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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
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
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:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h: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:4149
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:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
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:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
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:139
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:1312
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
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: 0.261 sec
: Elapsed time for training with 1000 events: 0.265 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0027 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: 0.000726 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: 0.000179 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000337 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 = 31550.7
: --------------------------------------------------------------
: 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 | 33075.6 31179.9 0.00984769 0.000997595 90394.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32589.3 30682.8 0.00996473 0.000992476 89163.8 0
: 3 Minimum Test error found - save the configuration
: 3 | 32000 30101.9 0.0101154 0.0010091 87851.7 0
: 4 Minimum Test error found - save the configuration
: 4 | 31355.8 29512.7 0.010172 0.00100686 87287.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30673.9 28862.6 0.0101844 0.00103842 87470.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29917.2 28006.4 0.0101666 0.00101544 87420.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 29177.4 27327.3 0.0100847 0.000989226 87955.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28690.6 26928.1 0.0100276 0.000987516 88494.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28315.8 26599.9 0.0100039 0.000982557 88678.7 0
: 10 Minimum Test error found - save the configuration
: 10 | 27991 26291.2 0.00996649 0.000981086 89033.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27677.4 26007.2 0.00997358 0.000984106 88993 0
: 12 Minimum Test error found - save the configuration
: 12 | 27385.5 25732.6 0.010091 0.000995726 87957.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 27106.6 25463 0.00994455 0.000981978 89260.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26829 25207.6 0.00998268 0.00100549 89114.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26566.5 24954.2 0.00998941 0.000980435 88800.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26305.5 24709.5 0.00995823 0.000981465 89119 0
: 17 Minimum Test error found - save the configuration
: 17 | 26051 24471.1 0.00995086 0.000981196 89189.5 0
: 18 Minimum Test error found - save the configuration
: 18 | 25804.1 24234.9 0.00998123 0.000982306 88899.5 0
: 19 Minimum Test error found - save the configuration
: 19 | 25557.3 24007 0.00994779 0.000984145 89249.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25322.2 23776.4 0.00997269 0.000981137 88972.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25085.7 23550.9 0.00999645 0.00103235 89244.8 0
: 22 Minimum Test error found - save the configuration
: 22 | 24851.4 23332.1 0.00998629 0.000991938 88944.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24622.2 23117.2 0.00997021 0.000981776 89003.2 0
: 24 Minimum Test error found - save the configuration
: 24 | 24398 22903.4 0.00993865 0.000979166 89290.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 24175 22693.1 0.00995403 0.000980616 89152.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23954.8 22486.3 0.00995894 0.000982207 89119.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23741 22277.8 0.00995218 0.000981446 89178.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23524 22076.5 0.00998761 0.00100385 89049.5 0
: 29 Minimum Test error found - save the configuration
: 29 | 23313.3 21876.6 0.00996583 0.000984278 89071.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 23105.1 21678.1 0.00995491 0.000978755 89125 0
: 31 Minimum Test error found - save the configuration
: 31 | 22899.6 21480.8 0.00996425 0.000981506 89059.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22694.6 21287.5 0.0101112 0.00113626 89137.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22491.2 21099.1 0.00999131 0.000984226 88818.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 22294.6 20908.9 0.0100234 0.000980226 88464.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22094.9 20724.4 0.0099618 0.000979636 89065.4 0
: 36 Minimum Test error found - save the configuration
: 36 | 21903 20537.5 0.0100082 0.000992387 88732.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21707.9 20356.1 0.0100574 0.000993087 88258.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21516.8 20177 0.00996907 0.000983866 89035.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21329.5 19997.8 0.00996926 0.000982346 89018.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 21141 19823.1 0.00997432 0.000981706 88961.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20956.8 19649.1 0.0100027 0.000983655 88701.7 0
: 42 Minimum Test error found - save the configuration
: 42 | 20774.8 19475.6 0.00997998 0.000982477 88913.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20592.1 19306.3 0.0100409 0.00101723 88655.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20416.7 19133.3 0.00996954 0.000987917 89070.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20233.8 18970.4 0.00996078 0.000986196 89140.6 0
: 46 Minimum Test error found - save the configuration
: 46 | 20061.1 18804.5 0.0100621 0.00107318 88998.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19886.9 18641 0.0100308 0.000987506 88463 0
: 48 Minimum Test error found - save the configuration
: 48 | 19714.7 18479.2 0.0100065 0.000986256 88689 0
: 49 Minimum Test error found - save the configuration
: 49 | 19547.3 18314.8 0.00997619 0.000981616 88942.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19372.9 18160.4 0.00998382 0.000984546 88896 0
: 51 Minimum Test error found - save the configuration
: 51 | 19208.9 18001.5 0.0100168 0.000985806 88584.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 19041 17840.8 0.0100124 0.000985697 88625.6 0
: 53 Minimum Test error found - save the configuration
: 53 | 18870.2 17675.9 0.0102047 0.00101532 87057.2 0
: 54 Minimum Test error found - save the configuration
: 54 | 18708.8 17525.1 0.0100883 0.000997346 87999.5 0
: 55 Minimum Test error found - save the configuration
: 55 | 18540 17369.9 0.010191 0.000997647 87019.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18381.6 17210.6 0.0100948 0.000997596 87939 0
: 57 Minimum Test error found - save the configuration
: 57 | 18219.2 17070.8 0.0102876 0.00100244 86158.9 0
: 58 Minimum Test error found - save the configuration
: 58 | 18057.4 16911.4 0.0100853 0.000997995 88035.3 0
: 59 Minimum Test error found - save the configuration
: 59 | 17898.5 16754.9 0.0101142 0.00100086 87783.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17737.9 16604.8 0.0101687 0.00100359 87288 0
: 61 Minimum Test error found - save the configuration
: 61 | 17582.9 16453.7 0.0101599 0.00100887 87421.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17424.8 16308.8 0.0101226 0.00100451 87737.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17269.4 16157.8 0.0101599 0.0010044 87378.8 0
: 64 Minimum Test error found - save the configuration
: 64 | 17114.5 16009.5 0.0101696 0.00100539 87296.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16961.7 15864 0.0101956 0.00100786 87072.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16809.3 15719.8 0.0102153 0.00101358 86939.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16657.4 15574.5 0.0101808 0.0010232 87359.5 0
: 68 Minimum Test error found - save the configuration
: 68 | 16507.3 15435.3 0.0102072 0.00101783 87057.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 16360.6 15290.2 0.0102239 0.00101869 86906.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16214.5 15149.5 0.0101967 0.00100764 87060 0
: 71 Minimum Test error found - save the configuration
: 71 | 16063.4 15014.8 0.0101527 0.00101084 87509.2 0
: 72 Minimum Test error found - save the configuration
: 72 | 15923.4 14876.6 0.0102448 0.00101368 86663.6 0
: 73 Minimum Test error found - save the configuration
: 73 | 15779.7 14740.8 0.010244 0.00101428 86676.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15636.2 14608.3 0.010453 0.00101549 84768.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15497.1 14475.8 0.0116396 0.00104624 75518.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 15359.3 14343.1 0.0104186 0.00102154 85133.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15220.3 14213.7 0.0102083 0.00101832 87051 0
: 78 Minimum Test error found - save the configuration
: 78 | 15084.5 14084.9 0.0102163 0.00101196 86915.4 0
: 79 Minimum Test error found - save the configuration
: 79 | 14949.6 13957.1 0.0101626 0.00100845 87392 0
: 80 Minimum Test error found - save the configuration
: 80 | 14815 13832 0.0101989 0.00101195 87079.7 0
: 81 Minimum Test error found - save the configuration
: 81 | 14683.9 13705.9 0.0102294 0.00104762 87129.3 0
: 82 Minimum Test error found - save the configuration
: 82 | 14552 13581.6 0.0101766 0.00100904 87264.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14421.2 13459.5 0.0102156 0.00101346 86936.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14292.2 13338.6 0.0102154 0.00100996 86904.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14165.6 13217.1 0.010554 0.00104013 84087.6 0
: 86 Minimum Test error found - save the configuration
: 86 | 14038.4 13097.2 0.0102163 0.00101465 86941.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 13911.9 12980.1 0.0102102 0.0010301 87144.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13787.1 12864.1 0.0102198 0.00101358 86898.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13665.3 12747.2 0.0102563 0.00101129 86533.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13543.5 12630.4 0.0103566 0.0010159 85646.7 0
: 91 Minimum Test error found - save the configuration
: 91 | 13423 12514.3 0.0102124 0.00100985 86932.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 13299.8 12403.4 0.0102176 0.00101281 86911.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 13181.3 12292.6 0.010189 0.00101036 87159.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13065.4 12179.8 0.0103584 0.00102725 85734.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12945.7 12072.3 0.010197 0.00101288 87107.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12831.5 11962.3 0.0102276 0.00101391 86827.1 0
: 97 Minimum Test error found - save the configuration
: 97 | 12717.2 11853 0.0102689 0.00101698 86468.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12601.7 11746.7 0.0102077 0.00101004 86978.6 0
: 99 Minimum Test error found - save the configuration
: 99 | 12488.6 11641.5 0.0102091 0.00101369 86999.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12378.6 11534.5 0.0101814 0.00100858 87214.6 0
: 101 Minimum Test error found - save the configuration
: 101 | 12265.6 11431.3 0.0101998 0.00101146 87067.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12156.9 11327.1 0.0102052 0.00101628 87061 0
: 103 Minimum Test error found - save the configuration
: 103 | 12047.7 11224.2 0.0103355 0.00102511 85925.9 0
: 104 Minimum Test error found - save the configuration
: 104 | 11938 11124.6 0.0102238 0.00101497 86872.9 0
: 105 Minimum Test error found - save the configuration
: 105 | 11833.3 11022.3 0.0103276 0.00105562 86281.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11725.4 10923.3 0.0103307 0.00109301 86601.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11621.8 10822.7 0.0106531 0.0010443 83256.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11515.5 10725.8 0.0103341 0.00103053 85988 0
: 109 Minimum Test error found - save the configuration
: 109 | 11413.1 10628.2 0.0102898 0.00103489 86441 0
: 110 Minimum Test error found - save the configuration
: 110 | 11311 10531 0.010319 0.0010262 86088.4 0
: 111 Minimum Test error found - save the configuration
: 111 | 11208.5 10435.7 0.0102087 0.00101232 86991.2 0
: 112 Minimum Test error found - save the configuration
: 112 | 11107.1 10342.1 0.0102274 0.00101362 86826.8 0
: 113 Minimum Test error found - save the configuration
: 113 | 11008.6 10247.4 0.0102249 0.00101105 86825.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10909 10154.6 0.010355 0.0010212 85709.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10810.7 10062.5 0.0103231 0.00102494 86038.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10712.6 9972.34 0.0104035 0.00102187 85272.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10617 9881.81 0.0102797 0.00101936 86389.7 0
: 118 Minimum Test error found - save the configuration
: 118 | 10521.4 9791.7 0.0102564 0.00102004 86614.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10426 9703.46 0.0102776 0.00101482 86366.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10333.3 9613.84 0.0102611 0.00106416 86985.9 0
: 121 Minimum Test error found - save the configuration
: 121 | 10237.8 9528.65 0.0102229 0.00101435 86876.2 0
: 122 Minimum Test error found - save the configuration
: 122 | 10146.3 9442.67 0.0102431 0.00101924 86731.7 0
: 123 Minimum Test error found - save the configuration
: 123 | 10055 9356.78 0.0102621 0.00104721 86816.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 9965.69 9269.49 0.0102212 0.00101443 86892.7 0
: 125 Minimum Test error found - save the configuration
: 125 | 9872.95 9187.04 0.0102074 0.00101339 87012.8 0
: 126 Minimum Test error found - save the configuration
: 126 | 9785.31 9102.79 0.0102349 0.00101894 86805.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9696.47 9019.94 0.0102508 0.00101911 86657.8 0
: 128 Minimum Test error found - save the configuration
: 128 | 9609.51 8936.64 0.0101993 0.00101362 87092.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9523.01 8853.86 0.010278 0.00101722 86385.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9435.35 8773.81 0.0102273 0.0010139 86830 0
: 131 Minimum Test error found - save the configuration
: 131 | 9350.14 8694.2 0.0102407 0.00101327 86698.2 0
: 132 Minimum Test error found - save the configuration
: 132 | 9265.16 8615.74 0.0102266 0.00101593 86856 0
: 133 Minimum Test error found - save the configuration
: 133 | 9181.65 8537.25 0.0102291 0.00101414 86815.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 9099.39 8458.12 0.0104057 0.00103601 85381.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 9016 8381.2 0.0104287 0.00116116 86323.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8934.17 8305.44 0.0102717 0.00101666 86439.2 0
: 137 Minimum Test error found - save the configuration
: 137 | 8853.61 8229.04 0.0102298 0.00101515 86818.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8773.73 8153.05 0.0102693 0.00101956 86488.8 0
: 139 Minimum Test error found - save the configuration
: 139 | 8692.92 8079.55 0.010246 0.00101603 86673.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8614.6 8005.59 0.0102601 0.00101695 86550.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8536.11 7932.61 0.0102254 0.00101585 86866.2 0
: 142 Minimum Test error found - save the configuration
: 142 | 8458.62 7860.38 0.0102415 0.00101611 86717.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8382.96 7786.85 0.0104469 0.00108029 85409.9 0
: 144 Minimum Test error found - save the configuration
: 144 | 8304.61 7717.37 0.0102641 0.00101762 86519 0
: 145 Minimum Test error found - save the configuration
: 145 | 8232.45 7643.5 0.0102361 0.0010136 86744.5 0
: 146 Minimum Test error found - save the configuration
: 146 | 8154.92 7574.15 0.0102348 0.0010217 86832.5 0
: 147 Minimum Test error found - save the configuration
: 147 | 8080.83 7505.28 0.0103439 0.00101907 85792.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 8007.52 7436.71 0.010247 0.00102747 86772.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7935.05 7368.07 0.0103022 0.00101779 86165.7 0
: 150 Minimum Test error found - save the configuration
: 150 | 7862.27 7300.71 0.0102652 0.001034 86662.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7790.8 7233.74 0.0103929 0.00102872 85432 0
: 152 Minimum Test error found - save the configuration
: 152 | 7719.99 7167.44 0.0103735 0.00102268 85553.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7650.6 7100 0.0102493 0.00101427 86626.6 0
: 154 Minimum Test error found - save the configuration
: 154 | 7579.23 7035.56 0.0102592 0.00101326 86524 0
: 155 Minimum Test error found - save the configuration
: 155 | 7510.73 6970.97 0.0102436 0.00101586 86695.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7442.04 6906.96 0.0102772 0.00105412 86738.9 0
: 157 Minimum Test error found - save the configuration
: 157 | 7373.96 6843.7 0.0102784 0.00101782 86387.3 0
: 158 Minimum Test error found - save the configuration
: 158 | 7307.4 6780.13 0.0102609 0.00101975 86569.3 0
: 159 Minimum Test error found - save the configuration
: 159 | 7240.49 6717.21 0.0102419 0.00102033 86753.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7173.67 6656.03 0.0102267 0.00101992 86892.7 0
: 161 Minimum Test error found - save the configuration
: 161 | 7108.76 6594.42 0.0102476 0.00101835 86680.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 7042.93 6534.75 0.0102482 0.00101512 86644.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 6980.39 6472.82 0.0102583 0.00101417 86541.2 0
: 164 Minimum Test error found - save the configuration
: 164 | 6914.63 6414.42 0.0102313 0.00101448 86797.8 0
: 165 Minimum Test error found - save the configuration
: 165 | 6852.46 6354.81 0.0102302 0.00101544 86817 0
: 166 Minimum Test error found - save the configuration
: 166 | 6789.85 6295.37 0.0103771 0.00102597 85550.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6728.03 6236.39 0.0102475 0.00102249 86720.3 0
: 168 Minimum Test error found - save the configuration
: 168 | 6665.41 6179.2 0.0102256 0.00101411 86847.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6604.19 6122.85 0.0102679 0.00101994 86505.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6544.04 6066.45 0.0102391 0.00101649 86742.9 0
: 171 Minimum Test error found - save the configuration
: 171 | 6484.32 6010.24 0.0103864 0.00102537 85460.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6425.09 5954.25 0.0104321 0.00102611 85051.8 0
: 173 Minimum Test error found - save the configuration
: 173 | 6365.71 5899.37 0.0102423 0.00101644 86713.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6307.82 5843.93 0.0102371 0.00101719 86768.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6249.3 5790.19 0.0102862 0.00102541 86385.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6191.75 5737.05 0.0103374 0.00102671 85923.1 0
: 177 Minimum Test error found - save the configuration
: 177 | 6135.83 5683.1 0.0102294 0.00101719 86841.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 6078.43 5631.37 0.010274 0.00101943 86443.4 0
: 179 Minimum Test error found - save the configuration
: 179 | 6023.29 5578.85 0.0102632 0.00102132 86562.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5967.84 5526.44 0.0102488 0.00101731 86660.2 0
: 181 Minimum Test error found - save the configuration
: 181 | 5913.75 5474 0.0102654 0.00101628 86494.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5858.06 5423.61 0.010246 0.0010165 86678.6 0
: 183 Minimum Test error found - save the configuration
: 183 | 5804.85 5372.91 0.0102529 0.00102136 86659.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5751.23 5323.01 0.0102368 0.00102033 86801.3 0
: 185 Minimum Test error found - save the configuration
: 185 | 5698.24 5273.78 0.0102731 0.00101845 86443.1 0
: 186 Minimum Test error found - save the configuration
: 186 | 5646.03 5224.37 0.0103426 0.00102837 85889.9 0
: 187 Minimum Test error found - save the configuration
: 187 | 5593.62 5176.12 0.0102627 0.00103682 86712.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5541.72 5129.45 0.01031 0.00102528 86163.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5492.04 5080.42 0.0102519 0.00101852 86641.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5439.68 5034.9 0.0102526 0.00101792 86630.4 0
: 191 Minimum Test error found - save the configuration
: 191 | 5392.11 4986.17 0.0103786 0.00102527 85531.2 0
: 192 Minimum Test error found - save the configuration
: 192 | 5341.06 4940.08 0.0104647 0.00103206 84812.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5291.66 4894.16 0.0102666 0.00101825 86502.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5242.53 4849.07 0.0102586 0.00102274 86619 0
: 195 Minimum Test error found - save the configuration
: 195 | 5194.81 4803.98 0.0103349 0.00105927 86247.7 0
: 196 Minimum Test error found - save the configuration
: 196 | 5147.93 4758.1 0.0103108 0.00101946 86101.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5099.07 4714.35 0.0102661 0.00102893 86606.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 5053.35 4669.36 0.0102534 0.00101658 86609.8 0
: 199 Minimum Test error found - save the configuration
: 199 | 5005.51 4626.47 0.0102645 0.00102002 86538.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4960.37 4582.9 0.0102594 0.00102215 86605.9 0
: 201 Minimum Test error found - save the configuration
: 201 | 4913.1 4541.8 0.0102723 0.00102071 86471.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4870.17 4497.76 0.0102614 0.00101658 86535 0
: 203 Minimum Test error found - save the configuration
: 203 | 4823.81 4456.83 0.0102575 0.00101668 86572.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4779.77 4414.94 0.0102576 0.00101849 86588.5 0
: 205 Minimum Test error found - save the configuration
: 205 | 4736.16 4373.9 0.0103452 0.00103346 85913.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4692.06 4333.71 0.0102641 0.00101691 86512.5 0
: 207 Minimum Test error found - save the configuration
: 207 | 4648.97 4293.48 0.0102471 0.0010163 86666.8 0
: 208 Minimum Test error found - save the configuration
: 208 | 4606.04 4254.46 0.0102522 0.00102296 86681.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4564.57 4213.99 0.0103077 0.00103528 86277.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4522.31 4174.68 0.0102629 0.00102093 86561.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4480.45 4135.73 0.0102722 0.00101782 86445.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4439.15 4097.98 0.0105524 0.00103475 84054.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4399.05 4059.28 0.0102578 0.00102018 86602.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4358.47 4021.74 0.0103081 0.00102267 86156.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4318.37 3984.23 0.0103248 0.00103837 86146.9 0
: 216 Minimum Test error found - save the configuration
: 216 | 4279.18 3946.11 0.0103203 0.00105716 86364.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4238.74 3910.62 0.0104385 0.00102126 84950.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4200.04 3875.16 0.0105482 0.00103228 84069.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4162.41 3838.61 0.0102968 0.00104709 86489.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 4124.69 3802.32 0.010289 0.00104583 86550.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 4086.36 3766.98 0.0103304 0.00102528 85974 0
: 222 Minimum Test error found - save the configuration
: 222 | 4048.75 3731.85 0.0103407 0.00104361 86048.6 0
: 223 Minimum Test error found - save the configuration
: 223 | 4011.81 3697.05 0.0102768 0.00101953 86418.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3974.79 3663.45 0.0103333 0.00103064 85997.3 0
: 225 Minimum Test error found - save the configuration
: 225 | 3938.98 3629.06 0.0103121 0.00102914 86179.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3903.63 3594.28 0.0103022 0.00102481 86231.1 0
: 227 Minimum Test error found - save the configuration
: 227 | 3867.09 3560.99 0.0102713 0.0010194 86468.5 0
: 228 Minimum Test error found - save the configuration
: 228 | 3831.68 3528.55 0.0103024 0.00102633 86243 0
: 229 Minimum Test error found - save the configuration
: 229 | 3797.77 3495.09 0.0102787 0.0010306 86504.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3761.91 3463.2 0.0102668 0.00102003 86517 0
: 231 Minimum Test error found - save the configuration
: 231 | 3728.45 3430.5 0.0102778 0.00101824 86396.7 0
: 232 Minimum Test error found - save the configuration
: 232 | 3694.75 3398.09 0.0105806 0.00104433 83890.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3660.2 3367.25 0.0102524 0.00102042 86654.8 0
: 234 Minimum Test error found - save the configuration
: 234 | 3627.9 3335.35 0.0104139 0.00106204 85544.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3593.94 3305.39 0.010309 0.00102265 86147.7 0
: 236 Minimum Test error found - save the configuration
: 236 | 3562.28 3273.91 0.0102664 0.00101814 86502.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3528.87 3244 0.0102748 0.00102202 86460.1 0
: 238 Minimum Test error found - save the configuration
: 238 | 3497.47 3213.79 0.0103329 0.00105678 86242.9 0
: 239 Minimum Test error found - save the configuration
: 239 | 3465.51 3184.09 0.0102619 0.00102415 86600.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3434.19 3154.39 0.0102737 0.00102688 86516.3 0
: 241 Minimum Test error found - save the configuration
: 241 | 3403.14 3124.87 0.0102737 0.0010223 86473.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3372.56 3095.2 0.0102542 0.00102078 86641.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3340.9 3067.29 0.0102693 0.00102227 86514.3 0
: 244 Minimum Test error found - save the configuration
: 244 | 3311.38 3038.53 0.0103558 0.00104459 85917.6 0
: 245 Minimum Test error found - save the configuration
: 245 | 3281.18 3010.16 0.0102948 0.00102762 86326.3 0
: 246 Minimum Test error found - save the configuration
: 246 | 3251.16 2982.87 0.0103148 0.00103867 86242.4 0
: 247 Minimum Test error found - save the configuration
: 247 | 3221.52 2955.92 0.0102784 0.00101698 86380 0
: 248 Minimum Test error found - save the configuration
: 248 | 3192.7 2928.34 0.0103009 0.00102109 86208.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3163.11 2902.04 0.0102584 0.00102166 86610.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3135.35 2874.55 0.0102696 0.00101788 86470.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3107.31 2847.09 0.0102903 0.00104943 86571.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 3078.66 2820.31 0.0104335 0.00103053 85079.3 0
: 253 Minimum Test error found - save the configuration
: 253 | 3050 2795.05 0.0104846 0.00102633 84581.6 0
: 254 Minimum Test error found - save the configuration
: 254 | 3023.12 2768.7 0.0103407 0.00102439 85870.9 0
: 255 Minimum Test error found - save the configuration
: 255 | 2995.66 2742.81 0.0102837 0.00102149 86372.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2967.76 2718.33 0.0102727 0.00101936 86455.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2941.87 2692.66 0.0103456 0.00108492 86387 0
: 258 Minimum Test error found - save the configuration
: 258 | 2914.71 2667.92 0.0117639 0.00113962 75299 0
: 259 Minimum Test error found - save the configuration
: 259 | 2888.77 2642.78 0.0105361 0.00102628 84123.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2862.56 2617.92 0.0103269 0.00102181 85974.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2836.57 2593.72 0.0102894 0.00103918 86484.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2810.87 2570.03 0.0103039 0.00101948 86166.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2784.74 2547.42 0.0103974 0.00103067 85409.1 0
: 264 Minimum Test error found - save the configuration
: 264 | 2760.71 2523.61 0.0103979 0.00103105 85407.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2735.79 2500.49 0.010305 0.00103276 86279 0
: 266 Minimum Test error found - save the configuration
: 266 | 2710.69 2477.22 0.0102566 0.00102049 86616.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2686.22 2454.25 0.0102961 0.00102118 86254.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2661.63 2432.37 0.0102938 0.00101976 86262.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2638.1 2409.46 0.0103116 0.00102466 86142.6 0
: 270 Minimum Test error found - save the configuration
: 270 | 2614.07 2387.29 0.0103321 0.00102159 85924 0
: 271 Minimum Test error found - save the configuration
: 271 | 2590.34 2364.65 0.0102677 0.00101981 86506.4 0
: 272 Minimum Test error found - save the configuration
: 272 | 2566.4 2343.68 0.0105551 0.00116974 85239.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2543.84 2321.85 0.0104349 0.00103521 85108.7 0
: 274 Minimum Test error found - save the configuration
: 274 | 2521.35 2299.32 0.0103642 0.00102844 85691.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2497.15 2279.14 0.0103029 0.00102148 86193.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2474.77 2258.63 0.010306 0.00102634 86210.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2453 2237.39 0.0102874 0.00102857 86404.4 0
: 278 Minimum Test error found - save the configuration
: 278 | 2430.59 2217.06 0.0102693 0.00102027 86495.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2408.4 2196.96 0.0103496 0.00102473 85791.7 0
: 280 Minimum Test error found - save the configuration
: 280 | 2386.79 2176.24 0.0102726 0.00102091 86470.7 0
: 281 Minimum Test error found - save the configuration
: 281 | 2364.44 2156.97 0.0102938 0.00102273 86289.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2343.15 2137.62 0.0103351 0.00102604 85938.1 0
: 283 Minimum Test error found - save the configuration
: 283 | 2322.63 2117.1 0.0103509 0.00102665 85797.5 0
: 284 Minimum Test error found - save the configuration
: 284 | 2300.39 2098.38 0.0105525 0.00108752 84522.1 0
: 285 Minimum Test error found - save the configuration
: 285 | 2280.29 2078.41 0.0104669 0.00102769 84753.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2258.52 2060.04 0.0103362 0.00102846 85949.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2238.77 2040.76 0.0105082 0.00107275 84786.6 0
: 288 Minimum Test error found - save the configuration
: 288 | 2217.46 2022.74 0.010345 0.0010332 85912.5 0
: 289 Minimum Test error found - save the configuration
: 289 | 2197.16 2004.33 0.0103501 0.0010413 85939.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2177.66 1985.58 0.0103596 0.00103582 85802.2 0
: 291 Minimum Test error found - save the configuration
: 291 | 2157.41 1967.84 0.0103849 0.00102228 85446.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2137.59 1949.67 0.0104486 0.0010718 85316.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2118 1931.79 0.0104736 0.00103776 84782.9 0
: 294 Minimum Test error found - save the configuration
: 294 | 2098.42 1913.69 0.0105759 0.00102619 83772.5 0
: 295 Minimum Test error found - save the configuration
: 295 | 2079.43 1895.71 0.010604 0.00111786 84333.8 0
: 296 Minimum Test error found - save the configuration
: 296 | 2059.58 1878.57 0.0106235 0.00102379 83335.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2040.53 1861.95 0.0104635 0.00104448 84934.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2021.93 1844.67 0.0105933 0.00102538 83612.8 0
: 299 Minimum Test error found - save the configuration
: 299 | 2003.33 1827.54 0.0104327 0.00102097 85000 0
: 300 Minimum Test error found - save the configuration
: 300 | 1984.54 1810.81 0.0103544 0.00106487 86118.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1966.03 1794.81 0.0104592 0.00102516 84798.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1948.16 1778.37 0.0106948 0.00106433 83069.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1930.1 1762.03 0.0104022 0.00102309 85296.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1912.33 1745.1 0.0105613 0.00108862 84453 0
: 305 Minimum Test error found - save the configuration
: 305 | 1893.31 1730.09 0.0105086 0.00109435 84977.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1876.91 1713.56 0.0106079 0.00105774 83767.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1858.4 1698.92 0.0104434 0.00102306 84922.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1841.42 1683.41 0.0104465 0.00102345 84898.6 0
: 309 Minimum Test error found - save the configuration
: 309 | 1824.47 1667.59 0.01043 0.00103111 85116 0
: 310 Minimum Test error found - save the configuration
: 310 | 1807.24 1652.09 0.0103709 0.00102471 85596.4 0
: 311 Minimum Test error found - save the configuration
: 311 | 1790.46 1636.82 0.010485 0.0011066 85302 0
: 312 Minimum Test error found - save the configuration
: 312 | 1773.35 1621.99 0.0106328 0.00110409 83956.4 0
: 313 Minimum Test error found - save the configuration
: 313 | 1756.43 1607.4 0.0106247 0.00102891 83369.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1740.08 1592.91 0.0106252 0.00106722 83699.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1723.85 1578.21 0.0104824 0.00102275 84569.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1707.7 1563.25 0.0104514 0.00102199 84840.8 0
: 317 Minimum Test error found - save the configuration
: 317 | 1691.25 1549.35 0.0106028 0.00104367 83689.9 0
: 318 Minimum Test error found - save the configuration
: 318 | 1674.92 1535.58 0.0103801 0.00102323 85498.2 0
: 319 Minimum Test error found - save the configuration
: 319 | 1659.31 1521.46 0.0104708 0.00102484 84692.7 0
: 320 Minimum Test error found - save the configuration
: 320 | 1643.87 1507.74 0.010615 0.0010473 83614.4 0
: 321 Minimum Test error found - save the configuration
: 321 | 1628.35 1493.41 0.0103146 0.0010248 86116 0
: 322 Minimum Test error found - save the configuration
: 322 | 1612.93 1479.17 0.0104924 0.00107565 84955.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1596.86 1466.21 0.0104674 0.00102696 84741.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1582.56 1452.26 0.010305 0.00102201 86179.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1566.74 1439.41 0.010669 0.00106794 83324.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1552.53 1425.41 0.0105203 0.00103328 84325.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1536.69 1413.2 0.0103709 0.00101875 85541.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1522.83 1400.08 0.0105127 0.0010233 84304.8 0
: 329 Minimum Test error found - save the configuration
: 329 | 1507.91 1387.44 0.0103639 0.00102739 85685.2 0
: 330 Minimum Test error found - save the configuration
: 330 | 1493.75 1374.67 0.0104775 0.00107289 85064.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1479.42 1361.43 0.0103654 0.0010235 85635.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1465.11 1348.73 0.0103873 0.00104129 85598.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1450.98 1336.19 0.0103992 0.00105433 85608.2 0
: 334 Minimum Test error found - save the configuration
: 334 | 1436.65 1324.62 0.010313 0.00102644 86145.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1423.48 1312.29 0.0104457 0.00102676 84934.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1409.65 1300.19 0.0103 0.00102029 86209.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1396.5 1287.61 0.0102915 0.00102327 86316.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1382.62 1276.08 0.0103075 0.00102196 86155.3 0
: 339 Minimum Test error found - save the configuration
: 339 | 1369.41 1263.94 0.0102844 0.00101925 86344.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1355.81 1252.61 0.0103767 0.00102991 85591.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1342.82 1241.45 0.0102799 0.00102041 86397.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1331.03 1228.87 0.0103269 0.00101897 85948.6 0
: 343 Minimum Test error found - save the configuration
: 343 | 1316.94 1218.08 0.0102845 0.00101796 86332 0
: 344 Minimum Test error found - save the configuration
: 344 | 1304.83 1206.71 0.010278 0.00101962 86407.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1292.36 1195.15 0.0103048 0.00102506 86209.2 0
: 346 Minimum Test error found - save the configuration
: 346 | 1279.93 1183.9 0.0102782 0.00101985 86408.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1267.31 1173.18 0.010284 0.00101982 86354.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1254.97 1162.34 0.0102842 0.0010185 86339.5 0
: 349 Minimum Test error found - save the configuration
: 349 | 1243.05 1151.27 0.0102806 0.00101706 86359.8 0
: 350 Minimum Test error found - save the configuration
: 350 | 1230.92 1140.67 0.0102923 0.00101921 86271.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1219.08 1129.96 0.0102816 0.00102555 86429.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1207.42 1119.17 0.0102725 0.00101958 86459.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1195.37 1108.87 0.0103188 0.00102359 86065.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1184.15 1098.8 0.0102833 0.00101756 86339.8 0
: 355 Minimum Test error found - save the configuration
: 355 | 1172.43 1088.58 0.010273 0.00103573 86605.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1162.31 1077.4 0.0102838 0.00102006 86358.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1149.63 1067.86 0.0102778 0.00102052 86418.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1138.78 1058.3 0.0102796 0.00102076 86403.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1127.98 1048.07 0.0102669 0.00101826 86499.2 0
: 360 Minimum Test error found - save the configuration
: 360 | 1117.34 1037.23 0.0103053 0.00104831 86420.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1105.71 1027.57 0.0103041 0.00103953 86350.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1094.65 1018.49 0.0102708 0.00102411 86517.6 0
: 363 Minimum Test error found - save the configuration
: 363 | 1084.69 1008.49 0.0102923 0.00102122 86289.5 0
: 364 Minimum Test error found - save the configuration
: 364 | 1073.78 998.974 0.0102743 0.00102071 86452.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1063.39 989.645 0.0102914 0.00103482 86425.4 0
: 366 Minimum Test error found - save the configuration
: 366 | 1052.96 980.604 0.0103107 0.00102282 86133.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1043 970.762 0.0102833 0.00101801 86343.5 0
: 368 Minimum Test error found - save the configuration
: 368 | 1033.02 961.539 0.0103043 0.00103807 86335.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 1022.51 952.183 0.0102926 0.00102304 86304.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1012.71 942.748 0.0103651 0.00103224 85718.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 1002.39 934.135 0.0103208 0.00103215 86126.7 0
: 372 Minimum Test error found - save the configuration
: 372 | 993.064 925.147 0.0103009 0.00102138 86211 0
: 373 Minimum Test error found - save the configuration
: 373 | 983.398 915.988 0.0103012 0.00102348 86228.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 973.415 907.373 0.0102879 0.00101755 86296.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 964.019 898.877 0.0102905 0.00101837 86279.9 0
: 376 Minimum Test error found - save the configuration
: 376 | 954.638 890.058 0.0103007 0.00102418 86239.2 0
: 377 Minimum Test error found - save the configuration
: 377 | 945.088 881.71 0.0102857 0.00102107 86350 0
: 378 Minimum Test error found - save the configuration
: 378 | 935.919 873.263 0.0102736 0.00102333 86484.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 926.705 864.339 0.0102942 0.00104364 86481.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 917.432 856.048 0.0103247 0.00102204 85996.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 908.771 847.427 0.0102999 0.00102028 86210.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 899.466 839.317 0.0102834 0.00102098 86370.9 0
: 383 Minimum Test error found - save the configuration
: 383 | 890.532 831.52 0.0102902 0.00101946 86292.6 0
: 384 Minimum Test error found - save the configuration
: 384 | 882.022 822.99 0.0102801 0.00101787 86371.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 872.642 815.572 0.0102832 0.00102166 86378.6 0
: 386 Minimum Test error found - save the configuration
: 386 | 864.767 807.277 0.0102884 0.00102231 86336.7 0
: 387 Minimum Test error found - save the configuration
: 387 | 855.721 799.535 0.010299 0.00102448 86257.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 847.449 791.576 0.0103997 0.00102765 85359.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 838.745 784.404 0.0103053 0.001021 86167.4 0
: 390 Minimum Test error found - save the configuration
: 390 | 830.991 775.986 0.0103056 0.00102026 86157.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 822.221 768.291 0.0102924 0.00102294 86304.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 814.04 761.014 0.0102869 0.00101775 86307.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 806.42 753.205 0.0103388 0.00102123 85859.4 0
: 394 Minimum Test error found - save the configuration
: 394 | 797.888 746.014 0.0103162 0.00102838 86134.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 789.935 738.854 0.0103003 0.00102243 86226.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 782.383 731.114 0.0103132 0.00102151 86098.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 774.52 723.674 0.0102942 0.00101989 86259.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 766.407 716.578 0.0102859 0.00101975 86335.5 0
: 399 Minimum Test error found - save the configuration
: 399 | 759.011 709.361 0.0103262 0.001023 85991.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 751.129 702.577 0.0102948 0.00101908 86246.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 743.73 695.341 0.0102854 0.00101944 86337.4 0
: 402 Minimum Test error found - save the configuration
: 402 | 736.518 688.619 0.010293 0.00102425 86311.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 728.976 683.031 0.0102937 0.00102026 86267.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 722.141 674.3 0.0102833 0.00102255 86385.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 714.378 667.311 0.0102962 0.00102121 86253.8 0
: 406 Minimum Test error found - save the configuration
: 406 | 706.672 660.92 0.0102944 0.00101968 86256.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 700.054 654.368 0.0102842 0.00102012 86355.3 0
: 408 Minimum Test error found - save the configuration
: 408 | 692.911 647.631 0.0102887 0.00102163 86326.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 685.767 640.999 0.0103201 0.00102336 86051.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 678.867 634.228 0.0103193 0.00102921 86112.8 0
: 411 Minimum Test error found - save the configuration
: 411 | 671.712 628.119 0.0102978 0.00102032 86230.1 0
: 412 Minimum Test error found - save the configuration
: 412 | 665.374 621.395 0.0102826 0.00102134 86381.6 0
: 413 Minimum Test error found - save the configuration
: 413 | 658.456 615.105 0.0102934 0.001019 86259.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 651.611 609.023 0.0102867 0.00101952 86326 0
: 415 Minimum Test error found - save the configuration
: 415 | 644.909 602.325 0.0102926 0.00102077 86282.6 0
: 416 Minimum Test error found - save the configuration
: 416 | 638.587 596.265 0.0103015 0.00101775 86172 0
: 417 Minimum Test error found - save the configuration
: 417 | 631.746 590.267 0.0102903 0.00102051 86301.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 625.619 583.762 0.0102902 0.00102861 86378.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 618.964 577.814 0.0103151 0.0010204 86070.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 612.646 572.163 0.0103175 0.00102215 86064.2 0
: 421 Minimum Test error found - save the configuration
: 421 | 606.309 566.192 0.0102967 0.00102238 86259.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 600.58 560.055 0.0102964 0.00102023 86242.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 594.248 554.035 0.0102914 0.0010219 86304.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 587.788 548.901 0.0102951 0.00102131 86264.8 0
: 425 Minimum Test error found - save the configuration
: 425 | 582.075 542.986 0.0103209 0.00102079 86020.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 576.122 536.862 0.0103023 0.00102416 86223.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 570.018 531.316 0.0102792 0.00102291 86427.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 564.275 525.779 0.0102875 0.00102764 86394.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 558.329 520.562 0.0102818 0.00102126 86388 0
: 430 Minimum Test error found - save the configuration
: 430 | 552.762 514.711 0.0102934 0.0010203 86270.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 546.899 509.149 0.0102886 0.0010174 86288.5 0
: 432 Minimum Test error found - save the configuration
: 432 | 541.213 504.537 0.0103015 0.00102764 86263.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 535.814 498.843 0.0103027 0.00102091 86190.4 0
: 434 Minimum Test error found - save the configuration
: 434 | 530.17 493.235 0.0102893 0.00102037 86309.4 0
: 435 Minimum Test error found - save the configuration
: 435 | 524.785 487.854 0.0102887 0.00102093 86320.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 518.951 483.207 0.0102882 0.00102295 86343.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 514.163 477.685 0.0102845 0.00102187 86369 0
: 438 Minimum Test error found - save the configuration
: 438 | 508.504 472.932 0.0103436 0.00102065 85809.4 0
: 439 Minimum Test error found - save the configuration
: 439 | 503.343 467.324 0.0102916 0.00101949 86280.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 498.06 462.362 0.0103168 0.00102035 86054.4 0
: 441 Minimum Test error found - save the configuration
: 441 | 492.845 457.867 0.0102748 0.00101798 86422.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 487.803 452.642 0.0102947 0.00101933 86249.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 482.674 447.901 0.0102873 0.00102254 86348.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 477.688 443.302 0.010279 0.00102395 86438.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 472.873 438.463 0.0102823 0.00101676 86341.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 467.817 433.578 0.0102915 0.00101921 86278.8 0
: 447 Minimum Test error found - save the configuration
: 447 | 462.901 428.886 0.010283 0.00102221 86385.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 457.92 424.195 0.0103293 0.00103256 86051.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 453.294 419.833 0.0102754 0.00101748 86412.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 448.615 414.836 0.0102891 0.00101862 86295.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 443.825 410.505 0.0102951 0.00102384 86288.3 0
: 452 Minimum Test error found - save the configuration
: 452 | 438.972 405.971 0.0102921 0.00102942 86368.3 0
: 453 Minimum Test error found - save the configuration
: 453 | 434.58 402.054 0.0102814 0.00102026 86382.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 429.936 397.324 0.010287 0.00101923 86321 0
: 455 Minimum Test error found - save the configuration
: 455 | 425.602 392.522 0.0103011 0.00101837 86181.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 420.982 388.808 0.0102964 0.00102154 86254.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 416.721 384.285 0.0102815 0.00101916 86370.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 412.099 380.301 0.0102839 0.0010169 86328.1 0
: 459 Minimum Test error found - save the configuration
: 459 | 407.964 375.529 0.0103158 0.00102307 86088.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 403.512 371.699 0.0102794 0.00102136 86411.5 0
: 461 Minimum Test error found - save the configuration
: 461 | 399.51 367.637 0.010275 0.00101989 86438.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 394.959 363.486 0.0102906 0.00101887 86284 0
: 463 Minimum Test error found - save the configuration
: 463 | 390.912 359.77 0.0102935 0.00101797 86248.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 386.693 355.315 0.0102811 0.00101988 86381.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 382.632 351.519 0.0102901 0.00101926 86292 0
: 466 Minimum Test error found - save the configuration
: 466 | 378.592 347.704 0.0102777 0.00102034 86417.4 0
: 467 Minimum Test error found - save the configuration
: 467 | 374.715 343.579 0.0102985 0.00102723 86288.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 370.646 339.974 0.0103121 0.00102345 86126.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 366.688 336.462 0.0102823 0.0010215 86385.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 362.997 332.182 0.0102977 0.00101884 86217.1 0
: 471 Minimum Test error found - save the configuration
: 471 | 359.223 328.733 0.0102818 0.00101873 86364.8 0
: 472 Minimum Test error found - save the configuration
: 472 | 355.195 325.046 0.0102984 0.00101956 86218.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 351.335 321.372 0.0102914 0.00101925 86280.2 0
: 474 Minimum Test error found - save the configuration
: 474 | 347.983 317.604 0.0102847 0.00101986 86347.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 343.825 314.343 0.0102866 0.00103495 86471.1 0
: 476 Minimum Test error found - save the configuration
: 476 | 340.115 310.725 0.010291 0.00102206 86309.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 336.43 307.1 0.0103089 0.00102324 86154.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 333.015 303.432 0.0102797 0.00102021 86398.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 329.473 299.692 0.0102977 0.00102147 86242.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 325.76 296.43 0.0102887 0.00102097 86320.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 322.202 293.396 0.0102963 0.00101897 86231.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 319.019 290.082 0.0102831 0.00101935 86357.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 315.198 286.861 0.0102759 0.0010193 86424.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 312.236 283.115 0.0102963 0.00102684 86305.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 308.818 279.87 0.0102728 0.00102087 86468.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 305.127 276.828 0.010291 0.00102088 86298.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 301.983 273.608 0.0103024 0.00101978 86182.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 298.599 270.577 0.0102725 0.00101711 86436.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 295.657 267.831 0.010306 0.00101854 86137.7 0
: 490 Minimum Test error found - save the configuration
: 490 | 292.349 264.349 0.0102853 0.00102419 86382.6 0
: 491 Minimum Test error found - save the configuration
: 491 | 289.065 261.48 0.0102753 0.00101945 86431.4 0
: 492 Minimum Test error found - save the configuration
: 492 | 285.938 258.274 0.0103017 0.00103349 86316.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 282.694 255.3 0.0103168 0.00104009 86237.9 0
: 494 Minimum Test error found - save the configuration
: 494 | 279.717 251.995 0.0102863 0.00101934 86328.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 276.458 249.11 0.0102853 0.00102198 86362.2 0
: 496 Minimum Test error found - save the configuration
: 496 | 273.575 246.401 0.0102887 0.00102122 86323.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 270.61 244.39 0.0102985 0.00101886 86210.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 267.793 240.746 0.010314 0.00102101 86086.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 264.667 238.043 0.0102955 0.00101844 86234.5 0
: 500 Minimum Test error found - save the configuration
: 500 | 261.979 235.233 0.0102936 0.00102315 86295.4 0
: 501 Minimum Test error found - save the configuration
: 501 | 259.068 232.886 0.0102792 0.00102207 86419.6 0
: 502 Minimum Test error found - save the configuration
: 502 | 256.097 230.043 0.0102877 0.00102242 86343.6 0
: 503 Minimum Test error found - save the configuration
: 503 | 253.4 227.691 0.0103513 0.00102598 85787.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 250.627 224.718 0.0102869 0.00101936 86322.7 0
: 505 Minimum Test error found - save the configuration
: 505 | 247.929 222.198 0.0102963 0.00102319 86270.7 0
: 506 Minimum Test error found - save the configuration
: 506 | 245.115 219.854 0.0103131 0.00102185 86102.1 0
: 507 Minimum Test error found - save the configuration
: 507 | 242.372 217.351 0.0102933 0.00101946 86263.7 0
: 508 Minimum Test error found - save the configuration
: 508 | 239.812 214.665 0.0102886 0.00102339 86344.2 0
: 509 Minimum Test error found - save the configuration
: 509 | 237.298 212.302 0.0102904 0.00102191 86313.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 234.592 210.437 0.0103377 0.00102055 85862.9 0
: 511 Minimum Test error found - save the configuration
: 511 | 232.173 207.871 0.0102837 0.00102045 86362.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 229.707 204.943 0.010291 0.00101872 86279.1 0
: 513 Minimum Test error found - save the configuration
: 513 | 226.871 202.546 0.0103503 0.00104795 86000 0
: 514 Minimum Test error found - save the configuration
: 514 | 224.284 200.294 0.0103069 0.00102955 86231.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 221.81 197.681 0.010301 0.00101781 86177.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 219.545 195.534 0.0102955 0.00102233 86270.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 217.314 193.596 0.0102931 0.00102108 86281.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 214.572 190.809 0.0102831 0.00102417 86402.7 0
: 519 Minimum Test error found - save the configuration
: 519 | 212.204 189.115 0.0102938 0.00102034 86267.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 209.995 186.261 0.0103019 0.00102076 86196.7 0
: 521 Minimum Test error found - save the configuration
: 521 | 207.844 184.195 0.0102868 0.0010195 86325.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 205.456 182.776 0.0102874 0.00102008 86325.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 203.106 180.372 0.010298 0.00101888 86215.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 200.734 178.668 0.0102867 0.00102537 86380.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 198.7 176.097 0.0103017 0.001019 86181.8 0
: 526 Minimum Test error found - save the configuration
: 526 | 196.456 173.887 0.0103152 0.00102184 86083.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 194.069 172.89 0.0102912 0.00101989 86287.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 192.123 170.622 0.0102787 0.00101914 86397.2 0
: 529 Minimum Test error found - save the configuration
: 529 | 189.974 167.821 0.0102894 0.00102196 86323.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 187.947 165.469 0.0102911 0.00101678 86259.8 0
: 531 Minimum Test error found - save the configuration
: 531 | 185.628 164.208 0.0103184 0.00102078 86043.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 183.35 162.133 0.0102954 0.00102411 86287.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 181.5 161.174 0.010276 0.00101963 86427.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 179.44 158.573 0.0102832 0.00102312 86392.2 0
: 535 Minimum Test error found - save the configuration
: 535 | 177.218 157.68 0.0102924 0.00101991 86277.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.457 155.259 0.0103366 0.0010389 86042.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 173.141 153.739 0.0103072 0.00102195 86157.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 171.144 151.258 0.0102853 0.00102513 86391.5 0
: 539 Minimum Test error found - save the configuration
: 539 | 169.306 149.555 0.0103019 0.00102385 86225.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 167.193 148.276 0.0102988 0.00102078 86224.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 165.458 146.134 0.0102871 0.00102198 86345 0
: 542 Minimum Test error found - save the configuration
: 542 | 163.403 143.867 0.0102767 0.00101966 86420.7 0
: 543 Minimum Test error found - save the configuration
: 543 | 161.426 143.121 0.0102866 0.00101761 86309.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 159.701 140.908 0.0102815 0.0010194 86373.8 0
: 545 Minimum Test error found - save the configuration
: 545 | 157.672 139.528 0.0103132 0.00104816 86345.7 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.249 137.094 0.0103206 0.00102281 86042 0
: 547 Minimum Test error found - save the configuration
: 547 | 154.311 135.618 0.0102923 0.00102318 86308.3 0
: 548 Minimum Test error found - save the configuration
: 548 | 152.623 134.819 0.0103062 0.00102069 86155.8 0
: 549 Minimum Test error found - save the configuration
: 549 | 150.662 132.526 0.0103022 0.00103391 86316.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 148.824 131.402 0.0102905 0.00102445 86336.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.983 130.414 0.0102776 0.00102088 86423.7 0
: 552 Minimum Test error found - save the configuration
: 552 | 145.533 127.831 0.0103016 0.00102006 86192.7 0
: 553 Minimum Test error found - save the configuration
: 553 | 143.905 126.625 0.0102885 0.0010178 86293 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.044 124.904 0.0102929 0.00102039 86276.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 140.299 123.689 0.0102996 0.00101827 86194.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 138.608 122.005 0.0103031 0.00102015 86179.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.98 120.469 0.0102962 0.00102278 86268 0
: 558 Minimum Test error found - save the configuration
: 558 | 135.32 119.485 0.0102901 0.0010191 86290.6 0
: 559 Minimum Test error found - save the configuration
: 559 | 133.906 118.827 0.010516 0.0010893 84865.6 0
: 560 Minimum Test error found - save the configuration
: 560 | 132.277 117.056 0.0105561 0.00107665 84392.9 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.918 115.871 0.0104724 0.00102202 84653 0
: 562 Minimum Test error found - save the configuration
: 562 | 129.259 114.981 0.0103947 0.00102938 85421.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 127.811 112.748 0.0105295 0.00103391 84250 0
: 564 Minimum Test error found - save the configuration
: 564 | 126.395 111.407 0.010401 0.00102377 85313 0
: 565 Minimum Test error found - save the configuration
: 565 | 124.831 110.096 0.0104242 0.00102538 85116.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.145 108.305 0.0103722 0.00102457 85583.6 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.695 107.573 0.0104451 0.00103284 84995.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 120.278 106.205 0.0103183 0.00101737 86012.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.742 105.201 0.0103499 0.00102079 85753.2 0
: 570 Minimum Test error found - save the configuration
: 570 | 117.3 104.333 0.0104415 0.00107542 85414.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.238 103.346 0.0103494 0.0010204 85753.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.67 102.278 0.0103759 0.00102268 85531.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 113.277 99.9912 0.0103916 0.00102623 85421.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.898 97.9691 0.0103704 0.00103549 85700 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.346 97.5942 0.0104504 0.00106228 85214.3 0
: 576 Minimum Test error found - save the configuration
: 576 | 109.353 95.8247 0.0103598 0.00102027 85657.7 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.157 95.1274 0.0103849 0.00102357 85458.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.574 93.5226 0.0103526 0.00102391 85757 0
: 579 Minimum Test error found - save the configuration
: 579 | 105.251 93.1181 0.0102827 0.00101847 86353.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 104.141 91.6608 0.0103533 0.00102151 85728.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.716 90.4672 0.010402 0.00103197 85378.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.614 89.1837 0.0103302 0.00102102 85936.7 0
: 583 Minimum Test error found - save the configuration
: 583 | 100.286 88.0924 0.0103124 0.00102618 86149.3 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.9482 86.6835 0.010367 0.0010223 85610.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.9825 85.5582 0.0103395 0.00102002 85841.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.7262 84.9001 0.010316 0.0010229 86085.4 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.5755 83.9788 0.0103251 0.00101778 85954 0
: 588 Minimum Test error found - save the configuration
: 588 | 94.4911 82.6275 0.0103487 0.00102377 85791.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 93.4155 81.7518 0.0103694 0.00104851 85828.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.1923 80.8593 0.0103783 0.00106471 85895.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 91.0658 79.4412 0.0104247 0.00102527 85111.1 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.9388 78.6604 0.0104122 0.00105861 85528.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.8861 77.0522 0.0105212 0.00104641 84434.8 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.0334 76.6149 0.010406 0.0010566 85567.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 86.7994 75.232 0.010396 0.0010372 85481.2 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8978 74.5187 0.0103397 0.00102182 85856.5 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.0369 74.3644 0.0104429 0.00103055 84994.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.0649 73.0867 0.0104369 0.00104425 85173.3 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.1536 72.8405 0.0103649 0.00103928 85785.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.2312 70.6093 0.0103543 0.00102273 85730.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.1612 69.2227 0.010412 0.00102286 85204.4 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.0242 68.9913 0.0103923 0.00102892 85439.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.1184 68.6495 0.0103772 0.00105185 85788.1 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.5698 67.1916 0.0111296 0.00103897 79281.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.0584 66.3616 0.0105102 0.00102833 84371.6 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.621 65.2582 0.0103084 0.00103437 86262 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.3831 64.8595 0.0103052 0.00102129 86170.4 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.4354 63.2133 0.0105051 0.00102473 84385.2 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.4349 62.4922 0.010334 0.00102158 85906.5 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.5774 61.7074 0.0102917 0.0010171 86257.2 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.6547 61.0199 0.0102976 0.00103667 86384.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.8452 60.164 0.0103304 0.00101877 85913.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.012 60.036 0.0103348 0.00102443 85926 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.2785 57.9576 0.0102772 0.00101792 86399.5 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.364 57.6632 0.010313 0.00102018 86087.7 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.5039 56.9335 0.0103229 0.00101778 85973.7 0
: 617 | 66.9101 56.9881 0.0102857 0.000985597 86021 1
: 618 Minimum Test error found - save the configuration
: 618 | 66.1289 55.797 0.0103172 0.00102356 86080.6 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.3856 54.3711 0.0103177 0.00101922 86035.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.5507 54.2481 0.0102723 0.00101835 86449.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.7942 53.2703 0.0103429 0.00103079 85909.3 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.246 52.4518 0.01038 0.00102961 85558 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.1147 51.3558 0.0114088 0.00103964 77151.5 0
: 624 | 61.6961 52.1287 0.0102777 0.000996446 86195 1
: 625 Minimum Test error found - save the configuration
: 625 | 60.7592 50.7294 0.0103059 0.0010468 86401.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.083 49.8339 0.0103043 0.00101934 86161 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.2319 49.1171 0.0102897 0.00102153 86316.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.4796 48.4998 0.010287 0.00101859 86314.8 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.7688 47.892 0.0102768 0.00102026 86425.7 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.2081 46.9214 0.0102807 0.00102002 86386.9 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.3679 45.9844 0.0103156 0.00102048 86066.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.643 45.3888 0.0104181 0.00102796 85195.3 0
: 633 | 55.1059 45.5423 0.0102425 0.000982806 86395.9 1
: 634 Minimum Test error found - save the configuration
: 634 | 54.4645 44.2879 0.0103436 0.00102027 85806.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.7868 43.8081 0.0102787 0.0010219 86422.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.0759 43.0547 0.0103623 0.00103059 85728.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.3875 42.4044 0.0103453 0.00102204 85806.7 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.8089 41.7318 0.0102814 0.00102214 86399.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.4212 41.2535 0.0103017 0.00101982 86189.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.5837 40.8634 0.0103033 0.00101732 86151 0
: 641 | 50.0574 41.1024 0.0102855 0.00100531 86205 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.2997 39.6818 0.0103707 0.00102287 85581.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.6306 38.8138 0.0103034 0.00101701 86147.8 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.0943 38.3305 0.0103233 0.00102225 86012.1 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.567 37.818 0.0102806 0.00101901 86377.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.1728 37.2128 0.0103084 0.00102353 86161.5 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.6585 36.4342 0.0102898 0.00102055 86307 0
: 648 | 45.863 36.4823 0.0103049 0.000994036 85920.9 1
: 649 Minimum Test error found - save the configuration
: 649 | 45.3254 35.7413 0.0103447 0.00106531 86212.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.8568 35.197 0.0102964 0.00101664 86209.5 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.2885 34.9997 0.0103159 0.00102051 86064.3 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.8604 34.0419 0.0103056 0.00101691 86126.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.0503 33.8715 0.0103065 0.0010154 86103.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.5742 33.1982 0.0102851 0.00102119 86356.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.0034 32.3776 0.0103051 0.00103724 86319.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.5218 32.3103 0.0102859 0.00101806 86319.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.1383 32.0575 0.0105301 0.00105194 84404.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.5836 31.5274 0.0103159 0.00102015 86060.8 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.1202 31.1206 0.0103204 0.00102157 86032.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.61 30.4663 0.0102933 0.00101696 86240.5 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.181 29.8738 0.0103011 0.00101867 86184.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.6999 29.7937 0.0103649 0.00102655 85667.9 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.549 28.7424 0.0102843 0.00102159 86367.7 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.7104 28.5355 0.0102775 0.00101814 86398.8 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.1773 27.9976 0.0103286 0.00101853 85928.3 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.7255 27.6677 0.0102975 0.0010187 86218.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.5571 27.27 0.0103278 0.00103512 86089.3 0
: 668 | 36.1607 27.67 0.0102654 0.000985145 86204.9 1
: 669 Minimum Test error found - save the configuration
: 669 | 35.7837 25.9761 0.0102987 0.001019 86209.7 0
: 670 | 35.1244 26.0437 0.010457 0.00100056 84598.8 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.6184 25.3884 0.012561 0.00172938 73857.6 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.0823 25.16 0.0134292 0.00132623 66099.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.7915 24.8562 0.0122198 0.00158693 75238.6 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.5937 24.4844 0.0141748 0.00139934 62619.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.953 23.9413 0.013292 0.00140357 67292.1 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.5213 23.6328 0.0138627 0.00109241 62645.6 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.0583 22.9819 0.0155624 0.00169031 57669.7 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.6422 22.5922 0.0150035 0.00166017 59954.9 0
: 679 | 31.2617 23.0001 0.0146725 0.00123475 59533.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.8768 22.1903 0.0144845 0.00168872 62520.6 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.683 21.9785 0.0130709 0.00107587 66694.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.2322 21.2874 0.010355 0.00102757 85768.2 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.7881 21.0125 0.0104408 0.00105238 85211.7 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.2887 20.7794 0.0103833 0.00105434 85754.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.0364 20.2334 0.0103868 0.00102347 85440 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.8739 19.9346 0.010422 0.00104683 85331.8 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.2396 19.8841 0.0103199 0.00102095 86030.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.9254 19.3523 0.0103372 0.00102217 85882.4 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.4777 19.0843 0.0103635 0.00102563 85673 0
: 690 Minimum Test error found - save the configuration
: 690 | 27.2278 19.0495 0.0103935 0.00102842 85423.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.7975 18.3916 0.0103503 0.00102894 85823.9 0
: 692 | 26.554 18.7461 0.0102991 0.000984136 85883.6 1
: 693 | 26.3703 19.0537 0.0103601 0.000988595 85364.8 2
: 694 Minimum Test error found - save the configuration
: 694 | 26.0408 18.3154 0.0103817 0.00102887 85535.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.5343 17.3791 0.0104646 0.00103055 84799.5 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.0225 17.1228 0.0104062 0.00102829 85306.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.7552 16.9976 0.0103679 0.00102665 85641.6 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.5009 16.7796 0.0104487 0.00103057 84942.5 0
: 699 | 24.1323 16.8062 0.0103274 0.000987266 85651.5 1
: 700 Minimum Test error found - save the configuration
: 700 | 24.1733 16.1843 0.0103714 0.00105468 85867 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.6524 15.9167 0.0103661 0.00102333 85627.6 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.2615 15.4895 0.0105623 0.00106125 84201.3 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.8404 15.3702 0.0104564 0.00104833 85033.8 0
: 704 | 22.5473 15.4064 0.0103803 0.000987185 85168.4 1
: 705 Minimum Test error found - save the configuration
: 705 | 22.3176 14.9723 0.0108223 0.00139946 84900.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.9635 14.7896 0.0125494 0.00125489 70830.7 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.5981 14.4798 0.0121219 0.00104025 72191.3 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.3509 14.3094 0.0135189 0.00105752 64198.5 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.0151 14.2858 0.0104023 0.00105291 85567.1 0
: 710 Minimum Test error found - save the configuration
: 710 | 20.8876 13.8033 0.0103152 0.00102593 86121.2 0
: 711 | 20.7023 14.1235 0.0104367 0.00103931 85129.6 1
: 712 Minimum Test error found - save the configuration
: 712 | 20.3139 13.3816 0.0105231 0.00102929 84265.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.1401 13.298 0.0105567 0.00108771 84486.1 0
: 714 | 19.7408 13.5919 0.0103591 0.000987895 85367.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.4847 13.2053 0.0104326 0.00103103 85092.5 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.4251 12.9581 0.0103729 0.00102415 85572.7 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.0131 12.9186 0.0103837 0.00102797 85509 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.9675 12.393 0.010287 0.00101901 86318.9 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.5035 12.2697 0.0103106 0.00102041 86112.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.1831 12.2672 0.0104454 0.00102879 84956.6 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.0094 12.1983 0.0103121 0.00102233 86116.3 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.905 11.8662 0.0103652 0.00104065 85794.9 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.6117 11.774 0.0104619 0.00115235 85933.5 0
: 724 | 17.3196 11.7996 0.0105425 0.000990656 83753.8 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.9964 11.2766 0.0103894 0.00104306 85595.1 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.8551 11.2756 0.0103439 0.00105028 86080.8 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.4888 11.0606 0.0103199 0.00102131 86034.1 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.3171 10.874 0.0102934 0.00102031 86271.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.0631 10.8618 0.0102949 0.00102121 86265.6 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.8926 10.6434 0.0104538 0.00111724 85685 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.6249 10.5712 0.0102974 0.00102072 86237.7 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.486 10.4068 0.0103355 0.00104239 86085.5 0
: 733 | 15.2693 10.4867 0.0102667 0.000987046 86209.8 1
: 734 Minimum Test error found - save the configuration
: 734 | 15.1222 10.2273 0.0103387 0.00102543 85898.8 0
: 735 Minimum Test error found - save the configuration
: 735 | 15.048 9.85709 0.0103443 0.00104461 86024.3 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.6307 9.80387 0.0103297 0.00102426 85970.9 0
: 737 Minimum Test error found - save the configuration
: 737 | 14.5106 9.80324 0.0103286 0.00103484 86079.5 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.4621 9.72553 0.0103767 0.00105606 85830.8 0
: 739 | 14.2843 10.2125 0.0102712 0.000986096 86159.5 1
: 740 Minimum Test error found - save the configuration
: 740 | 14.114 9.53522 0.0103052 0.00102624 86216.8 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.8655 9.45419 0.0103476 0.00106427 86176.3 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.5292 9.21194 0.0103746 0.00106269 85911.6 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.3292 9.03768 0.010714 0.00107446 82991.5 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.126 8.82185 0.0103845 0.00102473 85472.6 0
: 745 Minimum Test error found - save the configuration
: 745 | 12.9922 8.78751 0.0103395 0.00102384 85876.5 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.8016 8.74427 0.0103522 0.00102979 85814.9 0
: 747 | 12.5308 9.04819 0.0102739 0.000986956 86142.2 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.6081 8.57609 0.0102881 0.00102672 86380.1 0
: 749 | 12.2647 8.63375 0.0102915 0.000991866 86024.9 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.1795 8.27837 0.0103101 0.00102254 86136.8 0
: 751 | 12.0267 9.53173 0.0102978 0.000997536 86019.4 1
: 752 Minimum Test error found - save the configuration
: 752 | 12.1255 7.93453 0.0103226 0.00102416 86036.3 0
: 753 | 11.6445 8.07481 0.0103168 0.00102346 86083 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.3565 7.90884 0.0103316 0.00102815 85989.4 0
: 755 | 11.2419 8.0231 0.0103836 0.00101351 85378.2 1
: 756 Minimum Test error found - save the configuration
: 756 | 11.1393 7.81149 0.0106183 0.00107256 83806.7 0
: 757 | 11.1081 7.93021 0.0103636 0.000988186 85329.4 1
: 758 Minimum Test error found - save the configuration
: 758 | 10.9153 7.77675 0.010416 0.00103329 85262.9 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9126 7.57983 0.0105211 0.00108514 84781.8 0
: 760 | 10.7019 7.97812 0.0102667 0.000985656 86197.3 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.5251 7.31219 0.0102975 0.00101878 86218.4 0
: 762 | 10.2352 7.40946 0.0102892 0.00101987 86306.4 1
: 763 | 10.144 7.44384 0.010256 0.000980586 86249.8 2
: 764 Minimum Test error found - save the configuration
: 764 | 10.0307 7.29342 0.0102982 0.00102262 86247.6 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.87805 7.1261 0.0102958 0.00102381 86281.4 0
: 766 Minimum Test error found - save the configuration
: 766 | 9.67338 6.74952 0.0102951 0.00102001 86252.4 0
: 767 | 9.73867 6.76425 0.0102587 0.000982195 86239.7 1
: 768 | 9.52395 7.70687 0.0102397 0.000985686 86448.7 2
: 769 | 9.55706 7.11543 0.0102503 0.000985726 86350.1 3
: 770 Minimum Test error found - save the configuration
: 770 | 9.3385 6.31133 0.0102981 0.00102589 86279.7 0
: 771 | 9.03638 6.84511 0.0102444 0.000986745 86414.9 1
: 772 | 9.17681 6.83008 0.010287 0.000984666 86000.1 2
: 773 | 9.04842 6.91553 0.0102498 0.000985617 86353.8 3
: 774 Minimum Test error found - save the configuration
: 774 | 9.02399 6.21941 0.0103032 0.0010228 86203.3 0
: 775 | 8.80397 6.47316 0.0102896 0.000984486 85974.6 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.65181 5.87482 0.0102863 0.0010188 86323.5 0
: 777 | 8.39581 6.03893 0.0102503 0.000979376 86291.3 1
: 778 | 8.31109 6.41742 0.0102467 0.000987617 86401.7 2
: 779 | 8.34691 6.14212 0.0102374 0.000984466 86458.9 3
: 780 | 8.19316 5.94304 0.0102547 0.000986705 86318.7 4
: 781 Minimum Test error found - save the configuration
: 781 | 8.19565 5.30366 0.0102882 0.00102053 86321.9 0
: 782 | 7.89109 5.63482 0.0102483 0.000984167 86354.5 1
: 783 | 7.84173 5.60968 0.0102555 0.000984146 86286.9 2
: 784 | 7.75702 5.83347 0.0102569 0.000983745 86270.1 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.73142 4.66765 0.0103175 0.00105151 86337.4 0
: 786 | 7.57439 5.08921 0.0102415 0.000983987 86416.4 1
: 787 | 7.35902 4.98145 0.0102557 0.000983686 86280.9 2
: 788 | 7.43196 5.54156 0.0102431 0.000984117 86402.7 3
: 789 | 7.61408 5.59651 0.0102527 0.000987176 86341.5 4
: 790 | 7.56321 4.97929 0.0104101 0.000984877 84879 5
: 791 | 7.18043 4.85386 0.0102703 0.000984346 86151.9 6
: 792 | 7.03189 4.68388 0.0102576 0.000985627 86281.7 7
: 793 | 6.98342 4.99463 0.0102915 0.0010171 86258.7 8
: 794 | 6.86466 4.90291 0.0102677 0.000990045 86228.9 9
: 795 Minimum Test error found - save the configuration
: 795 | 6.87311 4.30736 0.0102898 0.00102877 86383.9 0
: 796 | 6.66926 5.12643 0.0102416 0.000984806 86423 1
: 797 | 6.55004 4.39096 0.0102446 0.000986686 86412.1 2
: 798 | 6.42913 4.90958 0.0102674 0.000986115 86194.8 3
: 799 | 6.42392 4.54029 0.0103134 0.000985256 85761.9 4
: 800 Minimum Test error found - save the configuration
: 800 | 6.40504 4.30256 0.0103471 0.00103568 85916.3 0
: 801 | 6.21354 4.62057 0.0102607 0.000988157 86276 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.21544 3.92326 0.0102846 0.00102061 86356.3 0
: 803 | 6.20488 4.72046 0.0102481 0.000987136 86384.2 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.03037 3.82626 0.0102748 0.00101968 86438.4 0
: 805 | 5.84321 4.19266 0.0102453 0.000984577 86386.8 1
: 806 | 6.0102 4.01629 0.0102564 0.000987015 86305.9 2
: 807 Minimum Test error found - save the configuration
: 807 | 5.95083 3.54764 0.0103675 0.00102329 85614.7 0
: 808 | 5.80214 3.84107 0.0102643 0.000985156 86214.7 1
: 809 Minimum Test error found - save the configuration
: 809 | 5.72042 3.52311 0.0102916 0.00102119 86296 0
: 810 | 5.54879 3.56695 0.0103974 0.000986956 85012.3 1
: 811 | 5.59868 3.5915 0.0103036 0.000988925 85886 2
: 812 | 5.68628 3.76815 0.0102905 0.000985657 85976.6 3
: 813 Minimum Test error found - save the configuration
: 813 | 5.5427 3.43059 0.0103042 0.00102426 86207.3 0
: 814 Minimum Test error found - save the configuration
: 814 | 5.51269 3.22075 0.0103526 0.0010296 85809 0
: 815 | 5.45234 3.69595 0.0102699 0.000986515 86175.7 1
: 816 Minimum Test error found - save the configuration
: 816 | 5.21012 3.1169 0.0103069 0.00101938 86136.8 0
: 817 | 5.20055 3.47246 0.0102973 0.000987646 85932.4 1
: 818 | 5.21739 3.21395 0.0102558 0.000986237 86304.1 2
: 819 | 5.10516 3.55916 0.0102506 0.000984847 86339.4 3
: 820 | 5.18466 3.38112 0.0103582 0.00101975 85667.1 4
: 821 | 5.0205 3.36372 0.0103018 0.000987126 85885.9 5
: 822 | 5.00478 3.33925 0.0102824 0.000989087 86083.7 6
: 823 Minimum Test error found - save the configuration
: 823 | 5.03414 2.71168 0.0103779 0.00102951 85576.3 0
: 824 | 4.8041 2.92176 0.0102992 0.000984997 85890.4 1
: 825 | 4.8196 2.8762 0.0102644 0.000984906 86211.6 2
: 826 | 4.89842 2.74881 0.0102533 0.000985588 86321.3 3
: 827 | 4.76479 3.076 0.0102804 0.000985227 86066.4 4
: 828 Minimum Test error found - save the configuration
: 828 | 4.65862 2.585 0.0102928 0.0010252 86322.5 0
: 829 | 4.50403 3.19109 0.0102874 0.000984966 85999 1
: 830 | 4.49908 2.70599 0.0103955 0.000990235 85058.5 2
: 831 Minimum Test error found - save the configuration
: 831 | 4.40806 2.56602 0.0103036 0.00102458 86215.6 0
: 832 | 4.36272 3.07378 0.0103467 0.00102835 85851.7 1
: 833 | 4.28226 3.17935 0.0102631 0.000983906 86214.8 2
: 834 | 4.32214 2.60998 0.0102498 0.000984425 86342.8 3
: 835 | 4.28442 3.66277 0.0102753 0.000999076 86242.3 4
: 836 | 4.19573 2.56875 0.0102635 0.000985987 86230.3 5
: 837 Minimum Test error found - save the configuration
: 837 | 4.27522 2.44455 0.010348 0.00103147 85868.4 0
: 838 Minimum Test error found - save the configuration
: 838 | 4.22353 2.28933 0.0102889 0.00102113 86321 0
: 839 | 3.99508 2.84031 0.0102668 0.000986046 86199.5 1
: 840 | 4.05284 2.33881 0.0103172 0.000986426 85737.9 2
: 841 | 3.9826 2.67021 0.0102782 0.000985576 86089.8 3
: 842 | 3.80055 2.49723 0.0102817 0.000987835 86078.4 4
: 843 | 3.81544 2.73203 0.0102646 0.000984258 86203.8 5
: 844 Minimum Test error found - save the configuration
: 844 | 3.75772 2.22732 0.0103027 0.00102798 86255.5 0
: 845 | 3.76226 3.02972 0.0102685 0.000990726 86227.5 1
: 846 Minimum Test error found - save the configuration
: 846 | 3.69617 2.15462 0.010318 0.00104431 86265.4 0
: 847 | 3.67635 2.4088 0.0102799 0.000986327 86080.8 1
: 848 | 3.73138 2.35511 0.0102517 0.000985067 86331.3 2
: 849 | 3.69858 2.24572 0.0102557 0.000985976 86302.1 3
: 850 | 3.77446 2.52629 0.0104395 0.000995025 84705.4 4
: 851 | 3.59958 2.65949 0.010303 0.000988277 85885.1 5
: 852 | 3.42909 2.37826 0.0102845 0.000986776 86043 6
: 853 | 3.38944 2.54168 0.0103124 0.00103629 86243.2 7
: 854 | 3.60592 3.35874 0.0102576 0.000987766 86301.8 8
: 855 | 3.47467 2.93115 0.0103008 0.000999556 86010.3 9
: 856 | 3.43243 2.32796 0.0102755 0.000988046 86137.7 10
: 857 | 3.23462 3.08694 0.0102793 0.000986866 86091.3 11
: 858 | 3.28837 2.37891 0.0102515 0.000986916 86350.1 12
: 859 | 3.32732 2.55661 0.0102628 0.000989697 86271.3 13
: 860 | 3.2255 3.05375 0.0102619 0.000984995 86235.9 14
: 861 | 3.11054 3.11493 0.0103222 0.00100496 85862.3 15
: 862 | 3.21272 2.81014 0.0103754 0.00101212 85440.4 16
: 863 | 3.22769 3.08971 0.0102821 0.000984907 86047.2 17
: 864 | 3.08914 2.82395 0.0102669 0.000987196 86210.1 18
: 865 | 3.10579 2.94438 0.0102565 0.000987616 86310.3 19
: 866 | 3.02898 2.68815 0.0102824 0.000986486 86059.4 20
: 867 | 2.97658 2.60231 0.0102915 0.000986636 85976.6 21
:
: Elapsed time for training with 1000 events: 8.99 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: 0.81 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.151 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= 3.33662e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.10976e+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: 0.0329 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: 0.0365 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: 0.00131 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: 0.0952 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: 0.897 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: 0.00259 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: 0.0369 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00431 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: 0.00181 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000287 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: 0.0962 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0108 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: 0.9 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0991 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.987 -0.322 5.19 1.48 | 3.231 3.232
: 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 : -0.427 -0.317 1.79 1.08 | 3.364 3.358
: 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.