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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
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:3765
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:1109
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:1266
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1371
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:358
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1309
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: 0.265 sec
: Elapsed time for training with 1000 events: 0.269 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00408 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: 0.000723 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00395 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: 0.000208 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000298 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31529.1
: --------------------------------------------------------------
: 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 | 33073.6 31104.5 0.0101089 0.00104543 88266.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32553.6 30555.1 0.0101143 0.00100774 87849.2 0
: 3 Minimum Test error found - save the configuration
: 3 | 31864.8 29887 0.0101203 0.00101728 87882.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 31099.4 29246.7 0.0101836 0.00102096 87311.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30346.5 28512.7 0.0101675 0.00101295 87388.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29495.3 27581.6 0.0101668 0.00104333 87685.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28707.4 26872.4 0.010464 0.00100113 84540.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28218.8 26484.1 0.00998481 0.000994223 88981.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 27858.2 26153.3 0.00996082 0.000983592 89114.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27530.6 25852.7 0.00998956 0.00100468 89038.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27224.9 25569.5 0.00993144 0.001001 89581.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 26932.9 25301.3 0.00995239 0.00100219 89383.5 0
: 13 Minimum Test error found - save the configuration
: 13 | 26659.1 25035.5 0.00995691 0.00100273 89343.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26386.7 24781.9 0.00995326 0.00100545 89407.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26125.1 24534 0.00995623 0.00100764 89399.6 0
: 16 Minimum Test error found - save the configuration
: 16 | 25869.3 24292.1 0.010183 0.00100738 87187.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25619.1 24055 0.00996923 0.0010026 89219.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25371.3 23826.1 0.0099374 0.000982642 89338 0
: 19 Minimum Test error found - save the configuration
: 19 | 25132.6 23598.7 0.00996078 0.00103081 89586 0
: 20 Minimum Test error found - save the configuration
: 20 | 24899 23371.5 0.00997453 0.000999982 89141 0
: 21 Minimum Test error found - save the configuration
: 21 | 24661.1 23155.6 0.0100174 0.00102122 88926.4 0
: 22 Minimum Test error found - save the configuration
: 22 | 24436.1 22937 0.00999034 0.00100347 89018.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24209.5 22723.5 0.00997847 0.000985642 88959.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 23988.7 22511 0.0100732 0.000988981 88065.2 0
: 25 Minimum Test error found - save the configuration
: 25 | 23767.6 22304.2 0.00997421 0.000986332 89008.8 0
: 26 Minimum Test error found - save the configuration
: 26 | 23552.2 22098.9 0.00997499 0.000984842 88986.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23336.3 21899.4 0.0100723 0.000991382 88096.8 0
: 28 Minimum Test error found - save the configuration
: 28 | 23129.5 21696.5 0.00999909 0.000986673 88766.4 0
: 29 Minimum Test error found - save the configuration
: 29 | 22917.5 21501.3 0.0101058 0.00104651 88306.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22712.5 21307 0.0099878 0.000986983 88880.8 0
: 31 Minimum Test error found - save the configuration
: 31 | 22508.7 21115.3 0.00997323 0.000987412 89029.1 0
: 32 Minimum Test error found - save the configuration
: 32 | 22309.4 20922.9 0.0100105 0.000998544 88771.4 0
: 33 Minimum Test error found - save the configuration
: 33 | 22107.4 20737.4 0.00998261 0.000992652 88988.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 21914.9 20548 0.00998689 0.000987423 88894.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 21719.2 20362.8 0.00999306 0.000985742 88816.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21525.3 20182.1 0.00998959 0.000984933 88842.9 0
: 37 Minimum Test error found - save the configuration
: 37 | 21334.5 20004.4 0.0100258 0.000987711 88514.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21147.8 19826.4 0.0100513 0.000988893 88277 0
: 39 Minimum Test error found - save the configuration
: 39 | 20962.5 19649.5 0.00996758 0.000988861 89099.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 20776.2 19477.6 0.0100145 0.000990631 88653.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20595.3 19305.5 0.0100082 0.000987021 88680.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20414.7 19135.7 0.0100071 0.000987872 88699.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20234.9 18969.6 0.010026 0.000988792 88522.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20059.1 18803.8 0.0100262 0.000989982 88532.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 19885.4 18637.9 0.0100387 0.000990692 88417.3 0
: 46 Minimum Test error found - save the configuration
: 46 | 19711.1 18475.7 0.0100307 0.000989282 88481.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19541.1 18313.1 0.00998759 0.000993823 88950.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19370.5 18153.8 0.0100168 0.000991902 88643.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19203 17995.5 0.0100244 0.000990113 88551.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19035.3 17840.8 0.0100058 0.000989842 88731.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 18870.3 17687.1 0.0100147 0.000989933 88645.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18707.3 17525.2 0.010027 0.000999901 88621.9 0
: 53 Minimum Test error found - save the configuration
: 53 | 18537.3 17363.5 0.0100377 0.000997512 88494 0
: 54 Minimum Test error found - save the configuration
: 54 | 18378.8 17214.4 0.0100695 0.00100055 88213.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18214.3 17066.7 0.0100428 0.000999232 88460.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18053.7 16910.3 0.0100487 0.00100187 88429.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 17895.1 16760 0.0100907 0.0010201 88197.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17736.5 16612.4 0.0100595 0.00101704 88471.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17583.1 16459 0.0101441 0.00103235 87798.6 0
: 60 Minimum Test error found - save the configuration
: 60 | 17424 16316.3 0.0100857 0.0010215 88259.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17268.9 16164.4 0.0101444 0.00102353 87711.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17116.3 16018.3 0.0101271 0.00102946 87935.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 16961.5 15868.4 0.0101255 0.00102287 87886.7 0
: 64 Minimum Test error found - save the configuration
: 64 | 16811.1 15723.5 0.0101793 0.00103194 87456.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16657.9 15583.3 0.0101542 0.00103342 87711.5 0
: 66 Minimum Test error found - save the configuration
: 66 | 16509.9 15438 0.0101389 0.00102333 87761.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16360.9 15297.5 0.0101452 0.00102375 87705.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16215.6 15155.1 0.0101737 0.00102736 87466.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16066.9 15017.8 0.01019 0.00103908 87422.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15923.7 14882.3 0.0101911 0.00102993 87325.4 0
: 71 Minimum Test error found - save the configuration
: 71 | 15781.7 14743.8 0.010235 0.00103582 86964.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15636.2 14609.9 0.0101969 0.00103332 87302.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15495.9 14475.3 0.0102268 0.00104296 87109.6 0
: 74 Minimum Test error found - save the configuration
: 74 | 15356.5 14342.1 0.0102722 0.00103845 86638.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15214.8 14215.3 0.0102336 0.00104729 87086.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15080.2 14084.5 0.0102011 0.00103035 87234.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 14944.3 13954.6 0.0102288 0.00103421 87007.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 14810.7 13824.4 0.0102227 0.0010364 87086.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14674.1 13700.3 0.0101906 0.00103713 87398.3 0
: 80 Minimum Test error found - save the configuration
: 80 | 14542.3 13577.3 0.0102196 0.00103976 87147.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14413.5 13450.6 0.010204 0.00104853 87379.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14280.3 13331.2 0.0101904 0.00103094 87341.1 0
: 83 Minimum Test error found - save the configuration
: 83 | 14154.2 13209.4 0.0102362 0.00103736 86967.9 0
: 84 Minimum Test error found - save the configuration
: 84 | 14024.8 13090 0.0103584 0.0010602 86038.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13900 12970.9 0.0102161 0.00103699 87154.5 0
: 86 Minimum Test error found - save the configuration
: 86 | 13773.4 12854.1 0.0102666 0.0010657 86948.5 0
: 87 Minimum Test error found - save the configuration
: 87 | 13651.7 12735.4 0.0102846 0.0010387 86524.8 0
: 88 Minimum Test error found - save the configuration
: 88 | 13527.5 12619 0.0102618 0.00102787 86637 0
: 89 Minimum Test error found - save the configuration
: 89 | 13404.6 12506 0.0102515 0.00103004 86754.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13285.6 12390.8 0.010222 0.00102697 87003.8 0
: 91 Minimum Test error found - save the configuration
: 91 | 13164.4 12279 0.0102262 0.00104432 87128 0
: 92 Minimum Test error found - save the configuration
: 92 | 13047 12166.5 0.010206 0.00101849 87074.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12927.2 12058.6 0.0102174 0.00101737 86955.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12813.9 11946.3 0.0102911 0.00103348 86415.2 0
: 95 Minimum Test error found - save the configuration
: 95 | 12697.2 11837.3 0.0102112 0.00102841 87119.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12581.9 11730.5 0.010265 0.00104044 86724.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12468.6 11624.5 0.0102423 0.00103919 86926.8 0
: 98 Minimum Test error found - save the configuration
: 98 | 12356.3 11519 0.0102244 0.00103672 87072.8 0
: 99 Minimum Test error found - save the configuration
: 99 | 12245.7 11413.2 0.0105504 0.00105451 84247.3 0
: 100 Minimum Test error found - save the configuration
: 100 | 12134.1 11310.1 0.0102301 0.00103061 86961.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 12024.6 11208.3 0.0102216 0.00103958 87127.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 11917.5 11104.8 0.010264 0.00104379 86765.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11807.2 11006.4 0.010331 0.00109734 86639.5 0
: 104 Minimum Test error found - save the configuration
: 104 | 11703.5 10904.6 0.0102417 0.00103428 86886.8 0
: 105 Minimum Test error found - save the configuration
: 105 | 11598 10804 0.0102517 0.00104557 86898.6 0
: 106 Minimum Test error found - save the configuration
: 106 | 11491.8 10705.7 0.0102885 0.00103401 86444.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11387.7 10609 0.0102505 0.00104523 86906.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11284.3 10513.8 0.0102306 0.00104509 87093.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11182.6 10418.9 0.0102399 0.00104175 86973.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11081.8 10325.2 0.010241 0.00104542 86998.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 10983.4 10228.4 0.0102273 0.00103711 87049.1 0
: 112 Minimum Test error found - save the configuration
: 112 | 10881.3 10137 0.0102684 0.00106148 86890.9 0
: 113 Minimum Test error found - save the configuration
: 113 | 10784.6 10044.3 0.0102787 0.00104711 86659.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10686.4 9952.61 0.0102742 0.001071 86926.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10589.9 9862.02 0.0102833 0.00106247 86760.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10493 9772.54 0.0103532 0.00105953 86080.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10397.8 9685.31 0.0102637 0.0010335 86671.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10304.7 9595.81 0.0112177 0.00155064 82755.7 0
: 119 Minimum Test error found - save the configuration
: 119 | 10210.2 9509.66 0.0120658 0.00103291 72510.4 0
: 120 Minimum Test error found - save the configuration
: 120 | 10118.3 9422.43 0.0102279 0.00105009 87166.8 0
: 121 Minimum Test error found - save the configuration
: 121 | 10026.1 9337.2 0.0102427 0.00102189 86760.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 9936.85 9249.94 0.0103634 0.00102495 85667 0
: 123 Minimum Test error found - save the configuration
: 123 | 9844.92 9166.59 0.0102554 0.00102358 86657.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9756.63 9081.28 0.0102548 0.00102059 86634.1 0
: 125 Minimum Test error found - save the configuration
: 125 | 9666.18 9000.13 0.0102218 0.0010185 86925.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9580.41 8916.59 0.0102552 0.0010365 86780.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9492.3 8835.48 0.0102021 0.00101669 87094.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9405.61 8755.65 0.0102414 0.00103015 86850.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9320.65 8675.73 0.010208 0.00102317 87100.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9235.86 8596.31 0.0102121 0.00101928 87024.4 0
: 131 Minimum Test error found - save the configuration
: 131 | 9151.66 8518.55 0.0101971 0.00101638 87139.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9067.96 8440.59 0.0101845 0.00101639 87259.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 8985.9 8363.88 0.0102189 0.00101711 86939.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8903.78 8287.35 0.0102241 0.00102692 86983.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8824.52 8209.84 0.010248 0.00103364 86821.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 8741.41 8136.37 0.0102184 0.00102155 86986.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8664.14 8059.85 0.0102268 0.00105383 87212.6 0
: 138 Minimum Test error found - save the configuration
: 138 | 8583.91 7985.89 0.0101903 0.00102161 87253.4 0
: 139 Minimum Test error found - save the configuration
: 139 | 8504.74 7914.92 0.0102214 0.00101714 86915.9 0
: 140 Minimum Test error found - save the configuration
: 140 | 8429.87 7840.15 0.0102012 0.00101712 87107.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8351.05 7768.04 0.0102017 0.00101962 87126.6 0
: 142 Minimum Test error found - save the configuration
: 142 | 8274.68 7697.52 0.0101939 0.00101921 87196.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8198.97 7627.57 0.0102055 0.00102572 87148 0
: 144 Minimum Test error found - save the configuration
: 144 | 8126.61 7555.33 0.0102515 0.00103857 86834.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8049.51 7487.43 0.0102564 0.00102082 86621.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7977.41 7418.54 0.0101897 0.00102045 87248.1 0
: 147 Minimum Test error found - save the configuration
: 147 | 7904.35 7349.48 0.010233 0.00102352 86867.2 0
: 148 Minimum Test error found - save the configuration
: 148 | 7832.67 7281 0.0102588 0.00103052 86689.8 0
: 149 Minimum Test error found - save the configuration
: 149 | 7760.83 7213.4 0.0102293 0.00102215 86889.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7688.1 7147.95 0.0102045 0.00102112 87114.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7618.99 7083.58 0.0109005 0.00109954 81625 0
: 152 Minimum Test error found - save the configuration
: 152 | 7549.96 7017.35 0.0111568 0.00103628 79047.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7480.92 6951.97 0.0105827 0.00105388 83956.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7411.29 6887.84 0.0107418 0.00107056 82719.6 0
: 155 Minimum Test error found - save the configuration
: 155 | 7345.03 6822.88 0.0111632 0.00105067 79109.5 0
: 156 Minimum Test error found - save the configuration
: 156 | 7275.61 6761.7 0.0103624 0.00104405 85851.8 0
: 157 Minimum Test error found - save the configuration
: 157 | 7211.45 6697.57 0.0103727 0.00105407 85849.2 0
: 158 Minimum Test error found - save the configuration
: 158 | 7144.66 6635.19 0.0106615 0.00105062 83239.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7077.51 6576.27 0.0103698 0.00103891 85736.4 0
: 160 Minimum Test error found - save the configuration
: 160 | 7014.72 6513.77 0.010485 0.00108574 85113.2 0
: 161 Minimum Test error found - save the configuration
: 161 | 6948.93 6454.63 0.011047 0.00105349 80052.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6886.85 6393.66 0.0104168 0.0010573 85474.4 0
: 163 Minimum Test error found - save the configuration
: 163 | 6822.88 6334.41 0.0104639 0.00111989 85616.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6760.19 6275.17 0.0123024 0.00106255 71175 0
: 165 Minimum Test error found - save the configuration
: 165 | 6698.13 6217.05 0.010421 0.00103091 85196.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6636.88 6158.96 0.010444 0.00109994 85615.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6576.19 6100.86 0.0103462 0.00105178 86073.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6515.02 6044.89 0.0120758 0.00165532 76772 0
: 169 Minimum Test error found - save the configuration
: 169 | 6455.18 5988.64 0.0115256 0.00112279 76902.1 0
: 170 Minimum Test error found - save the configuration
: 170 | 6396.84 5932.06 0.0104162 0.00104209 85341.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6337.53 5877.07 0.0104039 0.00102829 85328.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6278.99 5822.49 0.0104796 0.00106674 84990.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6221.37 5768.51 0.0108452 0.00110069 82097.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6163.54 5715.26 0.0103825 0.00104615 85686.6 0
: 175 Minimum Test error found - save the configuration
: 175 | 6107.71 5661.59 0.0103817 0.00102844 85531.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6050.97 5609.15 0.0104145 0.00105804 85502.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 5994.89 5557.69 0.0111357 0.00107829 79543.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 5940.09 5505.48 0.0104381 0.00103232 85053.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5885.94 5453.31 0.0105941 0.00103989 83733.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5831.7 5401.35 0.0103163 0.00102499 86102 0
: 181 Minimum Test error found - save the configuration
: 181 | 5777.72 5350.22 0.0104206 0.00112 86016.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5723.62 5301.72 0.0106955 0.00105118 82950.2 0
: 183 Minimum Test error found - save the configuration
: 183 | 5671.55 5251.97 0.0104907 0.00105585 84792.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5617.89 5204.13 0.0104469 0.00106492 85269.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5568.36 5153.86 0.0104241 0.00103025 85162.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5515.87 5105.71 0.0104275 0.00103301 85156.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5465.24 5057.58 0.0103965 0.0010318 85426.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5414.21 5011.03 0.0106053 0.00110101 84172.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5365.18 4963.2 0.0107422 0.00109603 82934.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5315.9 4915.65 0.0111775 0.00107664 79201.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5265.49 4871.02 0.010522 0.00107496 84682.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5216.15 4827.78 0.0107965 0.00104839 82067.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5169.67 4781.74 0.0105605 0.00104017 84030.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5121.97 4736.71 0.0107176 0.00103341 82609.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5074.35 4692.2 0.0110631 0.00105657 79948.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5028.21 4646.98 0.0112058 0.00106521 78890.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 4980.16 4604.81 0.0141072 0.00140854 62999 0
: 198 Minimum Test error found - save the configuration
: 198 | 4934.86 4562.32 0.0105906 0.00103961 83761.4 0
: 199 Minimum Test error found - save the configuration
: 199 | 4890.01 4519.3 0.0104779 0.00103287 84700.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4844.45 4477.18 0.0142527 0.00104034 60549.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4800.9 4433.79 0.0104795 0.00103592 84713.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4754.26 4394.66 0.0109458 0.00105322 80868.6 0
: 203 Minimum Test error found - save the configuration
: 203 | 4711.59 4353.81 0.0104176 0.00108034 85678.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4668.61 4312.7 0.0104039 0.00103169 85358.7 0
: 205 Minimum Test error found - save the configuration
: 205 | 4626.14 4271.48 0.010353 0.00102786 85790 0
: 206 Minimum Test error found - save the configuration
: 206 | 4582.45 4232.88 0.0104783 0.00105362 84884 0
: 207 Minimum Test error found - save the configuration
: 207 | 4539.98 4193.96 0.0108004 0.00105601 82098.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4499.49 4153.56 0.010472 0.00102974 84725.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4457.52 4114.59 0.010449 0.00110756 85639.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4415.73 4077.57 0.0105745 0.00112026 84618.5 0
: 211 Minimum Test error found - save the configuration
: 211 | 4376.2 4039.08 0.0107749 0.00104438 82215.3 0
: 212 Minimum Test error found - save the configuration
: 212 | 4335.57 4001.01 0.0104196 0.00104473 85334.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4295.74 3963.72 0.0106437 0.00103029 83217.3 0
: 214 Minimum Test error found - save the configuration
: 214 | 4255.69 3927.36 0.0111593 0.00104676 79109.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4217.46 3890.46 0.0104287 0.00104017 85210.4 0
: 216 Minimum Test error found - save the configuration
: 216 | 4178.78 3853.77 0.0108374 0.00105958 81818.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4139.98 3817.65 0.0105694 0.00106461 84168.2 0
: 218 Minimum Test error found - save the configuration
: 218 | 4102.08 3782.34 0.0106712 0.00105836 83222.4 0
: 219 Minimum Test error found - save the configuration
: 219 | 4064.49 3747.41 0.0109294 0.00143691 84277 0
: 220 Minimum Test error found - save the configuration
: 220 | 4027.1 3712.44 0.0109879 0.0010367 80392.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 3990.68 3677.84 0.0104672 0.00104245 84882.7 0
: 222 Minimum Test error found - save the configuration
: 222 | 3954.09 3643.5 0.0106125 0.00117636 84780.1 0
: 223 Minimum Test error found - save the configuration
: 223 | 3917.17 3610.52 0.0104373 0.00103479 85083.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3882.83 3575.88 0.0103817 0.00104065 85643.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3846.32 3542.81 0.0104825 0.00103916 84715.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3811.6 3509.85 0.0104002 0.00103059 85382.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3777.51 3477.04 0.0104332 0.00107066 85447.3 0
: 228 Minimum Test error found - save the configuration
: 228 | 3742.02 3444.98 0.0104274 0.00107614 85550.3 0
: 229 Minimum Test error found - save the configuration
: 229 | 3708.62 3411.93 0.0105451 0.001088 84592.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3674.04 3381.02 0.0104931 0.00105379 84751.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3641.52 3348.76 0.010475 0.00112488 85560.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3607.71 3317.7 0.0103645 0.00103204 85722.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3574.98 3286.86 0.0103982 0.00104051 85491 0
: 234 Minimum Test error found - save the configuration
: 234 | 3542.48 3256.78 0.010315 0.00102925 86153.5 0
: 235 Minimum Test error found - save the configuration
: 235 | 3510.7 3225.77 0.0111253 0.00104788 79385.1 0
: 236 Minimum Test error found - save the configuration
: 236 | 3477.91 3196.41 0.0105447 0.00105681 84318 0
: 237 Minimum Test error found - save the configuration
: 237 | 3447.46 3166.32 0.0109415 0.001114 81404 0
: 238 Minimum Test error found - save the configuration
: 238 | 3415.58 3136.61 0.0117194 0.00106077 75056.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3384 3108.73 0.0106107 0.0011456 84521.5 0
: 240 Minimum Test error found - save the configuration
: 240 | 3353.75 3080.56 0.0104579 0.0010363 84911.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3323.63 3050.99 0.0104593 0.00103031 84844.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3293.04 3022.74 0.0108212 0.00103391 81738.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3264.08 2993.25 0.0104395 0.00106232 85313.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3232.88 2966.65 0.01146 0.0010835 77097 0
: 245 Minimum Test error found - save the configuration
: 245 | 3205.09 2938.12 0.0107537 0.00132656 84861.5 0
: 246 Minimum Test error found - save the configuration
: 246 | 3174.51 2911.91 0.0115665 0.00104962 76068.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3146.27 2884.79 0.0106111 0.00106443 83798.8 0
: 248 Minimum Test error found - save the configuration
: 248 | 3118.09 2857.44 0.0105155 0.00107843 84772.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3089.03 2831.5 0.0104334 0.00105874 85336.4 0
: 250 Minimum Test error found - save the configuration
: 250 | 3061.48 2805.16 0.0104093 0.00103492 85338.7 0
: 251 Minimum Test error found - save the configuration
: 251 | 3033.89 2779.26 0.010409 0.00107234 85683.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3006.37 2752.82 0.0116457 0.00124402 76910.5 0
: 253 Minimum Test error found - save the configuration
: 253 | 2978.69 2727.32 0.0105703 0.00104967 84027.8 0
: 254 Minimum Test error found - save the configuration
: 254 | 2951.71 2702.23 0.0104732 0.00105213 84916.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2924.84 2677.28 0.0111767 0.00103805 78906.2 0
: 256 Minimum Test error found - save the configuration
: 256 | 2898.18 2652.98 0.0103767 0.00103723 85657.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2872.69 2627.89 0.0104112 0.00104346 85399.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2846.17 2603.31 0.0103993 0.00105379 85603 0
: 259 Minimum Test error found - save the configuration
: 259 | 2819.86 2579.99 0.0104085 0.00103346 85332.7 0
: 260 Minimum Test error found - save the configuration
: 260 | 2794.49 2556.71 0.0104029 0.00102981 85350.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2769.71 2532.94 0.0105231 0.0011599 85440.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2745.05 2508.46 0.0105553 0.00105637 84220.4 0
: 263 Minimum Test error found - save the configuration
: 263 | 2719.66 2485.37 0.010562 0.00109447 84499.7 0
: 264 Minimum Test error found - save the configuration
: 264 | 2694.92 2462.79 0.0104647 0.00104781 84954.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2670.76 2439.91 0.0108156 0.00107957 82169.3 0
: 266 Minimum Test error found - save the configuration
: 266 | 2646.74 2417.71 0.0105089 0.00111532 85164.6 0
: 267 Minimum Test error found - save the configuration
: 267 | 2622.38 2395.16 0.0105364 0.00109406 84724.6 0
: 268 Minimum Test error found - save the configuration
: 268 | 2598.95 2372.83 0.0104136 0.00103511 85301.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2574.87 2351.36 0.0104372 0.00104612 85187.4 0
: 270 Minimum Test error found - save the configuration
: 270 | 2551.84 2329.96 0.0104486 0.00105599 85173.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2529.15 2307.67 0.0105605 0.00103909 84021.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2505.83 2286.33 0.0106054 0.0010665 83867.5 0
: 273 Minimum Test error found - save the configuration
: 273 | 2482.66 2265.73 0.0104731 0.00104842 84883.5 0
: 274 Minimum Test error found - save the configuration
: 274 | 2461.19 2244.03 0.01044 0.0010481 85180 0
: 275 Minimum Test error found - save the configuration
: 275 | 2437.61 2224.06 0.0107702 0.00104714 82278.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2415.86 2203.78 0.0104835 0.00103554 84674.5 0
: 277 Minimum Test error found - save the configuration
: 277 | 2393.4 2184.27 0.0104498 0.00103352 84959.1 0
: 278 Minimum Test error found - save the configuration
: 278 | 2372.24 2163.96 0.0104114 0.00104436 85405.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2351.09 2144.12 0.010488 0.00103514 84630.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2329.47 2123.93 0.010465 0.00104766 84949.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2307.89 2104.24 0.0108132 0.00120945 83300.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2286.66 2085.05 0.0106382 0.00109921 83866.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2265.65 2066.41 0.0104958 0.00104273 84629 0
: 284 Minimum Test error found - save the configuration
: 284 | 2245.13 2047.24 0.0106103 0.00111799 84278.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2224.45 2028.43 0.010475 0.00103317 84729.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2204.33 2009.48 0.0104247 0.001039 85235.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2184.03 1990.75 0.0104526 0.00103336 84932.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2163.4 1973.08 0.0104655 0.00104177 84892.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2143.96 1954.72 0.0104418 0.00104208 85108.5 0
: 290 Minimum Test error found - save the configuration
: 290 | 2124.18 1936.82 0.0105608 0.0010473 84091 0
: 291 Minimum Test error found - save the configuration
: 291 | 2104.17 1919.44 0.0106008 0.00111854 84368.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2085.19 1901.49 0.010688 0.00109207 83368.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2065.8 1884.41 0.0104262 0.00104699 85295 0
: 294 Minimum Test error found - save the configuration
: 294 | 2046.8 1866.98 0.0104358 0.00105465 85277.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2027.91 1849.62 0.0103917 0.00103526 85503.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2008.63 1833.32 0.0104492 0.00105011 85114.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1990.61 1816.32 0.0103391 0.00102801 85919.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1971.46 1800.2 0.0105903 0.0010663 83998.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1954.1 1782.96 0.010444 0.00103424 85018 0
: 300 Minimum Test error found - save the configuration
: 300 | 1935.06 1766.97 0.0104008 0.00103329 85401.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1917.27 1751.18 0.0105286 0.00104698 84374.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1899.45 1735.09 0.0105478 0.00103687 84113.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1882.15 1718.58 0.0105509 0.00103968 84111.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1863.88 1703.36 0.0120228 0.00164969 77122.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1846.98 1688.06 0.0104672 0.00104261 84884.6 0
: 306 Minimum Test error found - save the configuration
: 306 | 1829.32 1673.24 0.0104864 0.00104398 84724.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1812.48 1657.28 0.0103966 0.00104851 85579.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1795.72 1641.76 0.010611 0.00103973 83583.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1778.72 1626.64 0.0106749 0.00106751 83269.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1761.57 1612 0.0109062 0.00108921 81491.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1745.15 1597.49 0.010464 0.00104019 84891.7 0
: 312 Minimum Test error found - save the configuration
: 312 | 1728.74 1582.95 0.0108787 0.00110409 81844.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1712.68 1567.87 0.0105249 0.00119996 85791.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1696.18 1554.04 0.0103433 0.00106816 86252.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1680.19 1539.72 0.0104982 0.00104333 84612.2 0
: 316 Minimum Test error found - save the configuration
: 316 | 1664.23 1525.28 0.0103654 0.00103812 85769.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1648.59 1511.13 0.0105388 0.00105743 84376 0
: 318 Minimum Test error found - save the configuration
: 318 | 1632.77 1497.16 0.0105145 0.00106441 84655.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1617.12 1483.97 0.0105799 0.00110638 84446.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1602.02 1469.83 0.0113429 0.00107897 77943.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1586.61 1456.19 0.0104228 0.00103354 85203.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1570.93 1443.46 0.0104155 0.00104613 85384.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1556.23 1430.56 0.0104135 0.00104798 85419.3 0
: 324 Minimum Test error found - save the configuration
: 324 | 1541.72 1417.17 0.0103808 0.00103016 85555.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1526.31 1404.56 0.010423 0.00104047 85265.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1512.43 1391.31 0.0104671 0.00105861 85029.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1497.58 1378.62 0.0103563 0.00106188 86073.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1483.38 1365.87 0.0105961 0.00109593 84209.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1469.31 1353.14 0.0103643 0.00105367 85923.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1455.02 1340.73 0.0102944 0.00103494 86397.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1440.9 1328.36 0.0102799 0.00102684 86457.8 0
: 332 Minimum Test error found - save the configuration
: 332 | 1427.55 1315.53 0.0103658 0.00107116 86070.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1413.35 1303.54 0.0102945 0.0010289 86340.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1399.99 1291.56 0.0103897 0.00104831 85640 0
: 335 Minimum Test error found - save the configuration
: 335 | 1386.26 1279.56 0.0103159 0.00103441 86193.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1373.34 1267.65 0.010316 0.00103591 86206.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1360.27 1255.77 0.0103051 0.00103681 86315.7 0
: 338 Minimum Test error found - save the configuration
: 338 | 1346.71 1244.14 0.0102991 0.00103297 86335.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1333.51 1232.87 0.0102942 0.00103157 86369 0
: 340 Minimum Test error found - save the configuration
: 340 | 1320.86 1221.22 0.010275 0.00102515 86487.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1308.59 1209.9 0.0119893 0.00106195 73210.8 0
: 342 Minimum Test error found - save the configuration
: 342 | 1295.62 1198.25 0.0105086 0.0010479 84560.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1282.82 1187.35 0.0103347 0.00103347 86010.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1270.3 1176.77 0.0103395 0.00102965 85930.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1258.79 1165.42 0.010275 0.00103143 86547.1 0
: 346 Minimum Test error found - save the configuration
: 346 | 1246.47 1154.37 0.0102971 0.00103855 86407.1 0
: 347 Minimum Test error found - save the configuration
: 347 | 1234.16 1143.81 0.0103411 0.00103341 85950.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1222.6 1132.86 0.0102538 0.00102552 86690.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1210.58 1121.95 0.0102909 0.00102695 86356.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1198.41 1112.13 0.0104046 0.00103771 85407.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1187.4 1101.33 0.0103589 0.00104488 85891.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1175.6 1090.97 0.0103328 0.00104046 86092.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1164.14 1080.61 0.0103585 0.00105096 85951.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1152.71 1070.68 0.0103042 0.00102922 86254 0
: 355 Minimum Test error found - save the configuration
: 355 | 1141.94 1060.56 0.0102879 0.00103912 86497.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1130.58 1051.19 0.0102933 0.00104561 86508.1 0
: 357 Minimum Test error found - save the configuration
: 357 | 1120.22 1040.2 0.0103365 0.00106949 86327.8 0
: 358 Minimum Test error found - save the configuration
: 358 | 1108.62 1030.76 0.0102925 0.001034 86407.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1098.52 1020.56 0.0102927 0.00102752 86344.7 0
: 360 Minimum Test error found - save the configuration
: 360 | 1087.27 1011.87 0.0103177 0.00103067 86142 0
: 361 Minimum Test error found - save the configuration
: 361 | 1077.02 1001.38 0.0103398 0.0010314 85944.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1066.15 991.967 0.0103085 0.00103 86220.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1056.07 982.352 0.0104523 0.00103265 84928.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1045.41 973.092 0.0103105 0.00104914 86380.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1035.16 964.052 0.0103074 0.00103299 86258.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1025.32 954.612 0.0103484 0.00106424 86168.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1015.27 945.398 0.0102735 0.0010268 86517 0
: 368 Minimum Test error found - save the configuration
: 368 | 1005.08 936.368 0.0103982 0.00104831 85563 0
: 369 Minimum Test error found - save the configuration
: 369 | 995.668 927.418 0.01029 0.00102777 86372.7 0
: 370 Minimum Test error found - save the configuration
: 370 | 985.783 919.067 0.0102926 0.00103544 86419.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 975.899 909.865 0.0103869 0.00105614 85737.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 966.507 900.871 0.0103424 0.00107759 86348.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 956.854 892.6 0.010335 0.00103879 86056.7 0
: 374 Minimum Test error found - save the configuration
: 374 | 947.544 884.209 0.0103235 0.00103158 86096.7 0
: 375 Minimum Test error found - save the configuration
: 375 | 938.537 875.06 0.0102791 0.00104659 86650.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 929.16 866.238 0.0103111 0.00103555 86248.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 919.709 858.649 0.0102766 0.0010286 86504.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 910.712 850.292 0.0102962 0.00103295 86362.6 0
: 379 Minimum Test error found - save the configuration
: 379 | 902.122 841.15 0.0102636 0.0010281 86622.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 892.517 833.63 0.0103308 0.00102985 86012.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 883.842 825.429 0.0103502 0.00103134 85847.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 875.216 817.323 0.010345 0.00103273 85908.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 866.469 809.478 0.0103344 0.00103331 86011.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 858.15 801.416 0.0103199 0.00103178 86131.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 849.526 793.166 0.0102792 0.00102938 86488.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 840.883 785.486 0.0103479 0.0010391 85939.8 0
: 387 Minimum Test error found - save the configuration
: 387 | 832.674 778.04 0.0103089 0.00106586 86552.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 824.222 770.308 0.0103062 0.00102979 86240.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 815.905 763.278 0.0103103 0.00102743 86179.9 0
: 390 Minimum Test error found - save the configuration
: 390 | 808.115 754.926 0.0105467 0.00120043 85595.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 799.823 747.554 0.01034 0.00103427 85968.7 0
: 392 Minimum Test error found - save the configuration
: 392 | 791.867 740.17 0.0103437 0.00103483 85939.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 784.139 732.698 0.0103285 0.0010636 86347.5 0
: 394 Minimum Test error found - save the configuration
: 394 | 776.062 726.099 0.0103318 0.00102917 85997.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 768.835 718.193 0.0103594 0.00103487 85795.6 0
: 396 Minimum Test error found - save the configuration
: 396 | 760.614 710.916 0.0103618 0.00105977 86003.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 753.024 703.694 0.0103168 0.00103078 86151.3 0
: 398 Minimum Test error found - save the configuration
: 398 | 745.687 697.82 0.0103665 0.00110291 86359.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 738.147 690.09 0.0103183 0.00105565 86368.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 730.472 683.119 0.010384 0.00104205 85635 0
: 401 Minimum Test error found - save the configuration
: 401 | 723.135 676.486 0.0103314 0.00106509 86334.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 715.883 670.042 0.0103611 0.00103413 85773.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 709.081 662.831 0.0103154 0.00102859 86144.1 0
: 404 Minimum Test error found - save the configuration
: 404 | 701.82 655.738 0.0103005 0.00102931 86288.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 694.368 648.887 0.0103515 0.00103262 85847.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 687.367 642.621 0.0103349 0.00103655 86037.1 0
: 407 Minimum Test error found - save the configuration
: 407 | 680.661 636.829 0.0102832 0.00102989 86455.2 0
: 408 Minimum Test error found - save the configuration
: 408 | 673.734 629.532 0.0102777 0.00102987 86506.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 666.708 622.883 0.0103803 0.00102849 85545.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 659.987 616.205 0.0103368 0.00103106 85968.7 0
: 411 Minimum Test error found - save the configuration
: 411 | 653.059 610.577 0.0103749 0.00104103 85709.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 646.537 604.402 0.0103721 0.00103927 85719.2 0
: 413 Minimum Test error found - save the configuration
: 413 | 639.972 598.061 0.010318 0.00104827 86302.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 633.721 591.441 0.0102963 0.00102786 86314.4 0
: 415 Minimum Test error found - save the configuration
: 415 | 627.04 585.58 0.0103628 0.00105616 85960.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 620.54 579.521 0.0103006 0.00106952 86664.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 614.432 573.173 0.0102635 0.00102623 86605.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 608.022 567.004 0.0103007 0.00102833 86277.8 0
: 419 Minimum Test error found - save the configuration
: 419 | 601.472 561.477 0.0103402 0.00104669 86081.2 0
: 420 Minimum Test error found - save the configuration
: 420 | 595.59 555.854 0.0103048 0.0010311 86265.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 589.495 550.468 0.010544 0.00104178 84190.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 583.418 543.881 0.0103052 0.00102898 86242.3 0
: 423 Minimum Test error found - save the configuration
: 423 | 577.355 539.11 0.0102996 0.00102775 86282.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 571.652 532.176 0.010321 0.00103166 86120.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 565.294 526.985 0.0103065 0.00103506 86286.4 0
: 426 Minimum Test error found - save the configuration
: 426 | 559.66 521.049 0.0102945 0.00103132 86363.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 553.527 516.143 0.0102919 0.00103865 86456.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 547.936 510.471 0.010324 0.00104472 86214 0
: 429 Minimum Test error found - save the configuration
: 429 | 542.397 504.972 0.0104041 0.00107807 85781.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 536.602 499.478 0.0102932 0.00102664 86332.4 0
: 431 Minimum Test error found - save the configuration
: 431 | 531.546 493.969 0.0103784 0.00103821 85651.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 525.54 489.023 0.0103633 0.00106032 85993.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 519.958 484.044 0.0103139 0.00105124 86368.5 0
: 434 Minimum Test error found - save the configuration
: 434 | 514.927 478.391 0.0103194 0.00103429 86159.9 0
: 435 Minimum Test error found - save the configuration
: 435 | 509.555 473.239 0.0102879 0.00102557 86371.3 0
: 436 Minimum Test error found - save the configuration
: 436 | 503.847 468.245 0.0103236 0.00103412 86118.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 498.86 463.277 0.0102917 0.00103453 86419.5 0
: 438 Minimum Test error found - save the configuration
: 438 | 493.976 458.356 0.0105868 0.00103691 83770.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 488.816 453.397 0.010588 0.00104101 83795.9 0
: 440 Minimum Test error found - save the configuration
: 440 | 483.537 448.41 0.0103598 0.00103272 85771.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 478.406 443.611 0.010329 0.00103063 86037 0
: 442 Minimum Test error found - save the configuration
: 442 | 473.523 438.629 0.0103217 0.00102951 86093.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 468.36 434.455 0.0102951 0.00103118 86356.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 463.623 429.771 0.0103538 0.00103341 85833.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 458.777 424.961 0.010324 0.00105886 86345.2 0
: 446 Minimum Test error found - save the configuration
: 446 | 453.941 420.792 0.0102839 0.00102523 86406 0
: 447 Minimum Test error found - save the configuration
: 447 | 449.28 415.921 0.0103688 0.00103201 85682.4 0
: 448 Minimum Test error found - save the configuration
: 448 | 444.379 411.827 0.0103296 0.00104601 86173.5 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.318 407.169 0.0103233 0.00103759 86154 0
: 450 Minimum Test error found - save the configuration
: 450 | 435.238 402.169 0.010379 0.00103766 85640.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 430.504 397.756 0.0102964 0.00103068 86340.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 426.217 393.198 0.0102978 0.00103931 86407.4 0
: 453 Minimum Test error found - save the configuration
: 453 | 421.468 388.911 0.010357 0.00103298 85799.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 417.233 384.781 0.0103209 0.0010347 86149 0
: 455 Minimum Test error found - save the configuration
: 455 | 412.697 380.497 0.0103514 0.0010325 85846.7 0
: 456 Minimum Test error found - save the configuration
: 456 | 408.331 376.585 0.010297 0.00102745 86303.7 0
: 457 Minimum Test error found - save the configuration
: 457 | 404.15 372.587 0.0103053 0.00103057 86256.2 0
: 458 Minimum Test error found - save the configuration
: 458 | 399.964 368.337 0.0103737 0.00107069 85994.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 395.582 364.666 0.010292 0.00102772 86353.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 391.619 359.754 0.0104122 0.00103336 85298.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 387.325 356.053 0.0103466 0.0010511 86062.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 383.306 352.385 0.0103314 0.00104667 86163.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 379.29 348.537 0.0103505 0.00104507 85971.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 375.291 344.511 0.010342 0.00103982 86001 0
: 465 Minimum Test error found - save the configuration
: 465 | 371.148 340.565 0.010385 0.00103514 85562.8 0
: 466 Minimum Test error found - save the configuration
: 466 | 367.126 336.371 0.0103228 0.00102773 86066.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 363.346 332.56 0.0104098 0.00105098 85480.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 359.104 329.519 0.0102817 0.00102604 86434 0
: 469 Minimum Test error found - save the configuration
: 469 | 355.798 325.495 0.0103121 0.00103029 86190.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 351.672 321.461 0.0102838 0.00102816 86433.8 0
: 471 Minimum Test error found - save the configuration
: 471 | 347.69 317.977 0.0103041 0.00102789 86241.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 344.105 314.684 0.010274 0.00102557 86501.6 0
: 473 Minimum Test error found - save the configuration
: 473 | 340.574 311.074 0.0102633 0.0010263 86608.5 0
: 474 Minimum Test error found - save the configuration
: 474 | 336.729 307.509 0.0102872 0.00102808 86400.9 0
: 475 Minimum Test error found - save the configuration
: 475 | 333.42 303.847 0.0102891 0.00102982 86400.3 0
: 476 Minimum Test error found - save the configuration
: 476 | 329.56 300.258 0.0102843 0.00102527 86402.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 326.054 297.168 0.0102667 0.00102794 86591.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 322.68 293.54 0.0102715 0.0010264 86532.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 319.188 290.64 0.0103131 0.00103547 86229.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 315.992 287.942 0.0102966 0.00103354 86364.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 312.374 284.037 0.0102673 0.0010284 86590.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.926 280.499 0.0102763 0.00102462 86470.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 305.376 277.317 0.0102723 0.00102471 86509.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.992 274.205 0.0102703 0.00102551 86535.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.878 270.959 0.0102957 0.00102542 86297.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.804 268.25 0.0102858 0.00103161 86447.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 292.483 264.943 0.0105048 0.00103339 84464.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 289.336 261.879 0.0103117 0.0010364 86250.5 0
: 489 Minimum Test error found - save the configuration
: 489 | 286.079 258.509 0.0102889 0.00102558 86362.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 283.185 255.691 0.0102875 0.00102753 86393.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.909 252.702 0.0102783 0.00102433 86449.3 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.868 249.943 0.010276 0.0010321 86543.9 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.926 246.701 0.0102568 0.00102483 86655.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.866 243.916 0.0102932 0.00102463 86313.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 268.192 241.134 0.0102697 0.0010231 86517.9 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.834 238.412 0.0102789 0.00102386 86439 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.91 236.1 0.0102712 0.00102918 86561.4 0
: 498 Minimum Test error found - save the configuration
: 498 | 259.324 232.621 0.0103005 0.00102797 86276.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 256.164 230.114 0.0102645 0.00102481 86582.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 253.535 227.218 0.0102663 0.00102393 86558 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.642 224.64 0.0102799 0.00102386 86430 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.065 222.076 0.0102733 0.0010253 86505 0
: 503 Minimum Test error found - save the configuration
: 503 | 245.386 219.223 0.0102815 0.00102329 86409.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.657 216.815 0.0102726 0.00102554 86514 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.096 214.504 0.0102722 0.00102483 86510.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.162 211.634 0.0102696 0.00102896 86573.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.633 210.316 0.010279 0.00102321 86432.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 232.334 207.241 0.0103165 0.00102544 86104.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.68 204.788 0.0102792 0.00102781 86473.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.099 202.025 0.0102769 0.00102622 86479.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 224.294 199.837 0.0102945 0.00102484 86303.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.92 197.074 0.0102675 0.00102486 86555.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 219.617 195.201 0.0103144 0.00106078 86452.5 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.429 192.742 0.0103207 0.0010607 86393.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.657 190.719 0.010275 0.00102355 86472.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.26 188.173 0.0102644 0.00102354 86572.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 210.041 186.294 0.0102695 0.00102301 86519.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.564 184.34 0.0102696 0.00102591 86546 0
: 519 Minimum Test error found - save the configuration
: 519 | 205.223 181.344 0.0102969 0.00102692 86300.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.802 179.409 0.0102992 0.00102791 86287.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.599 177.495 0.0102851 0.00103062 86444.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.734 175.116 0.0102803 0.00102698 86455.3 0
: 523 Minimum Test error found - save the configuration
: 523 | 196.272 172.69 0.0102625 0.00102255 86580.3 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.96 171.216 0.0102868 0.001025 86376.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.739 169.07 0.0103012 0.00102598 86250.9 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.777 166.986 0.0103369 0.00104598 86105.9 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.439 165.614 0.0102794 0.0010281 86474.4 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.612 163.175 0.0102818 0.00102836 86454.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.179 161.092 0.0102629 0.00102645 86613.1 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.25 159.091 0.0102596 0.00102636 86643.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 179.187 157.521 0.0102815 0.00102419 86418.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 177.096 155.11 0.0102833 0.0010272 86429.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 175.012 153.555 0.0102745 0.0010238 86480.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 173.076 151.919 0.0102723 0.00102624 86523.4 0
: 535 Minimum Test error found - save the configuration
: 535 | 171.223 149.9 0.0102953 0.00102554 86302.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.236 148.765 0.010565 0.00104568 84039.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.39 146.691 0.0102935 0.00102975 86358.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.407 144.499 0.010286 0.00103681 86493.9 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.178 143.458 0.0102826 0.00102569 86422 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.573 141.571 0.010282 0.00102422 86413.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.626 139.401 0.0102867 0.00102707 86396.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.786 137.775 0.0102818 0.00102565 86428.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 156.141 136.757 0.0102746 0.00102384 86479.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 154.174 135.491 0.0102904 0.00102418 86335.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.444 134.14 0.0102981 0.00102784 86297.2 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.553 132.565 0.0103061 0.00103868 86323.5 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.904 132.267 0.0103151 0.00102593 86121.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 147.1 129.91 0.0102876 0.0010218 86339 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.331 127.564 0.010291 0.00102332 86321.6 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.43 126.416 0.0102955 0.00102461 86291.3 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.783 124.65 0.0103033 0.00104416 86400.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.017 123.706 0.0102852 0.00102653 86405.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.453 121.991 0.0102808 0.00102646 86446.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.827 120.178 0.0102675 0.00102753 86580.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.415 118.994 0.0102892 0.00102718 86374.1 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.549 117.98 0.0102843 0.00102437 86393.4 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.114 116.697 0.0102836 0.00102397 86396.9 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.477 115.248 0.0102783 0.00103484 86547.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.963 114.25 0.0102633 0.00102632 86608.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.483 113.517 0.0102697 0.00102413 86527.7 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.085 111.686 0.0102902 0.00102668 86360 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.709 110.23 0.0102794 0.00102873 86480 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.067 108.866 0.0102679 0.00102756 86577.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.641 106.893 0.0102714 0.00102231 86494.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 119.946 105.654 0.010282 0.00102892 86457.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.519 104.744 0.0102732 0.0010286 86536.7 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.09 103.374 0.0102627 0.00102581 86609.5 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.79 102.543 0.0102893 0.0010243 86346.5 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.868 101.065 0.0102937 0.00102501 86312.5 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.458 99.6874 0.0102788 0.00103811 86573.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.807 98.198 0.0102741 0.00102513 86496.4 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.523 97.5247 0.0102762 0.00102385 86464.2 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.081 96.1369 0.0102746 0.0010264 86503.3 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.705 95.1805 0.0102925 0.00103321 86400.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.382 94.1049 0.0102813 0.00102511 86428.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.298 92.5346 0.0102795 0.00102618 86455.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.169 91.8693 0.0102837 0.00102803 86433.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.222 90.75 0.0102787 0.00102481 86449.9 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.737 88.963 0.0102733 0.00102721 86523 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.139 88.1776 0.0102725 0.00102375 86497.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.0421 87.102 0.0102868 0.0010256 86382 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.1306 86.4129 0.0102778 0.0010247 86457.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.7241 85.0208 0.01028 0.00102633 86452.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.6853 83.2413 0.0102766 0.00102803 86500.2 0
: 585 | 94.4011 83.3667 0.0102556 0.000995752 86394.4 1
: 586 Minimum Test error found - save the configuration
: 586 | 93.4799 82.391 0.0104145 0.00105103 85438.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.2237 80.7007 0.0102995 0.00102784 86284.6 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.1642 80.0593 0.0102753 0.00102423 86476.5 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.8618 79.4507 0.0102748 0.00102445 86483.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.8916 77.419 0.0102688 0.00102563 86550.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 87.5887 76.2881 0.0102721 0.00102368 86501.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 86.821 75.7674 0.0102961 0.00102376 86278 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.7575 74.504 0.0102774 0.00102503 86464.3 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.7493 73.9411 0.0102745 0.00102553 86496.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.7272 72.4335 0.0103001 0.00102735 86274.8 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.8714 71.717 0.0102725 0.00102514 86510.9 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.7204 71.49 0.0102744 0.00102499 86492.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.8721 69.9738 0.0102851 0.00102671 86408.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.8205 69.3162 0.0102685 0.00102581 86554.9 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.7642 68.9163 0.0102827 0.00102457 86410.8 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.8125 67.8386 0.0102762 0.00102607 86485.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.0874 67.313 0.0102861 0.00102569 86388.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.0896 66.2842 0.0102643 0.00102411 86578.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.1009 65.688 0.0102618 0.00102618 86620.8 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.1637 64.3207 0.0102724 0.00102496 86510 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.4056 63.5783 0.010272 0.00102504 86515.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 72.3223 62.3781 0.0102845 0.00102798 86425.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.5345 61.8438 0.010292 0.0010309 86382.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.8258 61.0899 0.0102933 0.00102487 86314.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.8873 60.3155 0.0102753 0.00103073 86536.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.015 59.0745 0.0102729 0.00102774 86531.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.2195 58.8665 0.010276 0.00103933 86611.5 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.3805 58.6143 0.0102773 0.00102336 86450.1 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.6339 56.8286 0.0102823 0.00102705 86437.6 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.7883 56.3051 0.0102746 0.00103239 86559.5 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.1839 55.6741 0.0102829 0.00102482 86410.8 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.3887 54.6984 0.0102724 0.00102656 86525.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.4146 53.9715 0.0102755 0.0010257 86488 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.5682 53.5856 0.0102681 0.00102646 86564.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.9596 52.9578 0.0102674 0.00102587 86565.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.2257 51.9857 0.0102903 0.0010236 86330.5 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.4865 51.5832 0.0102811 0.00102406 86420.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.6142 50.6597 0.0102901 0.0010357 86445.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 58.921 50.4838 0.0102551 0.0010248 86670.8 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.3265 49.9265 0.0103034 0.00102904 86258.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.5712 48.2312 0.0102712 0.00102505 86523 0
: 627 | 57.0265 48.6414 0.0102427 0.000991972 86479.8 1
: 628 Minimum Test error found - save the configuration
: 628 | 56.2375 47.6828 0.0102874 0.0010508 86612.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.4665 46.3709 0.0102667 0.00102371 86551.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.9597 46.2746 0.0102646 0.00102545 86587.7 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.2216 45.7556 0.010278 0.00102272 86437.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.4625 45.2389 0.0102817 0.00102506 86424.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.8286 44.1605 0.0102759 0.00102753 86501.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.2972 43.7765 0.0102774 0.00102714 86484.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.8009 43.3434 0.0102885 0.00104471 86544.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.0519 42.4824 0.0102718 0.0010272 86537.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.3629 41.4898 0.0102566 0.00102312 86641.5 0
: 638 | 49.7629 41.9109 0.0102551 0.000992522 86369 1
: 639 Minimum Test error found - save the configuration
: 639 | 49.2335 40.2702 0.0102812 0.00102903 86466.3 0
: 640 | 48.6769 40.5866 0.0102356 0.000992603 86552.4 1
: 641 | 48.0379 40.7189 0.0102352 0.000992962 86559.4 2
: 642 Minimum Test error found - save the configuration
: 642 | 47.5167 39.4484 0.0105754 0.00109759 84407.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 46.9042 38.6977 0.0103634 0.0010342 85752.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.4356 38.4752 0.0103642 0.00110342 86386.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.8608 37.6782 0.0103402 0.00108234 86413.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.1367 36.743 0.0103337 0.00103305 86015.6 0
: 647 | 44.597 36.9671 0.0103267 0.00104583 86198.6 1
: 648 Minimum Test error found - save the configuration
: 648 | 44.0174 36.536 0.0103457 0.00102909 85868.4 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.599 35.3531 0.0103099 0.00103082 86215.8 0
: 650 | 42.9966 35.8154 0.0103302 0.000993412 85682.2 1
: 651 Minimum Test error found - save the configuration
: 651 | 42.3921 34.3243 0.010315 0.001033 86188.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.823 34.2218 0.0102959 0.00104645 86492.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.4646 33.9248 0.01034 0.00103387 85964.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 40.9581 33.3346 0.0103023 0.00102965 86275.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.4658 32.4555 0.0103606 0.00108249 86224.1 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.004 32.1885 0.0102727 0.00102624 86519.6 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.4892 31.186 0.0103738 0.00103016 85620.2 0
: 658 | 39.0565 31.2586 0.0103357 0.000993383 85631.5 1
: 659 Minimum Test error found - save the configuration
: 659 | 38.5378 31.0205 0.0103332 0.00106812 86345.3 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.9864 30.7629 0.0102988 0.00102925 86304.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.516 29.6754 0.0103646 0.00103129 85714.7 0
: 662 | 37.1572 29.8448 0.0102814 0.000993343 86132.2 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.1279 29.3918 0.0103301 0.00103099 86029.6 0
: 664 | 36.4332 29.4095 0.010235 0.000991791 86549.8 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.0448 28.6147 0.0103391 0.00103138 85950.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.5787 28.2776 0.0103464 0.0010294 85864.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 34.9569 27.4575 0.0103325 0.00106397 86313.2 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.5832 26.694 0.0103361 0.00103004 85965.9 0
: 669 | 34.1563 27.4312 0.0103088 0.000993952 85884.5 1
: 670 Minimum Test error found - save the configuration
: 670 | 33.739 26.0284 0.0103042 0.00102945 86255.6 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.1013 25.9496 0.010374 0.00104058 85713.5 0
: 672 | 32.8569 26.4522 0.0102961 0.000996491 86025.6 1
: 673 | 32.5041 26.7239 0.0103844 0.00105312 85733.6 2
: 674 Minimum Test error found - save the configuration
: 674 | 32.0839 24.0882 0.0103387 0.0010326 85964.7 0
: 675 | 31.5875 24.3418 0.0103224 0.000994412 85763 1
: 676 Minimum Test error found - save the configuration
: 676 | 31.1824 23.9588 0.0103801 0.00103121 85571.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 30.8771 23.8311 0.0102943 0.00103047 86357.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.3842 23.5875 0.0103535 0.00105034 85992.2 0
: 679 Minimum Test error found - save the configuration
: 679 | 29.8486 23.3855 0.0103317 0.00102952 86001.1 0
: 680 Minimum Test error found - save the configuration
: 680 | 29.6486 22.4404 0.0102869 0.00102811 86404 0
: 681 | 29.3417 23.3019 0.0102754 0.000996932 86221.3 1
: 682 Minimum Test error found - save the configuration
: 682 | 29.3013 21.6033 0.0104107 0.0010424 85394.5 0
: 683 | 28.9287 22.14 0.0103213 0.000994553 85775.1 1
: 684 | 28.1446 21.9508 0.0102639 0.000995612 86316.1 2
: 685 | 27.8881 22.6934 0.0103157 0.000994584 85826.3 3
: 686 Minimum Test error found - save the configuration
: 686 | 27.5139 21.1819 0.0103302 0.00103283 86045.5 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.2228 20.6406 0.0102994 0.00102791 86286.5 0
: 688 | 26.7601 20.6616 0.0102691 0.000993151 86244.3 1
: 689 | 26.6015 21.6146 0.0103175 0.000995343 85816.7 2
: 690 Minimum Test error found - save the configuration
: 690 | 26.5362 19.7749 0.0102888 0.00102994 86403.5 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.796 19.3266 0.0103514 0.00103213 85844 0
: 692 | 25.4366 19.3427 0.0102966 0.000993392 85991.8 1
: 693 | 25.0567 19.6003 0.0103259 0.000997824 85762.6 2
: 694 Minimum Test error found - save the configuration
: 694 | 24.7688 19.1263 0.0104114 0.00104409 85403.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.3807 18.7814 0.0105303 0.00103246 84229.7 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.0185 17.7006 0.0103722 0.00108708 86159 0
: 697 | 23.7692 18.0618 0.0102794 0.000996533 86180.5 1
: 698 Minimum Test error found - save the configuration
: 698 | 23.5579 17.6995 0.010373 0.00104214 85736.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.2543 17.2774 0.0102891 0.00102954 86397.1 0
: 700 | 22.8945 17.588 0.0103283 0.000995052 85715.3 1
: 701 Minimum Test error found - save the configuration
: 701 | 22.5988 17.1375 0.0103578 0.00103523 85813.3 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.2495 16.5974 0.0103137 0.00105174 86374.4 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.1606 16.0446 0.0102954 0.0010253 86299.3 0
: 704 | 21.6031 16.8392 0.0103285 0.000993942 85703.5 1
: 705 | 21.3514 16.4999 0.0102606 0.000992213 86315.2 2
: 706 | 21.1382 16.8368 0.0103488 0.00102496 85801.9 3
: 707 | 20.8854 16.2422 0.0102868 0.000993132 86080.3 4
: 708 | 20.5108 16.0948 0.0103173 0.000994583 85811.9 5
: 709 Minimum Test error found - save the configuration
: 709 | 20.194 15.7199 0.010332 0.00103471 86046.5 0
: 710 Minimum Test error found - save the configuration
: 710 | 19.8934 15.6116 0.0103237 0.00102527 86036.4 0
: 711 | 19.8163 16.0394 0.0103145 0.000993092 85823.8 1
: 712 Minimum Test error found - save the configuration
: 712 | 19.6423 15.5166 0.0103381 0.00107205 86337.1 0
: 713 | 19.279 15.8283 0.010252 0.000997232 86442.1 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.1659 14.8281 0.0103442 0.00102958 85886.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.7095 14.353 0.0103598 0.00103708 85812.2 0
: 716 | 18.4058 14.7626 0.0102969 0.00101756 86212.9 1
: 717 | 18.1457 14.9578 0.0102977 0.000993312 85980.5 2
: 718 Minimum Test error found - save the configuration
: 718 | 17.8762 13.7413 0.0103282 0.00103102 86047.9 0
: 719 | 17.6328 14.6202 0.0103116 0.000994861 85867.1 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.8065 13.2839 0.0103035 0.00103432 86307.5 0
: 721 | 17.3645 13.5881 0.0103167 0.000992802 85801.3 1
: 722 Minimum Test error found - save the configuration
: 722 | 17.2051 12.748 0.0103567 0.00104873 85947.6 0
: 723 | 16.6632 12.9407 0.0102735 0.000993903 86210.8 1
: 724 | 16.4884 12.831 0.0103298 0.00102943 86017.9 2
: 725 | 16.3956 13.588 0.0103399 0.00105669 86177.5 3
: 726 | 16.295 13.974 0.0103598 0.000995452 85430.5 4
: 727 | 16.2379 13.3626 0.0102993 0.000994403 85975.9 5
: 728 Minimum Test error found - save the configuration
: 728 | 15.7141 11.6817 0.0103479 0.00106215 86153.4 0
: 729 | 15.4732 11.9834 0.0103217 0.000994191 85767.7 1
: 730 | 15.3954 12.4162 0.0103075 0.000996442 85919.7 2
: 731 | 15.1736 12.269 0.0103041 0.000992213 85911.8 3
: 732 | 14.9265 13.4407 0.0103217 0.00100738 85889.5 4
: 733 | 14.7863 13.8468 0.0102993 0.000994701 85979.2 5
: 734 Minimum Test error found - save the configuration
: 734 | 14.6682 11.4843 0.010356 0.00103733 85849.3 0
: 735 | 14.3328 11.9637 0.0103994 0.00100484 85155.8 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.0394 11.4839 0.0103764 0.00106348 85902 0
: 737 | 13.9472 12.7245 0.0102891 0.000995772 86083.1 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.6938 11.1608 0.0103043 0.00103225 86281 0
: 739 | 13.5296 11.1638 0.0103128 0.000995193 85859.1 1
: 740 | 13.3678 12.8682 0.0103499 0.000995772 85523.8 2
: 741 | 13.2315 12.0014 0.0102455 0.000996742 86498.4 3
: 742 | 12.8341 11.5303 0.010321 0.000992923 85763 4
: 743 | 12.6057 11.4481 0.0105231 0.000996823 83978.1 5
: 744 | 12.5489 11.2309 0.0102601 0.000995542 86351 6
: 745 Minimum Test error found - save the configuration
: 745 | 12.3784 10.7869 0.0103345 0.00103669 86041.9 0
: 746 | 12.1727 11.1192 0.0103037 0.000996122 85951.5 1
: 747 | 12.2074 10.9391 0.0103138 0.000996253 85859.7 2
: 748 Minimum Test error found - save the configuration
: 748 | 11.8937 10.4612 0.0103132 0.0010299 86176.3 0
: 749 | 11.8572 10.517 0.0103179 0.000994032 85801.1 1
: 750 | 11.5957 10.545 0.0103051 0.000997733 85953.7 2
: 751 | 11.5353 10.854 0.010259 0.000995512 86360.8 3
: 752 | 11.2862 10.644 0.0103322 0.000997822 85704.7 4
: 753 | 11.0235 10.5278 0.0102973 0.000993562 85987.1 5
: 754 | 10.8941 10.9019 0.0103171 0.000996793 85834.2 6
: 755 | 11.0129 10.5475 0.0102747 0.000994862 86208.8 7
: 756 Minimum Test error found - save the configuration
: 756 | 10.7792 9.94654 0.0103272 0.0010357 86100.6 0
: 757 | 10.5379 10.757 0.0103047 0.000995362 85935.1 1
: 758 | 10.3782 10.7237 0.0102884 0.000993193 86065.5 2
: 759 | 10.1792 10.5905 0.0103103 0.00100453 85968.5 3
: 760 Minimum Test error found - save the configuration
: 760 | 10.0838 9.5657 0.0103731 0.00103631 85682.3 0
: 761 | 9.98875 10.0667 0.0102824 0.000994223 86131.2 1
: 762 | 9.97876 10.8923 0.0103086 0.000992993 85877.8 2
: 763 | 9.69567 9.7907 0.0103265 0.000994082 85722.5 3
: 764 | 9.58105 9.94386 0.0103514 0.000995451 85507.5 4
: 765 | 9.48675 10.3398 0.0102575 0.000998083 86398.6 5
: 766 Minimum Test error found - save the configuration
: 766 | 9.36772 9.26589 0.0103022 0.0010338 86314.6 0
: 767 | 9.27355 9.47499 0.0103174 0.000992442 85791.5 1
: 768 | 9.43771 9.41695 0.0103009 0.000994462 85962.4 2
: 769 | 9.17057 9.78565 0.0102701 0.000992783 86231.6 3
: 770 Minimum Test error found - save the configuration
: 770 | 8.90026 9.15143 0.0103604 0.00103344 85772.9 0
: 771 | 8.85914 10.6685 0.0103067 0.000994903 85912.7 1
: 772 | 8.77464 10.7979 0.0102735 0.000995372 86224 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.69385 8.89451 0.0103592 0.00103236 85774.2 0
: 774 | 8.44061 10.8418 0.0102867 0.000992673 86077.2 1
: 775 | 8.35527 9.95194 0.0102834 0.00102412 86400.1 2
: 776 | 8.22118 9.40335 0.0102638 0.000986944 86236.1 3
: 777 | 8.06494 10.9642 0.0103128 0.00100328 85934 4
: 778 | 7.94967 9.60675 0.0106029 0.000996051 83273.5 5
: 779 | 7.82733 9.99875 0.0102967 0.000995353 86008.9 6
: 780 | 7.75642 10.2403 0.0103209 0.000995794 85790.3 7
: 781 | 7.59491 10.3709 0.0103201 0.000994184 85782.9 8
: 782 | 7.71596 9.47957 0.0102562 0.000993562 86368.6 9
: 783 | 7.68377 10.9376 0.0103017 0.000993162 85942.7 10
: 784 | 7.44905 10.6659 0.0103554 0.000993243 85450.6 11
: 785 | 7.24465 9.68975 0.0103231 0.000995181 85764 12
: 786 | 7.1684 10.4818 0.010263 0.000993621 86306 13
: 787 | 7.02635 10.1649 0.0103004 0.000993501 85957.9 14
: 788 | 7.17344 9.91407 0.0103118 0.000995363 85870.1 15
: 789 | 6.97257 11.5305 0.010316 0.00101614 86022.7 16
: 790 | 6.82483 10.6146 0.0102807 0.000995601 86159.9 17
: 791 | 6.69412 10.9815 0.0102717 0.000992403 86213.8 18
: 792 | 6.73131 11.8501 0.0103235 0.000993293 85743.3 19
: 793 | 6.54056 9.92772 0.0102398 0.000992002 86506.8 20
: 794 | 6.52021 12.2933 0.0102957 0.0010054 86111.6 21
:
: Elapsed time for training with 1000 events: 8.24 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: 0.011 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: 0.815 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.165 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= 3.2728e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.05077e+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: 0.0306 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: 0.0364 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: 0.00136 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: 0.0993 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: 0.891 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: 0.0205 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00261 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: 0.0375 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00424 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: 0.00191 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000312 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: 0.0947 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.19 0.0241 7.12 1.79 | 3.186 3.215
: 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 : -0.270 0.111 2.92 1.19 | 3.354 3.351
: 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.