543 101102 0
: 691 | 26.5615 19.9882 0.00862371 0.000722002 101244 1
: 692 | 26.739 20.2328 0.00863218 0.000716902 101070 2
: 693 Minimum Test error found - save the configuration
: 693 | 26.3319 18.6827 0.00864292 0.000742393 101259 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6499 18.6181 0.00865766 0.000745994 101117 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2023 18.1532 0.00866195 0.000747104 101076 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9691 17.8947 0.00863974 0.000742893 101306 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.5405 17.7798 0.00865213 0.000745824 101185 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.2438 17.4504 0.0086659 0.000742513 100967 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.9899 17.3149 0.00864243 0.000737942 101208 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.6876 16.7517 0.00866401 0.000747313 101052 0
: 701 | 23.2687 16.8541 0.00861536 0.000710192 101200 1
: 702 Minimum Test error found - save the configuration
: 702 | 23.0081 16.7305 0.00865917 0.000740542 101028 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.9382 16.4033 0.00868234 0.000747884 100826 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.7608 15.6709 0.00865427 0.000740254 101087 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.1671 15.4553 0.0086522 0.000739134 101099 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.7854 15.1366 0.00864885 0.000746424 101235 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.4222 15.0667 0.00866508 0.000744772 101006 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1854 14.7 0.00865242 0.000739523 101101 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.9759 14.4127 0.00865208 0.000746982 101201 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.5406 14.1436 0.00865165 0.000743822 101166 0
: 711 | 20.3301 14.2291 0.00861962 0.000709602 101138 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.2945 13.6087 0.00866061 0.000748424 101110 0
: 713 | 19.8787 13.8124 0.00863655 0.000712283 100956 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.4651 13.3723 0.00865903 0.000748913 101136 0
: 715 | 19.4696 13.8735 0.00864008 0.000716252 100961 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.0581 12.967 0.00864848 0.000740173 101159 0
: 717 | 18.8163 12.9838 0.00861504 0.000717002 101291 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.5529 12.7524 0.0087014 0.000748533 100593 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.2224 12.4706 0.00865891 0.000739742 101021 0
: 720 | 17.9632 12.8354 0.00861474 0.000716553 101289 1
: 721 | 17.8689 12.5082 0.00862909 0.000715773 101095 2
: 722 Minimum Test error found - save the configuration
: 722 | 17.5152 12.4257 0.00865535 0.000735324 101010 0
: 723 | 17.6362 12.7888 0.00862386 0.000716703 101174 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.4026 11.9743 0.008645 0.000745974 101278 0
: 725 | 17.1695 12.1995 0.0086141 0.000708584 101195 1
: 726 Minimum Test error found - save the configuration
: 726 | 16.8122 11.5072 0.00866574 0.000746953 101026 0
: 727 | 16.5928 11.6191 0.0086335 0.000710843 100976 1
: 728 Minimum Test error found - save the configuration
: 728 | 16.2803 11.3636 0.00865378 0.000740593 101097 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.9678 11.1371 0.00865588 0.000750932 101203 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.6876 10.7377 0.00864906 0.000741013 101163 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.4075 10.6895 0.00864477 0.000737813 101177 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.4475 10.4235 0.00865927 0.000747644 101117 0
: 733 | 15.2287 10.8828 0.00864227 0.000711454 100872 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.1338 10.0888 0.00866895 0.000758073 101127 0
: 735 | 14.6858 10.5435 0.0086235 0.000718344 101200 1
: 736 | 14.6322 10.3336 0.00863951 0.000711012 100902 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.427 9.80256 0.00866017 0.000741872 101032 0
: 738 | 14.1737 10.0356 0.00862943 0.000717013 101107 1
: 739 | 14.1235 10.211 0.00861871 0.000711743 101177 2
: 740 Minimum Test error found - save the configuration
: 740 | 13.6783 9.70842 0.00864801 0.000748142 101268 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5977 9.30538 0.00866438 0.000748973 101069 0
: 742 | 13.4596 9.52181 0.00860911 0.000703863 101199 1
: 743 | 13.2487 9.38362 0.00862335 0.000717512 101191 2
: 744 Minimum Test error found - save the configuration
: 744 | 12.9091 9.11492 0.00867452 0.000748344 100931 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.7519 9.01504 0.00864317 0.000733044 101136 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5255 8.75356 0.00866167 0.000747963 101090 0
: 747 | 12.5207 9.27872 0.00863332 0.000723344 101138 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.2996 8.69655 0.00868503 0.000736022 100642 0
: 749 | 12.162 8.73131 0.00861505 0.000716672 101287 1
: 750 | 12.0021 8.94877 0.00863908 0.000716392 100976 2
: 751 | 12.1131 8.90393 0.0086199 0.000709173 101129 3
: 752 | 11.8047 8.94516 0.00862225 0.000717592 101206 4
: 753 Minimum Test error found - save the configuration
: 753 | 11.6125 8.03488 0.00865619 0.000742822 101095 0
: 754 | 11.4502 8.35273 0.00861825 0.000709382 101152 1
: 755 Minimum Test error found - save the configuration
: 755 | 11.3004 7.99348 0.00866491 0.000745183 101014 0
: 756 | 11.2126 8.14215 0.00863724 0.000714394 100974 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.9641 7.99026 0.00865289 0.000740553 101108 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.6728 7.71572 0.00865659 0.000747393 101148 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.4956 7.65372 0.00864974 0.000741653 101162 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.4319 7.46192 0.00865944 0.000738812 101002 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.2359 7.26877 0.00866355 0.000748763 101077 0
: 762 | 10.457 8.18923 0.00864995 0.000711683 100778 1
: 763 Minimum Test error found - save the configuration
: 763 | 10.4125 7.13226 0.00865801 0.000740493 101042 0
: 764 | 10.1686 7.96142 0.00863213 0.000714934 101046 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.88108 7.02623 0.00866264 0.000741414 100995 0
: 766 | 9.63451 7.06012 0.00863117 0.000717174 101087 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.63322 6.99555 0.0086572 0.000744544 101104 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.38794 6.74397 0.00864388 0.000743333 101259 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.20556 6.65544 0.00865554 0.000748083 101170 0
: 770 | 9.22145 6.75319 0.00863571 0.000716203 101016 1
: 771 | 8.98584 6.72501 0.00861987 0.000704003 101063 2
: 772 Minimum Test error found - save the configuration
: 772 | 8.77268 6.24786 0.008655 0.000746522 101157 0
: 773 | 8.74663 6.24936 0.00863312 0.000718973 101085 1
: 774 | 8.74775 6.27874 0.00862532 0.000709752 101067 2
: 775 Minimum Test error found - save the configuration
: 775 | 8.59932 6.00581 0.00866315 0.000749534 101092 0
: 776 | 8.48608 6.42763 0.00865273 0.000719274 100839 1
: 777 | 8.44296 6.08545 0.00864986 0.000709943 100757 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.26037 5.71278 0.0086558 0.000751704 101213 0
: 779 | 8.09206 5.91142 0.00862716 0.000710723 101055 1
: 780 | 8.13989 6.17081 0.008623 0.000709612 101094 2
: 781 Minimum Test error found - save the configuration
: 781 | 8.01124 5.42022 0.00868907 0.000749123 100756 0
: 782 | 7.77812 5.70889 0.00862676 0.000711893 101076 1
: 783 | 7.67796 5.5559 0.00862001 0.000708992 101125 2
: 784 | 7.66505 6.11567 0.00865246 0.000717422 100819 3
: 785 | 7.67894 5.69932 0.00864163 0.000712133 100889 4
: 786 Minimum Test error found - save the configuration
: 786 | 7.68515 5.34518 0.00867247 0.000741154 100866 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.35957 5.23418 0.0086672 0.000745243 100985 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.17055 5.02184 0.0086448 0.000743132 101245 0
: 789 | 7.18201 5.36682 0.00863253 0.000710853 100989 1
: 790 Minimum Test error found - save the configuration
: 790 | 7.26296 4.91564 0.00865695 0.000749703 101173 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.1338 4.62327 0.0086515 0.000738802 101103 0
: 792 | 6.977 5.04295 0.00865759 0.000709533 100654 1
: 793 | 6.97099 4.95047 0.00864369 0.000716824 100923 2
: 794 | 6.89183 5.08071 0.00863348 0.000711393 100983 3
: 795 | 6.64451 4.75692 0.00863477 0.000718094 101053 4
: 796 | 6.679 4.99211 0.00864135 0.000719674 100989 5
: 797 Minimum Test error found - save the configuration
: 797 | 6.48482 4.41752 0.00865167 0.000738094 101092 0
: 798 | 6.462 5.01337 0.00861891 0.000717433 101247 1
: 799 | 6.43413 4.62547 0.00863661 0.000717553 101022 2
: 800 | 6.2118 4.69789 0.00862463 0.000709173 101068 3
: 801 Minimum Test error found - save the configuration
: 801 | 6.19129 4.40591 0.00866828 0.000748563 101014 0
: 802 | 6.06882 4.98288 0.00862183 0.000710573 101122 1
: 803 Minimum Test error found - save the configuration
: 803 | 5.89984 4.1757 0.00891485 0.000805094 98646.7 0
: 804 | 5.91462 4.59144 0.00864796 0.000710252 100785 1
: 805 Minimum Test error found - save the configuration
: 805 | 5.80822 3.90033 0.00865934 0.000747114 101109 0
: 806 | 5.80165 4.09475 0.00862201 0.000711204 101128 1
: 807 | 5.87785 4.32618 0.00865179 0.000709823 100731 2
: 808 Minimum Test error found - save the configuration
: 808 | 5.68661 3.87572 0.0086801 0.000748694 100865 0
: 809 | 5.69281 4.20298 0.00862966 0.000711823 101038 1
: 810 | 5.65394 4.09322 0.00862377 0.000707832 101062 2
: 811 | 5.39117 4.00189 0.00862006 0.000716693 101223 3
: 812 | 5.4512 4.19995 0.00861464 0.000703163 101119 4
: 813 | 5.36308 4.18266 0.00863662 0.000715662 100998 5
: 814 Minimum Test error found - save the configuration
: 814 | 5.23439 3.74039 0.00866487 0.000751832 101099 0
: 815 | 5.21796 4.15965 0.0086197 0.000705683 101087 1
: 816 | 5.1408 4.07412 0.00863024 0.000714373 101063 2
: 817 | 5.08317 4.16172 0.00861552 0.000711292 101212 3
: 818 | 5.0815 3.81333 0.00861996 0.000709392 101131 4
: 819 | 4.96547 3.96217 0.00862674 0.000714992 101115 5
: 820 Minimum Test error found - save the configuration
: 820 | 4.99103 3.42575 0.00865561 0.000743494 101111 0
: 821 | 4.92606 4.56781 0.00862134 0.000708353 101100 1
: 822 | 5.00272 3.65458 0.00864307 0.000715964 100920 2
: 823 | 4.89253 4.68909 0.00863637 0.000710564 100936 3
: 824 | 4.79417 4.27889 0.00862732 0.000707663 101014 4
: 825 | 4.64298 4.01392 0.00865068 0.000733073 101041 5
: 826 | 4.62973 4.19089 0.00862723 0.000710863 101057 6
: 827 | 4.55272 4.2996 0.00862922 0.000716243 101100 7
: 828 Minimum Test error found - save the configuration
: 828 | 4.43799 3.369 0.00867492 0.000751592 100968 0
: 829 | 4.42234 3.49525 0.00861819 0.000702863 101070 1
: 830 | 4.46125 3.43437 0.0086315 0.000717233 101083 2
: 831 | 4.34614 3.83579 0.00864975 0.000721132 100900 3
: 832 | 4.22465 4.19627 0.00863695 0.000702182 100822 4
: 833 Minimum Test error found - save the configuration
: 833 | 4.18326 3.213 0.00867329 0.000748844 100953 0
: 834 | 4.20124 3.92659 0.00863775 0.000718024 101014 1
: 835 | 4.22441 4.10086 0.00862367 0.000709933 101090 2
: 836 | 4.0054 3.44205 0.0086461 0.000717553 100901 3
: 837 | 4.05379 3.90635 0.00863679 0.000713393 100967 4
: 838 | 4.0327 4.15147 0.00863519 0.000708973 100931 5
: 839 | 4.01763 3.89892 0.0086391 0.000719332 101013 6
: 840 | 3.84892 3.66303 0.00863423 0.000712203 100984 7
: 841 Minimum Test error found - save the configuration
: 841 | 3.72726 3.19773 0.00865883 0.000744123 101078 0
: 842 | 3.82341 4.29439 0.00862811 0.000716453 101117 1
: 843 | 3.88991 4.83296 0.00862679 0.000711213 101067 2
: 844 | 3.78966 3.76602 0.00862067 0.000710023 101129 3
: 845 | 3.73277 3.70471 0.0086317 0.000717063 101078 4
: 846 | 3.67564 3.45128 0.00860799 0.000702383 101194 5
: 847 | 3.71416 3.92197 0.00864359 0.000715844 100911 6
: 848 | 3.51554 3.67897 0.00863968 0.000715073 100951 7
: 849 | 3.84229 3.95889 0.00862604 0.000709733 101057 8
: 850 | 3.65171 4.32804 0.00863754 0.000717383 101008 9
: 851 | 3.55741 4.59253 0.00866861 0.000717142 100610 10
: 852 | 3.49633 4.60704 0.00863749 0.000709132 100904 11
: 853 | 3.56084 4.65273 0.00863569 0.000716582 101022 12
: 854 | 3.48904 4.42886 0.00863947 0.000712393 100920 13
: 855 | 3.39607 4.16426 0.00862167 0.000708913 101103 14
: 856 | 3.32174 3.90683 0.0086276 0.000716512 101124 15
: 857 | 3.37138 3.72784 0.00862515 0.000710963 101084 16
: 858 | 3.11257 3.71701 0.00862747 0.000709453 101035 17
: 859 | 3.16073 4.63014 0.00863658 0.000716393 101008 18
: 860 | 3.15862 4.22364 0.00863265 0.000712672 101010 19
: 861 | 3.16462 4.78198 0.00863331 0.000717274 101061 20
: 862 | 3.05826 4.58374 0.00864617 0.000717394 100898 21
:
: Elapsed time for training with 1000 events: 7.43 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: 0.0235 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: 0.154 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.31767e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09263e+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: 0.0386 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: 0.036 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: 0.00147 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: 0.208 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: 0.908 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: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00266 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: 0.0372 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0045 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: 0.00239 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000792 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: 0.207 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0234 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: 0.901 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 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 DNN_CPU : -0.804 -0.108 5.25 1.44 | 3.245 3.241
: datasetreg BDTG : 0.0489 0.0694 2.42 1.86 | 3.157 3.194
: 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 DNN_CPU : -0.159 -0.0478 1.88 1.05 | 3.380 3.370
: datasetreg BDTG : 0.0188 0.0107 0.445 0.254 | 3.483 3.514
: 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.