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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:61
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:74
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:417
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:3797
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1108
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:72
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1174
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.254 sec
: Elapsed time for training with 1000 events: 0.257 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00265 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: 0.000684 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00398 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: 0.000181 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000393 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 = 31516
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33053.4 31137.6 0.0101268 0.00101315 87780.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32540.6 30611.2 0.0102047 0.00101197 87025 0
: 3 Minimum Test error found - save the configuration
: 3 | 31888.2 29983.6 0.0103377 0.00101665 85827.1 0
: 4 Minimum Test error found - save the configuration
: 4 | 31202.8 29361 0.0103491 0.00101222 85682.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30493.3 28673.6 0.0102952 0.00100961 86155.1 0
: 6 Minimum Test error found - save the configuration
: 6 | 29694.2 27749.5 0.010299 0.00102176 86232.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28939.9 27096.2 0.0101554 0.000981764 87206.2 0
: 8 Minimum Test error found - save the configuration
: 8 | 28461.2 26714.8 0.0099992 0.000971654 88617.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28100.5 26387.7 0.00999539 0.000973045 88668.8 0
: 10 Minimum Test error found - save the configuration
: 10 | 27775.7 26086.1 0.010023 0.000992044 88584.4 0
: 11 Minimum Test error found - save the configuration
: 11 | 27466.7 25805.9 0.00996564 0.000973054 88962.2 0
: 12 Minimum Test error found - save the configuration
: 12 | 27183.4 25528.6 0.00994626 0.000972714 89150.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 26898.9 25267.7 0.00994069 0.000971715 89196.3 0
: 14 Minimum Test error found - save the configuration
: 14 | 26629.4 25012.5 0.00995083 0.000976344 89141.6 0
: 15 Minimum Test error found - save the configuration
: 15 | 26366.4 24763.4 0.00995017 0.000969134 89076.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 26106.7 24523.6 0.00992588 0.000958923 89216.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25858.8 24283.5 0.0099381 0.000968774 89192.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25607.8 24054.3 0.00989264 0.000960715 89566.3 0
: 19 Minimum Test error found - save the configuration
: 19 | 25371.1 23821.1 0.00987694 0.000964754 89764.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25128.5 23598.8 0.00990733 0.000965234 89464.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 24898.1 23374.6 0.00993004 0.000984415 89429.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24667.9 23153.9 0.00990315 0.000966934 89523.3 0
: 23 Minimum Test error found - save the configuration
: 23 | 24439.8 22938.5 0.00990219 0.000966194 89525.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24217 22725.8 0.00993028 0.000966284 89245.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 23994.3 22519 0.00991113 0.000965834 89432.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23775.4 22316.7 0.00991702 0.000962924 89344.5 0
: 27 Minimum Test error found - save the configuration
: 27 | 23564.6 22110.8 0.00991292 0.000965275 89409 0
: 28 Minimum Test error found - save the configuration
: 28 | 23350.3 21910.5 0.00990371 0.000966514 89513.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23140.8 21712.4 0.00991376 0.000968844 89436.2 0
: 30 Minimum Test error found - save the configuration
: 30 | 22934 21515.9 0.00990512 0.000966155 89495.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22730.3 21320.2 0.00995401 0.000979305 89139.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22525.8 21130 0.00990108 0.000963355 89508.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22325.1 20942.5 0.0101321 0.000984925 87459.1 0
: 34 Minimum Test error found - save the configuration
: 34 | 22127.7 20756 0.00995215 0.000964865 89014.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21935.1 20567.6 0.0099167 0.000965185 89370.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21736.4 20388.4 0.00991152 0.000966915 89439.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21550.2 20203.2 0.0100274 0.00106892 89300.9 0
: 38 Minimum Test error found - save the configuration
: 38 | 21354.9 20028.6 0.0099436 0.000967354 89124.1 0
: 39 Minimum Test error found - save the configuration
: 39 | 21172.1 19848.6 0.00991952 0.000970434 89394.6 0
: 40 Minimum Test error found - save the configuration
: 40 | 20984.1 19674.3 0.00992667 0.000965315 89272.2 0
: 41 Minimum Test error found - save the configuration
: 41 | 20799.7 19503.1 0.0099612 0.000996955 89243.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20620.7 19329.6 0.00994826 0.000967034 89074.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20439.9 19159.4 0.00993831 0.000966815 89171.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20260.6 18993 0.00994838 0.000970176 89104.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20085.6 18826.6 0.00995464 0.000968935 89030.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19910.9 18662.5 0.00993943 0.000968304 89174.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19738.3 18500.3 0.00995528 0.000973525 89069.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19565.7 18342.3 0.00995315 0.000969424 89049.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19400.5 18180.1 0.00994337 0.000969584 89148.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19230.3 18023.9 0.00994474 0.000966484 89104.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 19065.4 17868 0.0099628 0.000966654 88926.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18901.8 17713.1 0.00999134 0.000985754 88833.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18737.6 17562.5 0.00995365 0.000977554 89125.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18578.5 17410.9 0.00997053 0.000972224 88905.6 0
: 55 Minimum Test error found - save the configuration
: 55 | 18418.7 17262 0.00996609 0.000984985 89075.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18261.6 17114 0.0099477 0.000963944 89049.6 0
: 57 Minimum Test error found - save the configuration
: 57 | 18106.9 16965.7 0.00996286 0.000972215 88981.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17950.4 16822.1 0.0100786 0.000978765 87913.8 0
: 59 Minimum Test error found - save the configuration
: 59 | 17798.1 16679.1 0.00996113 0.000971724 88993.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17647.5 16536.4 0.00995303 0.000960274 88960.5 0
: 61 Minimum Test error found - save the configuration
: 61 | 17497.1 16395.7 0.00996742 0.000971254 88926.7 0
: 62 Minimum Test error found - save the configuration
: 62 | 17347.8 16256.2 0.00999534 0.000992204 88857.9 0
: 63 Minimum Test error found - save the configuration
: 63 | 17196.9 16112.9 0.00998788 0.000979124 88802.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 17038.7 15948.4 0.0100487 0.000979185 88207.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16919.2 15831.4 0.0100636 0.000984454 88113.8 0
: 66 Minimum Test error found - save the configuration
: 66 | 16751.2 15694.1 0.0100511 0.000983055 88221.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16604.1 15534.6 0.0101039 0.000999156 87866.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16447.6 15406 0.0101152 0.000988505 87654.9 0
: 69 Minimum Test error found - save the configuration
: 69 | 16300.4 15248.2 0.0101424 0.000996864 87473.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16163 15124.1 0.0101552 0.000999274 87374.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 16009.8 14972.5 0.0101649 0.00100113 87300.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15861.1 14828.6 0.0102056 0.00100011 86904.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15716.7 14688.8 0.0102332 0.00102198 86850.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15577.6 14554.3 0.0102044 0.00100118 86925.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15432.1 14422.5 0.0101873 0.000997654 87054.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15294.5 14295 0.0102112 0.000998165 86833.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15158.3 14158.4 0.010191 0.00100141 87054.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15019.4 14028.2 0.0102 0.00100437 86998 0
: 79 Minimum Test error found - save the configuration
: 79 | 14882.6 13900.3 0.0103182 0.00101531 85995.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14749.4 13772 0.01021 0.00100475 86907.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14614 13646.8 0.0102163 0.00100356 86836.6 0
: 82 Minimum Test error found - save the configuration
: 82 | 14483.3 13517.5 0.0101921 0.000998685 87018.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14349 13393.8 0.0102323 0.00102086 86848.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14218.8 13273 0.0102329 0.00100187 86664.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 14091.3 13148.7 0.0102178 0.00100159 86804 0
: 86 Minimum Test error found - save the configuration
: 86 | 13961.5 13030.1 0.0102238 0.00100488 86778 0
: 87 Minimum Test error found - save the configuration
: 87 | 13836.7 12908.8 0.0102114 0.00100346 86881.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13710.2 12790 0.0102218 0.00100402 86788.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13585 12675.5 0.01023 0.00100564 86726.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13463.9 12558.1 0.0102505 0.00100228 86503 0
: 91 Minimum Test error found - save the configuration
: 91 | 13341.2 12443.5 0.0102411 0.00100371 86604.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13221.7 12329.5 0.0102239 0.000999263 86724 0
: 93 Minimum Test error found - save the configuration
: 93 | 13101.7 12216.7 0.0102671 0.00102298 86541.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12982.8 12106.7 0.010225 0.00100348 86753.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12866.3 11996.1 0.010228 0.00100498 86739.4 0
: 96 Minimum Test error found - save the configuration
: 96 | 12749.8 11887.5 0.0102471 0.00101431 86647.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12635.9 11778 0.0102338 0.00100785 86711.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12520.2 11671.7 0.0102595 0.00100552 86449.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12407.4 11566.4 0.0103527 0.0010119 85645.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12297 11459.2 0.0102455 0.00100044 86532.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12183.8 11356.4 0.0103237 0.00100355 85835.7 0
: 102 Minimum Test error found - save the configuration
: 102 | 12074.7 11252.9 0.0102491 0.00100951 86584.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11965.8 11150.5 0.0102954 0.00102618 86306.8 0
: 104 Minimum Test error found - save the configuration
: 104 | 11857.2 11049.1 0.0102485 0.00100957 86589.7 0
: 105 Minimum Test error found - save the configuration
: 105 | 11750.5 10948.2 0.0102671 0.00100843 86405.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11643.8 10849.2 0.0102614 0.00100516 86428.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11540 10748.3 0.0102492 0.00100441 86535.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11435.1 10649.5 0.0102536 0.00100563 86505.6 0
: 109 Minimum Test error found - save the configuration
: 109 | 11328.9 10555.7 0.0102807 0.00100405 86238.4 0
: 110 Minimum Test error found - save the configuration
: 110 | 11229.1 10458.4 0.0102627 0.00100842 86446.1 0
: 111 Minimum Test error found - save the configuration
: 111 | 11125.8 10364.8 0.0102607 0.00100803 86461.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 11027.4 10268.3 0.0102742 0.00100826 86337.6 0
: 113 Minimum Test error found - save the configuration
: 113 | 10925.7 10175.4 0.0103091 0.00102635 86181.7 0
: 114 Minimum Test error found - save the configuration
: 114 | 10827.9 10081.8 0.0102685 0.00100644 86374 0
: 115 Minimum Test error found - save the configuration
: 115 | 10728.3 9990.92 0.0102958 0.0010114 86166.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10632.1 9899.73 0.0102785 0.00100751 86290.8 0
: 117 Minimum Test error found - save the configuration
: 117 | 10536.5 9807.71 0.0102709 0.00100582 86345.6 0
: 118 Minimum Test error found - save the configuration
: 118 | 10440.5 9717.6 0.0102785 0.00100793 86294.9 0
: 119 Minimum Test error found - save the configuration
: 119 | 10345 9629.57 0.0103988 0.00104349 85512.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10252 9540.86 0.0102888 0.00101841 86296.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10157.8 9455.02 0.010287 0.00101318 86264.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 10066.4 9368.66 0.0103432 0.00101088 85724 0
: 123 Minimum Test error found - save the configuration
: 123 | 9974.42 9283.92 0.0103063 0.00102557 86199.8 0
: 124 Minimum Test error found - save the configuration
: 124 | 9885.18 9198.24 0.0102976 0.0010061 86100.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9794.47 9114.62 0.0103138 0.00100828 85970.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9706.69 9029.92 0.0102923 0.00101304 86213.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9616.71 8949.07 0.0102918 0.00101498 86236.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9529.45 8868.3 0.0103105 0.00102241 86131.4 0
: 129 Minimum Test error found - save the configuration
: 129 | 9443.68 8787.2 0.0103005 0.001016 86165 0
: 130 Minimum Test error found - save the configuration
: 130 | 9357.96 8706.5 0.010303 0.00101379 86121.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9274.21 8624.25 0.0103848 0.00101978 85424.5 0
: 132 Minimum Test error found - save the configuration
: 132 | 9187.83 8546.24 0.0103007 0.00101195 86125.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9105.13 8467.12 0.0103773 0.0010269 85557.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 9021.96 8389.91 0.0103121 0.00100854 85988.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8939.87 8312.5 0.0102994 0.00101151 86133.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8857.74 8237.53 0.0103039 0.00101179 86094.6 0
: 137 Minimum Test error found - save the configuration
: 137 | 8777.09 8163.05 0.0103166 0.00101321 85990.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8698.81 8086.52 0.0103153 0.00101269 85997.6 0
: 139 Minimum Test error found - save the configuration
: 139 | 8618.34 8012.67 0.0103041 0.00101201 86095.2 0
: 140 Minimum Test error found - save the configuration
: 140 | 8540.36 7938.74 0.0104477 0.00101866 84844.1 0
: 141 Minimum Test error found - save the configuration
: 141 | 8461.58 7866.7 0.0103072 0.00101295 86074.7 0
: 142 Minimum Test error found - save the configuration
: 142 | 8384.57 7795.26 0.0103202 0.00102585 86074.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8309.29 7722.21 0.0103985 0.00103436 85432.3 0
: 144 Minimum Test error found - save the configuration
: 144 | 8232.29 7651.93 0.0103202 0.00101697 85991.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8158.5 7580.13 0.0103208 0.00101531 85971.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8082.78 7510.68 0.0103313 0.0010153 85874.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 8009.81 7441.1 0.0103081 0.00101439 86079.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7935.32 7373.66 0.0103329 0.00102465 85944.9 0
: 149 Minimum Test error found - save the configuration
: 149 | 7863.53 7305.77 0.0103457 0.00101739 85760.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7792.13 7238.37 0.0103274 0.00101262 85885.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7720.63 7171.01 0.0103248 0.00101925 85969.9 0
: 152 Minimum Test error found - save the configuration
: 152 | 7649.41 7106.09 0.0103329 0.00101645 85869.3 0
: 153 Minimum Test error found - save the configuration
: 153 | 7580.4 7039.62 0.0103498 0.00104885 86012.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7510.09 6975.87 0.010322 0.00101925 85996.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7442.31 6910.91 0.0103605 0.0010168 85619.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7374.74 6845.91 0.0103187 0.00101155 85955.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7305.61 6784.25 0.0103285 0.00101594 85905.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7238.86 6722.32 0.0103518 0.00101693 85699.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7174.06 6658.58 0.0103141 0.00101702 86049 0
: 160 Minimum Test error found - save the configuration
: 160 | 7108.13 6596.4 0.0104593 0.0010316 84856.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7042.03 6535.68 0.010342 0.00101872 85806.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 6977.26 6476.43 0.010332 0.00101889 85900 0
: 163 Minimum Test error found - save the configuration
: 163 | 6915.09 6414.75 0.0103346 0.00101834 85871.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6849.58 6356.7 0.0103765 0.0010336 85627 0
: 165 Minimum Test error found - save the configuration
: 165 | 6787.74 6298.06 0.0103479 0.00101462 85715 0
: 166 Minimum Test error found - save the configuration
: 166 | 6725.66 6239.38 0.010361 0.00101512 85599.5 0
: 167 Minimum Test error found - save the configuration
: 167 | 6663.34 6182.26 0.010338 0.00101788 85836.2 0
: 168 Minimum Test error found - save the configuration
: 168 | 6602.07 6124.91 0.0103461 0.00102287 85807 0
: 169 Minimum Test error found - save the configuration
: 169 | 6541.05 6069.87 0.0103589 0.00101727 85637.9 0
: 170 Minimum Test error found - save the configuration
: 170 | 6481.89 6012.75 0.0103476 0.0010206 85772.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6422.32 5956.26 0.0103374 0.0010179 85841.5 0
: 172 Minimum Test error found - save the configuration
: 172 | 6363.25 5900.54 0.0103602 0.00101535 85608.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6304.35 5846.32 0.0103509 0.00101865 85724.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6245.64 5792.39 0.0103909 0.0010294 85456.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6188.93 5738.78 0.0103653 0.00101917 85596.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6131.98 5685.12 0.010344 0.0010174 85775.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6076.44 5630.34 0.0103767 0.00102068 85506.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 6019.04 5578.53 0.0103535 0.00102029 85715.3 0
: 179 Minimum Test error found - save the configuration
: 179 | 5964.42 5526.18 0.0103569 0.0010176 85659.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5909.6 5473.26 0.0104963 0.00102831 84495 0
: 181 Minimum Test error found - save the configuration
: 181 | 5853.58 5424.66 0.0103526 0.00101472 85672.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5800.33 5374.38 0.010387 0.00101562 85365.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5747.15 5323.72 0.0103554 0.00101721 85669.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5694.37 5273.85 0.0103838 0.00103386 85562.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5641.05 5224.88 0.0103685 0.00101996 85574.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5590.28 5175.81 0.0103511 0.00101859 85721.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5537.46 5127.76 0.0103538 0.00101521 85666 0
: 188 Minimum Test error found - save the configuration
: 188 | 5487.06 5079.63 0.0103509 0.00101591 85699 0
: 189 Minimum Test error found - save the configuration
: 189 | 5436.14 5032.77 0.0103576 0.00102134 85687.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5385.77 4985.38 0.0103655 0.00101625 85568.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5335.74 4940.4 0.0103499 0.00101694 85717.5 0
: 192 Minimum Test error found - save the configuration
: 192 | 5287.21 4894.49 0.0103374 0.00101838 85845.9 0
: 193 Minimum Test error found - save the configuration
: 193 | 5238.38 4846.86 0.0103606 0.00102239 85669.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5189.83 4802.73 0.0104041 0.00103865 85420.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5141.65 4757.42 0.0103327 0.00101716 85877.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 5094.77 4712.53 0.0103633 0.00101705 85595.8 0
: 197 Minimum Test error found - save the configuration
: 197 | 5046.86 4669.38 0.0103346 0.00101245 85816.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 5001.39 4624.57 0.0103471 0.00101413 85717.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4954.89 4581.9 0.0103686 0.00101626 85540.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4908.17 4539.68 0.0104776 0.00102705 84650.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4863.34 4498 0.0103675 0.00102088 85592.2 0
: 202 Minimum Test error found - save the configuration
: 202 | 4819.4 4454.47 0.0103565 0.0010247 85728.8 0
: 203 Minimum Test error found - save the configuration
: 203 | 4773.74 4413.92 0.0103366 0.00101834 85852.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4729.83 4374.55 0.0103947 0.00103349 85458.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4688.18 4330.04 0.010349 0.00101317 85691.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4643.2 4290.58 0.0103711 0.00101477 85503.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4599.78 4252.47 0.0103512 0.00101614 85698.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4559.11 4211.27 0.0103369 0.00101665 85834.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4516.87 4171.38 0.0103807 0.00104573 85699.2 0
: 210 Minimum Test error found - save the configuration
: 210 | 4473.66 4134.64 0.010516 0.00103048 84339.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4433.38 4096.31 0.0103735 0.00101833 85514.4 0
: 212 Minimum Test error found - save the configuration
: 212 | 4392.37 4058.81 0.0103667 0.00101754 85568.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4352.94 4020.12 0.0103674 0.00101677 85555.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4312.4 3981.63 0.0104119 0.00103403 85307.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4272.84 3945.01 0.0103704 0.00102012 85559.2 0
: 216 Minimum Test error found - save the configuration
: 216 | 4232.86 3908.72 0.0103511 0.00101993 85734.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4195.47 3871.16 0.010363 0.00102194 85643.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4155.67 3836.46 0.0103482 0.00102083 85769.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4118.19 3799.98 0.0103859 0.00102425 85454.9 0
: 220 Minimum Test error found - save the configuration
: 220 | 4080.16 3763.78 0.0105021 0.00102446 84409.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4042.53 3729.56 0.0103529 0.00102038 85721.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 4006.91 3694.25 0.0103741 0.00101812 85506.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3968.52 3660.86 0.010354 0.00101765 85686.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3933.13 3625.41 0.0104062 0.0010355 85372.7 0
: 225 Minimum Test error found - save the configuration
: 225 | 3897.56 3590.9 0.0103714 0.0010198 85546.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3860.93 3558.49 0.0103633 0.00102532 85671.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3826.14 3525.15 0.0103598 0.00101813 85638.1 0
: 228 Minimum Test error found - save the configuration
: 228 | 3791.03 3492.6 0.010353 0.00101803 85699.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3756.9 3459.22 0.0103788 0.00103133 85584.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3721.7 3428.04 0.0103775 0.00101994 85492.2 0
: 231 Minimum Test error found - save the configuration
: 231 | 3688.49 3396.1 0.0103572 0.0010225 85702.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3654.38 3365.24 0.0103766 0.00101914 85493.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3621.84 3333.06 0.010366 0.00102006 85598.7 0
: 234 Minimum Test error found - save the configuration
: 234 | 3588.58 3301.89 0.010396 0.00103722 85481.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3555.7 3271.65 0.0103771 0.00102176 85512.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3523.95 3239.88 0.0103803 0.00101973 85464.6 0
: 237 Minimum Test error found - save the configuration
: 237 | 3491.38 3210.04 0.0103419 0.00101642 85786.2 0
: 238 Minimum Test error found - save the configuration
: 238 | 3459.53 3180.42 0.0103736 0.0010212 85540 0
: 239 Minimum Test error found - save the configuration
: 239 | 3427.59 3151.48 0.0103603 0.0010145 85600.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3397.08 3122.02 0.0104831 0.00102544 84587.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3366.39 3092.59 0.0103435 0.00101804 85786.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3335.68 3063.88 0.0103603 0.00102186 85667.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3304.66 3035.93 0.0103784 0.00102749 85553.5 0
: 244 Minimum Test error found - save the configuration
: 244 | 3275.86 3006.65 0.0103984 0.00103422 85432.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3244.88 2980.05 0.010473 0.00102506 84674.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3216.16 2952.08 0.0103677 0.0010175 85560 0
: 247 Minimum Test error found - save the configuration
: 247 | 3186.65 2924.63 0.0103573 0.00101917 85670 0
: 248 Minimum Test error found - save the configuration
: 248 | 3158.11 2897.55 0.0103728 0.00102055 85541 0
: 249 Minimum Test error found - save the configuration
: 249 | 3129.37 2870.35 0.0103524 0.00101938 85717 0
: 250 Minimum Test error found - save the configuration
: 250 | 3100.77 2843.68 0.0103593 0.00101768 85638.6 0
: 251 Minimum Test error found - save the configuration
: 251 | 3072.89 2816.71 0.0103538 0.00101973 85707.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3044.01 2791.94 0.0103467 0.0010154 85733.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3017.03 2765.5 0.010365 0.00102376 85641.4 0
: 254 Minimum Test error found - save the configuration
: 254 | 2990.03 2739.56 0.0103943 0.00103309 85459 0
: 255 Minimum Test error found - save the configuration
: 255 | 2962.54 2714.61 0.010359 0.00101468 85613.4 0
: 256 Minimum Test error found - save the configuration
: 256 | 2935.78 2689.35 0.0103684 0.00101533 85533.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2909.41 2663.57 0.0103506 0.0010203 85742.2 0
: 258 Minimum Test error found - save the configuration
: 258 | 2882.55 2639.55 0.0103592 0.00102045 85664.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2856.87 2614.78 0.0103647 0.00101809 85592.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2830.63 2590.65 0.0104865 0.00102672 84568.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2805.26 2566.23 0.0103716 0.00101476 85499.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2779.92 2542.62 0.0103387 0.00101503 85803.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2754.77 2518.74 0.0103673 0.00101478 85538.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2729.45 2495.73 0.0103855 0.00103384 85546.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2704.26 2473.89 0.0103456 0.00102036 85788.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2681.04 2450.21 0.0103639 0.00102142 85630.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2656.32 2427.29 0.0103631 0.00101977 85623 0
: 268 Minimum Test error found - save the configuration
: 268 | 2632.3 2404.61 0.0103798 0.00101737 85447.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2607.95 2383.15 0.010372 0.00101826 85527.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2584.15 2361.68 0.0103653 0.00101586 85566.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2561.11 2340 0.0103561 0.00101562 85648.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2538.41 2317.42 0.0103813 0.0010171 85432 0
: 273 Minimum Test error found - save the configuration
: 273 | 2514.88 2296.18 0.0103553 0.00101662 85665.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2491.98 2275.22 0.0103951 0.00103341 85455.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2469.07 2254.53 0.0103518 0.00101947 85723.1 0
: 276 Minimum Test error found - save the configuration
: 276 | 2447.16 2233.34 0.0103463 0.00101936 85772.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2424.7 2212.73 0.0103614 0.00102067 85646.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2402.8 2192.24 0.0103427 0.0010149 85765 0
: 279 Minimum Test error found - save the configuration
: 279 | 2380.64 2172.04 0.0103572 0.00101406 85624.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2358.72 2152.5 0.0104831 0.0010275 84605.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2337.67 2132.79 0.0103581 0.00103427 85801.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2316.39 2112.85 0.010377 0.00102649 85557 0
: 283 Minimum Test error found - save the configuration
: 283 | 2295.54 2092.66 0.0103724 0.00102102 85548.8 0
: 284 Minimum Test error found - save the configuration
: 284 | 2273.52 2074.05 0.0104202 0.00103582 85248.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2253.39 2054.88 0.0103821 0.00101871 85439.2 0
: 286 Minimum Test error found - save the configuration
: 286 | 2232.73 2035.75 0.0103503 0.00101852 85728.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2212.04 2018.19 0.0103721 0.00101678 85512.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2191.72 2000.06 0.0103784 0.00101593 85447.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2172.06 1981.48 0.0103475 0.00102139 85780.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2151.82 1962.45 0.0103817 0.0010271 85519.1 0
: 291 Minimum Test error found - save the configuration
: 291 | 2131.55 1945.07 0.0103563 0.0010169 85658.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2112.51 1926.6 0.0103524 0.00101621 85688 0
: 293 Minimum Test error found - save the configuration
: 293 | 2092.84 1908.66 0.0103752 0.00101527 85470.7 0
: 294 Minimum Test error found - save the configuration
: 294 | 2072.99 1891.68 0.0103899 0.00103552 85521.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2054.15 1874.57 0.010378 0.00101556 85448.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2035.43 1856.93 0.0103668 0.00101899 85582 0
: 297 Minimum Test error found - save the configuration
: 297 | 2016.65 1839.57 0.0103692 0.00101946 85564.3 0
: 298 Minimum Test error found - save the configuration
: 298 | 1997.14 1823.48 0.0103692 0.00102005 85569.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1979.14 1806.71 0.0103403 0.00101972 85831.9 0
: 300 Minimum Test error found - save the configuration
: 300 | 1961.18 1789.64 0.01047 0.00102461 84697.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1942.25 1773.11 0.0103718 0.00101775 85524.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1924.38 1757.22 0.01035 0.0010187 85733.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1906.73 1740.61 0.010373 0.00102258 85557.7 0
: 304 Minimum Test error found - save the configuration
: 304 | 1888.03 1725.44 0.0104043 0.0010379 85411.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1871.63 1709.02 0.0103286 0.00101915 85934.2 0
: 306 Minimum Test error found - save the configuration
: 306 | 1853.31 1693.6 0.0103716 0.00102059 85552.1 0
: 307 Minimum Test error found - save the configuration
: 307 | 1836 1678.84 0.0103828 0.00102253 85467.4 0
: 308 Minimum Test error found - save the configuration
: 308 | 1819.19 1662.91 0.0104139 0.00102177 85177.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1801.95 1648.06 0.0103801 0.00102133 85481.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1785.13 1633.02 0.0103724 0.00101791 85520.6 0
: 311 Minimum Test error found - save the configuration
: 311 | 1768.48 1617.17 0.0103846 0.0010162 85393.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1751.01 1603.09 0.0103916 0.00101971 85361.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1734.59 1588.77 0.01036 0.00102207 85672.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1718.82 1573.69 0.0104117 0.0010362 85328.6 0
: 315 Minimum Test error found - save the configuration
: 315 | 1702.12 1560.02 0.0103764 0.00102326 85532.6 0
: 316 Minimum Test error found - save the configuration
: 316 | 1686.14 1545.25 0.0103659 0.00101989 85598.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1670.17 1531.14 0.0103708 0.00101607 85517.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1654.09 1517.88 0.0103621 0.00101734 85609.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1639.07 1503.1 0.0103936 0.00101804 85328.5 0
: 320 Minimum Test error found - save the configuration
: 320 | 1622.98 1489.14 0.0104898 0.0010265 84537.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1607.66 1475.5 0.0103648 0.00101626 85574.9 0
: 322 Minimum Test error found - save the configuration
: 322 | 1591.78 1462.53 0.0103618 0.00101972 85634.1 0
: 323 Minimum Test error found - save the configuration
: 323 | 1577.38 1448.56 0.0103514 0.00102283 85757.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1562.51 1435.22 0.0103856 0.00103538 85559.4 0
: 325 Minimum Test error found - save the configuration
: 325 | 1546.81 1422.22 0.010343 0.00101979 85807.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1532.66 1408.74 0.0103455 0.00101962 85782.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1517.12 1396.52 0.0103797 0.00101624 85438.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1503.23 1383.48 0.0103593 0.00101705 85632.9 0
: 329 Minimum Test error found - save the configuration
: 329 | 1489.02 1370.6 0.0103513 0.00101803 85714.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1474.14 1357.92 0.0103685 0.00102238 85597.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1460.19 1345.82 0.0103464 0.00101889 85767.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1446.3 1333.08 0.0103701 0.00101901 85551.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1432.38 1320.79 0.010357 0.0010202 85682.5 0
: 334 Minimum Test error found - save the configuration
: 334 | 1418.54 1309.02 0.0103753 0.00103013 85605.9 0
: 335 Minimum Test error found - save the configuration
: 335 | 1404.79 1296.88 0.0103736 0.00101973 85526.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1391.49 1284.8 0.0103541 0.00101362 85648.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1378.38 1271.96 0.0103413 0.00102036 85828.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1364.57 1260.31 0.0103655 0.00101736 85578.5 0
: 339 Minimum Test error found - save the configuration
: 339 | 1351.25 1248.89 0.0103542 0.00101954 85701.7 0
: 340 Minimum Test error found - save the configuration
: 340 | 1338.73 1237.27 0.0104909 0.00102669 84528.9 0
: 341 Minimum Test error found - save the configuration
: 341 | 1325.5 1225.65 0.0103345 0.00101703 85860.1 0
: 342 Minimum Test error found - save the configuration
: 342 | 1312.88 1214.05 0.0103613 0.0010159 85604 0
: 343 Minimum Test error found - save the configuration
: 343 | 1299.94 1202.84 0.0103784 0.00101824 85468.4 0
: 344 Minimum Test error found - save the configuration
: 344 | 1287.63 1191.6 0.0103845 0.00101825 85413.2 0
: 345 Minimum Test error found - save the configuration
: 345 | 1275.19 1180.56 0.0103866 0.00102766 85479.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1262.77 1170.42 0.0103617 0.00102404 85674.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1251.59 1158.63 0.0103634 0.00101987 85620.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1238.55 1148.26 0.010352 0.00102082 85734.4 0
: 349 Minimum Test error found - save the configuration
: 349 | 1226.53 1137.4 0.0103528 0.00101697 85691.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1215.3 1126.33 0.0103573 0.00101414 85624.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1203.25 1115.6 0.0103779 0.00102892 85571.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1191.2 1105.72 0.0103654 0.00101869 85591.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1179.9 1095.3 0.0104043 0.0010269 85311.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1168.55 1084.46 0.0103914 0.0010418 85565 0
: 355 Minimum Test error found - save the configuration
: 355 | 1157.2 1074.31 0.010347 0.00102085 85780 0
: 356 Minimum Test error found - save the configuration
: 356 | 1145.84 1064.32 0.0103668 0.0010262 85647.2 0
: 357 Minimum Test error found - save the configuration
: 357 | 1134.95 1054.31 0.0103412 0.00102055 85831.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1124.08 1043.69 0.0103578 0.00101748 85650.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1112.61 1034.31 0.0103726 0.00101753 85515.4 0
: 360 Minimum Test error found - save the configuration
: 360 | 1102.42 1024.2 0.0104629 0.00102196 84737.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1091.32 1014.66 0.0103736 0.00101697 85500.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1080.67 1005.01 0.0103564 0.00102078 85693 0
: 363 Minimum Test error found - save the configuration
: 363 | 1070.27 995.513 0.0103496 0.00101982 85747.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1060.02 986.114 0.0104124 0.00103676 85327.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1049.52 976.6 0.0103579 0.00101834 85656.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1039.12 967.816 0.0103879 0.00101533 85355.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1028.96 958.361 0.0103738 0.00101825 85511 0
: 368 Minimum Test error found - save the configuration
: 368 | 1019.09 948.75 0.0103793 0.00101585 85438.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1008.87 939.718 0.0103965 0.00101942 85314.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 998.661 931.373 0.0103695 0.00101971 85563.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 989.383 922.576 0.0103838 0.00102976 85524.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 979.892 912.858 0.0103765 0.00102136 85514.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 969.823 904.658 0.0103561 0.00101887 85678 0
: 374 Minimum Test error found - save the configuration
: 374 | 960.38 895.754 0.0104178 0.00103221 85237 0
: 375 Minimum Test error found - save the configuration
: 375 | 951.469 886.601 0.0103716 0.00102016 85548.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 941.748 878.472 0.0103917 0.00101657 85332.6 0
: 377 Minimum Test error found - save the configuration
: 377 | 932.54 869.587 0.0103876 0.00101905 85392 0
: 378 Minimum Test error found - save the configuration
: 378 | 922.906 861.586 0.0103537 0.00101695 85682.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 913.962 853.676 0.0103792 0.00102001 85477.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 905.697 844.417 0.0105029 0.00102999 84451.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 895.765 836.614 0.0103852 0.00102383 85457.8 0
: 382 Minimum Test error found - save the configuration
: 382 | 887.189 828.594 0.0103961 0.00101927 85316.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 878.764 819.977 0.010366 0.00101836 85583 0
: 384 Minimum Test error found - save the configuration
: 384 | 869.602 812.265 0.0104081 0.00103363 85338.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 861.348 804.22 0.0103643 0.00101885 85602.8 0
: 386 Minimum Test error found - save the configuration
: 386 | 852.601 796.174 0.0103657 0.00102044 85604.4 0
: 387 Minimum Test error found - save the configuration
: 387 | 844.168 788.184 0.0103784 0.00102 85484.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 835.505 780.809 0.0103694 0.00101877 85556 0
: 389 Minimum Test error found - save the configuration
: 389 | 827.444 773.269 0.010357 0.00101688 85651.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 818.903 766.27 0.0103678 0.00101757 85559.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 810.988 758.256 0.0103681 0.00101548 85537.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 803.446 749.939 0.0103985 0.00101541 85260 0
: 393 Minimum Test error found - save the configuration
: 393 | 794.624 743.003 0.0106457 0.0011689 84416.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 787.378 735.662 0.0107136 0.00103103 82622.8 0
: 395 Minimum Test error found - save the configuration
: 395 | 779.274 728.315 0.0103847 0.00102288 85453.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 771.247 721.392 0.0103803 0.00101818 85450.6 0
: 397 Minimum Test error found - save the configuration
: 397 | 763.948 713.607 0.0103731 0.00101945 85527.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 755.826 706.162 0.0103679 0.00102345 85612 0
: 399 Minimum Test error found - save the configuration
: 399 | 748.257 699.031 0.0103525 0.00101907 85713.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 740.396 692.491 0.0105016 0.00102423 84411.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 733.396 685.475 0.01039 0.0010199 85377.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 725.897 678.664 0.0103581 0.00101809 85653.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 718.319 672.044 0.0103838 0.00101972 85432.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 711.631 664.828 0.0103969 0.00103804 85480.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 704.238 657.819 0.0103781 0.00102319 85516.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 696.942 651.152 0.0103943 0.00101815 85323 0
: 407 Minimum Test error found - save the configuration
: 407 | 689.732 644.818 0.0103587 0.00101567 85625.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 682.811 638.313 0.0103772 0.0010168 85466 0
: 409 Minimum Test error found - save the configuration
: 409 | 676.163 631.595 0.0103828 0.00101693 85416.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 669.517 624.903 0.0103695 0.00102422 85605 0
: 411 Minimum Test error found - save the configuration
: 411 | 662.119 618.847 0.010388 0.00102073 85404.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 655.967 612.112 0.0103863 0.00102503 85458.3 0
: 413 Minimum Test error found - save the configuration
: 413 | 648.898 606.01 0.0103633 0.00102004 85623.5 0
: 414 Minimum Test error found - save the configuration
: 414 | 642.554 599.486 0.010417 0.00103417 85262 0
: 415 Minimum Test error found - save the configuration
: 415 | 635.76 593.399 0.0103782 0.00101553 85445.5 0
: 416 Minimum Test error found - save the configuration
: 416 | 629.175 587.537 0.0103903 0.0010149 85330 0
: 417 Minimum Test error found - save the configuration
: 417 | 622.702 581.836 0.0103902 0.00102355 85409.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 616.364 575.841 0.0103772 0.00102341 85527 0
: 419 Minimum Test error found - save the configuration
: 419 | 610.213 569.424 0.0113584 0.00107474 77793.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 603.961 563.198 0.0107761 0.00102605 82051.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 597.386 557.722 0.0103785 0.00101837 85469.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 591.777 551.397 0.0104378 0.00101803 84927.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 585.189 546.228 0.0104099 0.00101494 85151.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 579.592 540.36 0.0103954 0.00101734 85305.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 573.551 534.724 0.0103977 0.00101791 85290.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 567.627 529.127 0.0103797 0.00102065 85479 0
: 427 Minimum Test error found - save the configuration
: 427 | 561.879 523.412 0.010402 0.0010228 85295.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 556.094 517.479 0.0103943 0.00102356 85372.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 549.965 513.076 0.0105046 0.00107347 84825.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 544.832 506.841 0.0118728 0.00128341 75547.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 538.959 501.225 0.0138282 0.00131362 63925.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 533.652 495.906 0.0130212 0.00132587 68403.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 527.471 491.528 0.0112667 0.00105641 78352.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 522.656 485.937 0.0105762 0.0010237 83747.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 516.898 481.405 0.0103579 0.00102003 85672.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 511.827 475.694 0.0103845 0.00101973 85426.3 0
: 437 Minimum Test error found - save the configuration
: 437 | 506.39 470.607 0.0103615 0.00101859 85626.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 501.143 465.831 0.0103985 0.00102079 85308.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 495.779 460.455 0.0103827 0.0010151 85400.7 0
: 440 Minimum Test error found - save the configuration
: 440 | 490.753 455.375 0.0104332 0.00102017 84989 0
: 441 Minimum Test error found - save the configuration
: 441 | 485.36 450.838 0.0103906 0.00101586 85335.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 480.397 445.674 0.0103723 0.00101887 85530.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 475.507 440.907 0.0103633 0.00101838 85607.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 470.479 436.167 0.0103766 0.00101881 85490.2 0
: 445 Minimum Test error found - save the configuration
: 445 | 465.629 431.389 0.0103684 0.00101505 85530.9 0
: 446 Minimum Test error found - save the configuration
: 446 | 460.629 426.476 0.0103746 0.00101697 85491.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 455.667 422.258 0.0103616 0.00101619 85603.1 0
: 448 Minimum Test error found - save the configuration
: 448 | 451.368 417.168 0.0103711 0.00101467 85503.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 446.273 412.598 0.0103895 0.00101746 85360.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 441.585 408.086 0.0104251 0.00101854 85046.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 437.223 403.676 0.0103991 0.00102593 85350.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 432.377 399.606 0.0104142 0.00103468 85292.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 427.82 395.06 0.0103662 0.00101553 85555.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 423.303 390.569 0.0103764 0.00101614 85467.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.923 386.032 0.0103821 0.00101535 85408.4 0
: 456 Minimum Test error found - save the configuration
: 456 | 414.41 381.697 0.0103727 0.00101739 85513.3 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.996 377.839 0.0103761 0.00102116 85516.5 0
: 458 Minimum Test error found - save the configuration
: 458 | 405.925 373.535 0.0103719 0.00101822 85528.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 401.566 369.595 0.0105088 0.00102636 84366.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 397.172 365.819 0.0104384 0.00103908 85112.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 393.283 361.274 0.0103922 0.0010172 85333.4 0
: 462 Minimum Test error found - save the configuration
: 462 | 388.818 357.487 0.0103562 0.00101702 85660.4 0
: 463 Minimum Test error found - save the configuration
: 463 | 384.736 353.206 0.0104107 0.0010405 85377.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 380.569 349.878 0.0104084 0.00101732 85187.2 0
: 465 Minimum Test error found - save the configuration
: 465 | 376.626 345.715 0.0103813 0.00102322 85487.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 372.714 341.575 0.0105126 0.0010255 84325.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 368.56 337.751 0.0103823 0.00101822 85432.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 364.915 334.358 0.0103748 0.00101961 85514.3 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.789 330.494 0.0104553 0.00101965 84785.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 357.145 326.869 0.0103935 0.00101744 85323.4 0
: 471 Minimum Test error found - save the configuration
: 471 | 353.336 323.112 0.0103889 0.00101556 85348.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 349.405 319.308 0.0103789 0.00101815 85463.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 345.702 315.833 0.0104284 0.00104722 85277.1 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.809 312.175 0.0106473 0.00107051 83535.2 0
: 475 Minimum Test error found - save the configuration
: 475 | 338.214 308.637 0.0103898 0.00101794 85362.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.545 305.002 0.0103754 0.00101906 85503.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 331.285 302.119 0.0103868 0.00101888 85397.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 327.516 298.039 0.010457 0.00107442 85264.6 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.899 294.823 0.0105363 0.00103488 84197.7 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.303 291.512 0.0104475 0.00103252 84970.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 317.067 288.008 0.0104068 0.00102104 85235.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 313.617 284.819 0.0104179 0.00102323 85154.4 0
: 483 Minimum Test error found - save the configuration
: 483 | 310.389 282.285 0.0104582 0.00108595 85358.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.938 278.678 0.010468 0.0010226 84697.7 0
: 485 Minimum Test error found - save the configuration
: 485 | 303.62 274.988 0.0103716 0.00101917 85539.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 300.111 272.051 0.0104403 0.00102404 84959 0
: 487 Minimum Test error found - save the configuration
: 487 | 297.007 268.93 0.0103724 0.00101593 85502.8 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.903 265.642 0.0104528 0.00102428 84849.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 290.368 263.193 0.0103977 0.00101885 85298.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 287.499 260.048 0.0103761 0.0010199 85504.8 0
: 491 Minimum Test error found - save the configuration
: 491 | 284.514 256.992 0.0104816 0.00102472 84594.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 281.239 253.837 0.0103963 0.00102118 85332.4 0
: 493 Minimum Test error found - save the configuration
: 493 | 278.195 250.786 0.0104122 0.00103835 85343.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 275.112 247.817 0.0104947 0.00102476 84477.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 272.12 245.204 0.0103751 0.00101794 85496.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 269.11 242.334 0.0103869 0.00101567 85367.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 266.579 239.421 0.0104554 0.00103093 84885 0
: 498 Minimum Test error found - save the configuration
: 498 | 263.384 236.569 0.0109684 0.00104829 80644.1 0
: 499 Minimum Test error found - save the configuration
: 499 | 260.427 233.928 0.0105182 0.00102515 84271.7 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.537 231.398 0.0103803 0.00102141 85480 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.838 228.676 0.010414 0.00102398 85196.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.024 226.55 0.0103859 0.0010177 85395.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 249.506 223.438 0.0104088 0.00103591 85352.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.745 220.615 0.0104394 0.00101571 84892.1 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.058 218.444 0.0104297 0.00107207 85491.6 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.173 215.269 0.0104699 0.00102244 84679 0
: 507 Minimum Test error found - save the configuration
: 507 | 238.691 213.124 0.0104433 0.00104699 85139.3 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.014 210.819 0.0104089 0.00104006 85389.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.322 207.796 0.0103881 0.00101884 85385.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.723 205.571 0.0103725 0.00102037 85542.5 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.328 202.837 0.0103867 0.00102122 85419.7 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.608 201.438 0.0103917 0.00102052 85368.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 223.18 199.027 0.0104304 0.00105481 85328.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.854 196.623 0.0103773 0.0010205 85499.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 218.505 194.035 0.0103726 0.00101946 85532.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 216 192.279 0.0104755 0.00104008 84787.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.708 189.419 0.0104834 0.00102474 84578.6 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.201 187.055 0.0105141 0.00103557 84401.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.619 184.976 0.0104941 0.00102874 84519.1 0
: 520 Minimum Test error found - save the configuration
: 520 | 206.247 182.904 0.010395 0.00101805 85315.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 204.272 181.5 0.0103744 0.00101776 85500.9 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.961 178.765 0.0103804 0.00101723 85440.9 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.432 176.463 0.0104166 0.00103819 85302.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 197.331 174.218 0.0103822 0.00102018 85451.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 195.412 172.676 0.0104127 0.00103495 85308.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.898 171.261 0.0104017 0.00102034 85275.6 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.854 168.366 0.0104361 0.00101808 84943.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.634 166.337 0.0104126 0.00101939 85167.5 0
: 529 Minimum Test error found - save the configuration
: 529 | 186.631 165.458 0.0103688 0.00101918 85565.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.485 162.382 0.0104369 0.00101839 84939.3 0
: 531 Minimum Test error found - save the configuration
: 531 | 182.377 161.345 0.0103732 0.00101808 85515.1 0
: 532 Minimum Test error found - save the configuration
: 532 | 180.253 159.667 0.0103817 0.00101807 85437.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.955 156.398 0.0104437 0.00102271 84916.7 0
: 534 Minimum Test error found - save the configuration
: 534 | 176.154 156.154 0.0103768 0.00102034 85502 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.07 153.304 0.0103812 0.0010151 85414.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.03 152.081 0.0103989 0.0010187 85285.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.054 149.931 0.0104099 0.00101745 85175 0
: 538 Minimum Test error found - save the configuration
: 538 | 167.999 148.82 0.0103795 0.0010223 85495.3 0
: 539 Minimum Test error found - save the configuration
: 539 | 166.396 147.673 0.0104777 0.00102557 84636.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.38 144.839 0.0103881 0.00102103 85405.5 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.314 143.219 0.0103796 0.00101839 85459.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.495 142.283 0.0103936 0.00102012 85347.4 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.629 140.32 0.0104057 0.0010364 85385 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.889 138.086 0.0103832 0.00101655 85409.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.016 137.637 0.0103838 0.00102071 85441.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.155 135.445 0.0104798 0.0010224 84589.6 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.462 133.936 0.0104356 0.00101858 84952.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.462 132.972 0.01038 0.0010187 85458.7 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.91 130.47 0.0103793 0.00101862 85463.5 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.346 130.091 0.0103997 0.00102015 85291.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.535 128.682 0.0103804 0.00101524 85423.2 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.957 127.412 0.0104518 0.00101716 84794.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.01 125.063 0.0104188 0.00103708 85272.4 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.406 124.052 0.0103951 0.0010181 85314.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.741 121.981 0.0103795 0.00101809 85457 0
: 556 Minimum Test error found - save the configuration
: 556 | 136.258 121.895 0.0104095 0.00102358 85233.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.732 119.434 0.0104235 0.00102065 85080.8 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.051 118.516 0.0103981 0.00102038 85308.7 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.335 117.602 0.0104892 0.00102539 84533 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.965 116.337 0.0103923 0.00101858 85345.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.489 114.095 0.010387 0.00101972 85404.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.82 113.685 0.0103905 0.00102381 85408.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.476 113.16 0.0104033 0.00103868 85428.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.09 111.395 0.0103916 0.00102026 85366.7 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.461 109.168 0.0104101 0.00101944 85190.6 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.804 108.232 0.0104402 0.00102034 84927.3 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.551 106.735 0.0103897 0.00101477 85334.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.17 105.548 0.0104027 0.00101973 85261.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.431 104.225 0.0104127 0.00102107 85182.1 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.397 103.112 0.0104946 0.00102198 84453.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.041 101.622 0.0104067 0.00102125 85238 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.589 100.709 0.0103809 0.00101979 85460.3 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.104 98.8354 0.0104209 0.0010384 85265.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.769 98.2667 0.0104089 0.0010483 85464.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.546 97.1736 0.0104263 0.00101768 85028.1 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.335 95.3994 0.0104755 0.00102184 84623.2 0
: 577 | 106.123 95.4336 0.0103513 0.000989815 85456.3 1
: 578 Minimum Test error found - save the configuration
: 578 | 104.793 93.382 0.0104028 0.00102188 85279.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.209 92.332 0.0105042 0.00103074 84446.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.268 90.3825 0.0104003 0.00103007 85376.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.89 89.2083 0.0103964 0.00102099 85329.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.891 88.5419 0.0103865 0.00101701 85383.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.7059 87.4215 0.0104168 0.00103823 85301 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.3451 86.2652 0.0104043 0.00104259 85454.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.4124 85.4909 0.0104331 0.00103626 85134.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.9889 84.687 0.0104134 0.00102366 85199.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.0805 83.3635 0.0104246 0.00101943 85059.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.8017 82.1343 0.0104081 0.00102284 85240.3 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.705 80.8931 0.010397 0.00102221 85335.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.4964 79.352 0.0104207 0.00101753 85077.7 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.5386 79.3364 0.0104079 0.00101949 85211.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.3629 77.7809 0.0103831 0.0010175 85419 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.6669 77.4601 0.0104174 0.00102313 85157.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.4886 75.9571 0.0106414 0.00102605 83200.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.5319 75.6453 0.0104221 0.00102019 85089 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.5999 74.1406 0.0104123 0.00102831 85251.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.4293 73.0573 0.0103993 0.00102149 85307.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.3446 72.3183 0.0103994 0.00101939 85287.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.4763 71.3784 0.010525 0.00102906 84246.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.4782 70.0722 0.0103975 0.00101993 85309.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.3283 69.6782 0.010408 0.00101909 85207.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.559 68.2467 0.0104029 0.00102656 85321.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.7216 67.0481 0.010426 0.00102495 85097 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7368 66.7131 0.0104352 0.00102472 85012 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.7816 65.8985 0.0104158 0.00102327 85173.9 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.6106 65.6813 0.010722 0.0010272 82518.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9058 64.2968 0.0103837 0.00102177 85452.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.9196 63.3424 0.010401 0.00101877 85267.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.1861 62.8169 0.0104006 0.0010203 85285.6 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.3726 61.4143 0.0103936 0.00101916 85338.4 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.3596 61.224 0.0104026 0.00102392 85300.2 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.5256 60.108 0.0104109 0.00102198 85207.2 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.7201 59.2684 0.010487 0.00104361 84715.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.096 58.4113 0.0104233 0.00102199 85094.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.148 57.6407 0.0104262 0.00102988 85139.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.2591 56.7088 0.0103988 0.00102179 85315.2 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.416 55.5396 0.0104209 0.0010214 85110.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.6753 55.2728 0.0103962 0.00102208 85341.7 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.8965 54.91 0.0105156 0.0010314 84351 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.9832 53.552 0.0104115 0.0010229 85209.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.4073 53.2233 0.0104198 0.00102603 85163 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.727 52.8704 0.0104396 0.00105458 85242.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.9672 51.3683 0.0104253 0.00101902 85050 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.1436 51.0447 0.010428 0.00102534 85081.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.4304 50.2445 0.0104375 0.00102026 84950.2 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.8275 49.4271 0.0104637 0.00102233 84733.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.1825 48.7062 0.0104048 0.00102373 85278.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.2219 47.8773 0.0104153 0.00101987 85148.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.655 47.399 0.0104246 0.00102399 85100.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.8794 46.733 0.0104131 0.00101899 85160.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.209 46.0549 0.0104115 0.00101953 85179 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.41 45.3729 0.0104483 0.00107403 85340.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.8925 45.1378 0.0104215 0.00103327 85213.3 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.1755 44.3577 0.0104039 0.00102354 85284.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.6325 43.8272 0.0104071 0.001033 85341.8 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.1358 43.1173 0.0104204 0.00102319 85131.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5383 42.5255 0.010411 0.00102685 85250.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.7235 42.203 0.0104602 0.00102655 84803.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.0598 41.6827 0.0105081 0.00102616 84371 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.4898 41.3731 0.0104393 0.00103184 85038.5 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.0803 40.5842 0.0104282 0.00101824 85015.9 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.3214 39.4568 0.0104571 0.00104071 84958.1 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8159 38.7223 0.0104008 0.00102629 85338.1 0
: 644 | 47.3571 38.9206 0.0103655 0.000986554 85297.8 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.5422 37.7724 0.0104317 0.00102707 85064.5 0
: 646 | 46.0742 38.6104 0.0104037 0.000987494 84960.2 1
: 647 Minimum Test error found - save the configuration
: 647 | 45.7467 36.8377 0.0104239 0.00102078 85077.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.9567 36.5751 0.0103992 0.00101924 85288.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.4478 35.9018 0.010403 0.00101935 85254.9 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.0354 35.8016 0.0104045 0.00102283 85272.6 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.4061 35.2742 0.0104098 0.00101934 85193.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.8669 34.5888 0.0104718 0.00103836 84805 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.2951 34.5048 0.0104333 0.00102462 85027.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.8139 33.5131 0.0104778 0.00102512 84631.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.2483 33.2439 0.0103905 0.00101905 85365.3 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.7397 32.5458 0.0104151 0.00101954 85147 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.3981 31.9227 0.0104036 0.00102256 85278.7 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.9766 31.4736 0.01039 0.0010213 85390.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.5357 31.4594 0.0105276 0.00103025 84234.1 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9751 30.6811 0.0104103 0.0010206 85199.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.4483 30.1513 0.0104438 0.00102697 84954.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.865 29.89 0.0104708 0.00104182 84844.7 0
: 663 | 37.4833 30.1682 0.010385 0.000987134 85125.9 1
: 664 Minimum Test error found - save the configuration
: 664 | 37.1434 29.3644 0.0104105 0.00102235 85214 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.5403 28.4754 0.0104175 0.0010222 85148.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1017 27.9296 0.0104353 0.00102511 85014 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.7664 27.4541 0.0103963 0.00101983 85320.3 0
: 668 | 35.2839 27.4577 0.0104106 0.000988184 84903.9 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.0267 27.052 0.0104186 0.0010254 85167.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.6077 26.5282 0.0104161 0.00102628 85198.2 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.3093 26.0952 0.0104295 0.00102206 85039 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.5508 25.8691 0.0104563 0.00103645 84927 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.0415 24.8457 0.0104102 0.00101982 85193.9 0
: 674 | 32.6826 25.0747 0.0103627 0.000986463 85322.4 1
: 675 Minimum Test error found - save the configuration
: 675 | 32.2699 24.3884 0.0104178 0.0010217 85141.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.868 23.8579 0.0103937 0.00102236 85367.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.4985 23.6654 0.0104183 0.00102955 85208.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2324 22.8102 0.0105159 0.00112371 85177.1 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.8222 22.6604 0.0104198 0.00101938 85102.9 0
: 680 | 30.3659 22.6778 0.0103889 0.00101163 85313 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.9383 21.9449 0.010424 0.00103575 85213.3 0
: 682 | 29.5736 22.3163 0.0104174 0.000988614 84846.3 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.2677 21.3915 0.0104093 0.00102392 85238.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.7523 21.2655 0.0104224 0.00102041 85088.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5473 20.5473 0.0104083 0.0010222 85232.5 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0322 20.4555 0.0104422 0.0010218 84922.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.6467 19.9471 0.0104174 0.00101975 85127.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.334 19.4671 0.0103907 0.00101841 85357.8 0
: 689 | 27.3025 19.5032 0.0106099 0.00119799 84998.7 1
: 690 Minimum Test error found - save the configuration
: 690 | 26.8042 18.8342 0.0104448 0.00102957 84968.6 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.5421 18.7434 0.0104393 0.00102265 84955.7 0
: 692 | 25.9854 18.9074 0.0103826 0.000989134 85165.2 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.8312 17.8951 0.0104312 0.00103005 85096.4 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.4352 17.6953 0.0103972 0.00101848 85299.8 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.9417 17.3335 0.0104156 0.00101764 85124.8 0
: 696 | 24.5388 17.4441 0.0103958 0.000986944 85026.6 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.1775 16.8095 0.0103946 0.00101907 85328.7 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.8877 16.718 0.0105214 0.00103749 84353.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.5855 16.2035 0.0103971 0.00102787 85386.2 0
: 700 Minimum Test error found - save the configuration
: 700 | 23.1872 15.924 0.0104391 0.00101966 84930.5 0
: 701 | 22.91 15.9486 0.010389 0.000989544 85111 1
: 702 Minimum Test error found - save the configuration
: 702 | 22.627 15.6011 0.0104937 0.00103797 84604.9 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.2796 15.1484 0.010425 0.00102088 85068.9 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.0224 14.9774 0.0104096 0.00102298 85227.4 0
: 705 | 21.8395 15.2608 0.0103727 0.000984924 85217.2 1
: 706 Minimum Test error found - save the configuration
: 706 | 21.5253 14.2982 0.0104226 0.00102409 85120.1 0
: 707 | 21.1648 14.7245 0.0103649 0.000985254 85290.8 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.9325 13.8263 0.0104273 0.00102457 85081.9 0
: 709 | 20.7091 14.1629 0.0104085 0.000989614 84935.9 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.3873 13.3277 0.0104321 0.00102195 85014.7 0
: 711 | 20.3289 13.9446 0.0103658 0.000986354 85293 1
: 712 | 20.2234 13.7549 0.0103996 0.000984604 84970.5 2
: 713 Minimum Test error found - save the configuration
: 713 | 19.8181 13.124 0.0104096 0.00102718 85265.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.2941 12.4042 0.0104128 0.00101966 85168.3 0
: 715 | 18.9446 12.5025 0.0103602 0.000986915 85349.3 1
: 716 Minimum Test error found - save the configuration
: 716 | 18.7777 12.0722 0.0103869 0.00102059 85412.7 0
: 717 | 18.4782 12.1305 0.0103725 0.000986355 85232.2 1
: 718 | 18.4238 12.102 0.0104709 0.000994025 84415.8 2
: 719 Minimum Test error found - save the configuration
: 719 | 18.0495 11.6595 0.0104395 0.00102545 84979.4 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.6568 11.1312 0.0104431 0.00102018 84899.2 0
: 721 | 17.5708 11.7578 0.0104831 0.000987174 84246.4 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.42 11.0433 0.0104384 0.0010401 85121.4 0
: 723 | 17.1071 11.4479 0.0103536 0.000987774 85416.5 1
: 724 Minimum Test error found - save the configuration
: 724 | 16.9392 10.5917 0.0104304 0.00102268 85036.2 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.5944 10.5885 0.0104449 0.00102298 84908.5 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.3573 9.87039 0.010442 0.00102454 84948.7 0
: 727 | 16.1473 10.8129 0.0103722 0.000986645 85237.2 1
: 728 | 15.9906 10.4712 0.0103763 0.000979944 85139.2 2
: 729 Minimum Test error found - save the configuration
: 729 | 15.6942 9.74647 0.0104313 0.00103587 85148 0
: 730 | 15.5185 10.115 0.0103702 0.000986884 85257.9 1
: 731 | 15.3917 9.81897 0.0103835 0.000988094 85147.9 2
: 732 Minimum Test error found - save the configuration
: 732 | 15.2083 9.26581 0.0104406 0.00103907 85092.7 0
: 733 | 14.9474 9.33078 0.010395 0.000987584 85039.5 1
: 734 Minimum Test error found - save the configuration
: 734 | 14.8125 8.83019 0.0103987 0.00102049 85303.9 0
: 735 | 14.7021 8.97398 0.0103602 0.000986394 85344.6 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.5171 8.58385 0.0104114 0.00102182 85200.7 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.1625 8.46169 0.0104008 0.00102009 85281.1 0
: 738 Minimum Test error found - save the configuration
: 738 | 13.7736 7.78293 0.0105507 0.00103338 84057.6 0
: 739 | 13.6886 8.1658 0.0103934 0.000988514 85062 1
: 740 | 13.4382 7.8242 0.0103693 0.000984314 85242.1 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.3163 7.5039 0.0104021 0.00102348 85300.4 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.1048 7.20125 0.0104293 0.00104235 85224.6 0
: 743 | 12.8214 7.2387 0.0103912 0.000986474 85063.3 1
: 744 | 13.0291 7.2462 0.0103671 0.000984814 85267.5 2
: 745 | 12.6804 7.25681 0.0103709 0.000986804 85251 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.447 7.04038 0.0104565 0.00102995 84867.1 0
: 747 | 12.3225 7.06442 0.0103744 0.000988514 85234.5 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.0509 6.96453 0.0104448 0.0010246 84924.1 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.0376 6.22005 0.0104265 0.0010256 85098.6 0
: 750 Minimum Test error found - save the configuration
: 750 | 11.7565 6.00051 0.0104138 0.0010207 85168.5 0
: 751 | 11.6564 6.27816 0.0103606 0.000985695 85333.8 1
: 752 Minimum Test error found - save the configuration
: 752 | 11.3276 5.90487 0.010461 0.00104416 84954.3 0
: 753 | 11.2575 5.9376 0.0103639 0.000985895 85305.8 1
: 754 | 11.1045 7.15969 0.0103538 0.000986255 85401.2 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.0853 5.81106 0.0104057 0.00102178 85251.8 0
: 756 Minimum Test error found - save the configuration
: 756 | 10.8862 5.48624 0.0104096 0.00102684 85262.7 0
: 757 | 10.9352 6.6674 0.0104036 0.000989614 84980.1 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.8579 5.33574 0.0105416 0.00103192 84124.7 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5757 5.04976 0.0104338 0.00102718 85046.5 0
: 760 | 10.1725 5.19059 0.0103816 0.000985814 85144.1 1
: 761 | 10.0267 5.06537 0.0103671 0.000992854 85339.9 2
: 762 Minimum Test error found - save the configuration
: 762 | 10.0468 4.80893 0.0104507 0.00104164 85024.2 0
: 763 Minimum Test error found - save the configuration
: 763 | 9.87933 4.79386 0.0103901 0.00102221 85397.7 0
: 764 Minimum Test error found - save the configuration
: 764 | 9.85656 4.60759 0.0104092 0.00102247 85227.1 0
: 765 | 9.72841 4.7329 0.0103599 0.000985994 85343 1
: 766 | 9.54096 4.61504 0.0104061 0.000986664 84930.9 2
: 767 Minimum Test error found - save the configuration
: 767 | 9.31765 4.49911 0.0104375 0.00101878 84937.6 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.32642 4.46549 0.010425 0.00101996 85061 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.2092 4.37014 0.010407 0.00101924 85217.7 0
: 770 Minimum Test error found - save the configuration
: 770 | 8.9994 4.2642 0.0103916 0.0010198 85362.7 0
: 771 | 9.08261 4.43923 0.0103705 0.000986554 85252 1
: 772 Minimum Test error found - save the configuration
: 772 | 8.91329 4.01024 0.0104641 0.0010394 84883.7 0
: 773 | 8.71921 4.03064 0.0103718 0.000988084 85254.4 1
: 774 | 8.68493 4.31147 0.0103833 0.000987525 85144.5 2
: 775 | 8.54177 4.019 0.0103557 0.000987114 85392.2 3
: 776 Minimum Test error found - save the configuration
: 776 | 8.6909 3.71387 0.0104 0.00102177 85303.8 0
: 777 Minimum Test error found - save the configuration
: 777 | 8.34773 3.67809 0.0104365 0.00102096 84965.9 0
: 778 Minimum Test error found - save the configuration
: 778 | 8.12448 3.53783 0.0105606 0.00102975 83937.8 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.06125 3.35782 0.0104057 0.00101958 85232.4 0
: 780 | 8.13411 3.91967 0.0103627 0.000983484 85295 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.94128 3.20972 0.0104255 0.00102443 85096.5 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.76411 3.0961 0.0104353 0.00103768 85128.2 0
: 783 | 7.78306 3.10185 0.0103778 0.000988004 85198.6 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.6471 2.91541 0.0103947 0.00102297 85363.5 0
: 785 Minimum Test error found - save the configuration
: 785 | 7.47619 2.81897 0.0106615 0.00128362 85307.3 0
: 786 | 7.37929 3.02827 0.0106486 0.0010017 82928.4 1
: 787 Minimum Test error found - save the configuration
: 787 | 7.18931 2.46715 0.0104264 0.00102286 85074.1 0
: 788 | 7.26466 3.22199 0.0103676 0.000987084 85283.3 1
: 789 | 7.33241 2.50474 0.0103779 0.000989944 85215.5 2
: 790 | 7.19799 2.56682 0.0103729 0.000987004 85234.4 3
: 791 | 6.91095 2.47343 0.0103799 0.000989384 85191.9 4
: 792 | 6.7389 2.65569 0.0103962 0.000987825 85030.7 5
: 793 Minimum Test error found - save the configuration
: 793 | 6.67155 2.41505 0.0104001 0.00102494 85332 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.77136 2.19875 0.0104077 0.00102009 85218.8 0
: 795 Minimum Test error found - save the configuration
: 795 | 6.64542 2.19548 0.010404 0.0010211 85261.7 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.41171 2.10645 0.0104507 0.00102304 84856.7 0
: 797 Minimum Test error found - save the configuration
: 797 | 6.30769 2.09316 0.010439 0.0010245 84975.2 0
: 798 | 6.30968 2.29985 0.0105152 0.000990945 83996.4 1
: 799 | 6.20304 2.36892 0.0103804 0.000989754 85191.1 2
: 800 Minimum Test error found - save the configuration
: 800 | 6.09432 1.99121 0.0104137 0.00102553 85213.6 0
: 801 | 6.28389 2.18333 0.0103956 0.000987934 85036.8 1
: 802 | 6.27497 2.13447 0.0103816 0.000987784 85162.3 2
: 803 | 5.93603 2.03233 0.0103648 0.000987155 85309.4 3
: 804 Minimum Test error found - save the configuration
: 804 | 5.82851 1.95929 0.0104033 0.00102661 85318 0
: 805 Minimum Test error found - save the configuration
: 805 | 5.89178 1.84807 0.0104466 0.00106075 85234.6 0
: 806 | 5.82181 2.06329 0.0104445 0.000990635 84621.4 1
: 807 Minimum Test error found - save the configuration
: 807 | 5.60742 1.83477 0.0103986 0.00102125 85312.4 0
: 808 | 5.5762 1.86537 0.0103666 0.000989155 85310.9 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.40545 1.76772 0.0104065 0.00102452 85270 0
: 810 | 5.418 2.03566 0.0103656 0.000986244 85293.5 1
: 811 | 5.5104 1.85739 0.0104178 0.000985244 84813 2
: 812 | 5.50161 2.07515 0.0103728 0.000987984 85243.8 3
: 813 | 5.36565 1.86845 0.0103803 0.000987014 85166.9 4
: 814 | 5.22929 2.20063 0.0103771 0.000989334 85217.7 5
: 815 | 5.11236 1.88393 0.0103925 0.000991796 85100.2 6
: 816 Minimum Test error found - save the configuration
: 816 | 5.07447 1.61677 0.0104501 0.00102516 84881.2 0
: 817 | 5.0231 1.94375 0.0103686 0.000986625 85270.3 1
: 818 | 5.33946 2.70598 0.0104742 0.000989665 84348 2
: 819 | 5.2787 2.05374 0.0103606 0.000989184 85365.8 3
: 820 | 5.00338 2.00069 0.0103502 0.000985825 85430.3 4
: 821 | 4.94209 1.852 0.010454 0.000987264 84506.5 5
: 822 | 4.75133 1.66557 0.0104036 0.000988765 84971.9 6
: 823 | 4.67717 1.65964 0.0103646 0.000987904 85318 7
: 824 | 4.49067 1.75382 0.0103566 0.000987424 85386.5 8
: 825 Minimum Test error found - save the configuration
: 825 | 4.48566 1.60431 0.0104632 0.00106365 85110.4 0
: 826 | 4.4966 1.65514 0.0104034 0.000987154 84959.5 1
: 827 Minimum Test error found - save the configuration
: 827 | 4.38423 1.44064 0.0103891 0.00102491 85432.2 0
: 828 | 4.3245 1.75554 0.0103801 0.000985874 85158.8 1
: 829 | 4.30797 1.66196 0.0103674 0.000992524 85334.3 2
: 830 | 4.16873 1.55926 0.0103571 0.000983334 85344.2 3
: 831 | 4.13921 1.67304 0.0104692 0.000991465 84408.2 4
: 832 | 4.21157 1.9643 0.0103853 0.000987615 85126.9 5
: 833 | 4.14904 1.79373 0.0104225 0.000990814 84820.7 6
: 834 | 4.13919 1.97762 0.0104021 0.000989255 84990 7
: 835 | 4.05052 1.88696 0.0104158 0.000989834 84872 8
: 836 | 4.05285 1.64663 0.0103557 0.000985345 85375.2 9
: 837 | 3.87472 1.46015 0.0103607 0.000989004 85363.6 10
: 838 | 3.9542 2.59578 0.0104814 0.000991135 84296.6 11
: 839 | 3.9682 2.32298 0.0103771 0.000992465 85245.7 12
: 840 | 3.99971 1.82488 0.0103828 0.000989294 85165.5 13
: 841 | 3.75792 1.5644 0.0103659 0.000986714 85295.7 14
: 842 | 3.64956 1.57336 0.0103854 0.000987634 85126.8 15
: 843 | 3.61555 1.78487 0.010366 0.000987964 85306 16
: 844 | 3.7946 1.61941 0.010382 0.000989135 85170.6 17
: 845 | 3.7772 2.63171 0.0104747 0.000989644 84343.1 18
: 846 | 3.56851 1.69358 0.0103883 0.000987604 85100.2 19
: 847 | 3.74734 2.26403 0.0103662 0.000978974 85222.1 20
: 848 | 3.71256 1.48955 0.0103588 0.000989385 85383.9 21
:
: Elapsed time for training with 1000 events: 8.8 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: 0.0131 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.31077e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08627e+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: 0.0302 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: 0.0361 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: 0.00186 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: 0.0948 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: 0.878 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: 0.021 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00312 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: 0.0373 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00501 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: 0.00309 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0012 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: 0.0963 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0115 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: 0.881 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0984 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.608 0.148 5.48 1.46 | 3.249 3.234
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : 0.00260 0.181 1.92 1.03 | 3.367 3.353
: 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.