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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: 0.249 sec
: Elapsed time for training with 1000 events: 0.253 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00245 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: 0.000702 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00389 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: 0.000188 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000314 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 = 31552.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33102.7 31130.3 0.00980447 0.000991484 90775.2 0
: 2 Minimum Test error found - save the configuration
: 2 | 32569.6 30533.1 0.00985543 0.000981204 90148.7 0
: 3 Minimum Test error found - save the configuration
: 3 | 31814.2 29806.7 0.0100448 0.000997264 88421.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 30999.3 29122 0.010103 0.00100128 87895.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30196.8 28320.6 0.0101255 0.0010021 87686.8 0
: 6 Minimum Test error found - save the configuration
: 6 | 29309.1 27354.4 0.0101141 0.00101493 87920.4 0
: 7 Minimum Test error found - save the configuration
: 7 | 28575.6 26776.2 0.0100408 0.000984174 88333.5 0
: 8 Minimum Test error found - save the configuration
: 8 | 28128.7 26401.4 0.00999891 0.00100352 88934.5 0
: 9 Minimum Test error found - save the configuration
: 9 | 27768.2 26079.8 0.00993077 0.000972643 89304.4 0
: 10 Minimum Test error found - save the configuration
: 10 | 27449 25778.4 0.0099341 0.000980523 89349.8 0
: 11 Minimum Test error found - save the configuration
: 11 | 27145.6 25495.4 0.00990413 0.000968314 89527.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 26855.5 25227.4 0.00993458 0.000980164 89341.4 0
: 13 Minimum Test error found - save the configuration
: 13 | 26580.4 24965.9 0.00991279 0.000977304 89530.7 0
: 14 Minimum Test error found - save the configuration
: 14 | 26311.5 24712.6 0.00991611 0.000975303 89477.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 26051.4 24465 0.00990985 0.000979274 89579.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 25795.2 24225.5 0.00993056 0.000990514 89485 0
: 17 Minimum Test error found - save the configuration
: 17 | 25546.5 23990.1 0.00992951 0.000983484 89425.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25301.2 23761 0.00990637 0.000975313 89575.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25064.8 23531.3 0.00994746 0.000998284 89393.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24826 23310.4 0.00992335 0.000978294 89434.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24597.9 23088 0.0101866 0.00100478 87129 0
: 22 Minimum Test error found - save the configuration
: 22 | 24370 22869.3 0.00997522 0.000980554 88941.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24140 22661.4 0.00993635 0.000981194 89334 0
: 24 Minimum Test error found - save the configuration
: 24 | 23922.3 22450.2 0.00995605 0.000984973 89175.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23703.7 22242 0.00998505 0.000986103 88899.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23488.5 22036.1 0.00994959 0.000979192 89182.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23273.4 21835.7 0.00996087 0.000982293 89101 0
: 28 Minimum Test error found - save the configuration
: 28 | 23065.6 21634.2 0.00995993 0.000981624 89103.7 0
: 29 Minimum Test error found - save the configuration
: 29 | 22855.3 21438.8 0.0099948 0.00100106 88950.8 0
: 30 Minimum Test error found - save the configuration
: 30 | 22651.9 21243.2 0.00996097 0.000980804 89085.2 0
: 31 Minimum Test error found - save the configuration
: 31 | 22444.9 21055.8 0.00996435 0.000979463 89038.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22247.6 20865.3 0.00998062 0.000985534 88937.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22048.8 20677.5 0.0099662 0.000982123 89046.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21850.5 20494.4 0.00997199 0.000983354 89001.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21660.1 20307.2 0.00999447 0.000985584 88801.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21464.1 20126.3 0.00998245 0.000985984 88923.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21274.1 19944 0.00999421 0.000988694 88834.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21082.3 19765 0.0100214 0.000988764 88567.5 0
: 39 Minimum Test error found - save the configuration
: 39 | 20895.4 19588.1 0.0100684 0.000995394 88174.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 20713.7 19411.1 0.0100976 0.00103151 88241.3 0
: 41 Minimum Test error found - save the configuration
: 41 | 20526.3 19243.6 0.0100373 0.000990383 88427.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20347.9 19069.7 0.0102604 0.00100293 86416.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20166.6 18898.3 0.0100607 0.00100726 88363.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 19987 18731.6 0.010036 0.000994164 88477.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 19813.4 18565.8 0.0100498 0.000992363 88324.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19638 18400.7 0.0100341 0.000993474 88489.1 0
: 47 Minimum Test error found - save the configuration
: 47 | 19462 18239.3 0.0100527 0.000993032 88303.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19294.3 18078.4 0.0100773 0.000995443 88087.5 0
: 49 Minimum Test error found - save the configuration
: 49 | 19124.8 17917.3 0.0101055 0.00101155 87970.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 18956.7 17753.8 0.0101019 0.00101427 88031.5 0
: 51 Minimum Test error found - save the configuration
: 51 | 18789.9 17604.9 0.0101001 0.000997334 87884.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 18623.4 17440.4 0.0100828 0.000996094 88040.8 0
: 53 Minimum Test error found - save the configuration
: 53 | 18457.6 17283 0.0100996 0.000999164 87907.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18295.9 17128.6 0.0100955 0.00100032 87958.3 0
: 55 Minimum Test error found - save the configuration
: 55 | 18130.3 16976.9 0.0100873 0.000996223 87998.2 0
: 56 Minimum Test error found - save the configuration
: 56 | 17971.9 16821.4 0.0100983 0.00100295 87956.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17810.6 16672.8 0.0101143 0.00100369 87809.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17653.4 16518.9 0.0101293 0.00100267 87655.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17495.6 16370.1 0.0101346 0.0010025 87602.8 0
: 60 Minimum Test error found - save the configuration
: 60 | 17338.5 16223.2 0.010139 0.00101768 87706.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17186.8 16075 0.010133 0.00100586 87651 0
: 62 Minimum Test error found - save the configuration
: 62 | 17029.8 15932.1 0.0101277 0.00100467 87689.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 16879.1 15786.3 0.0103996 0.00101728 85267 0
: 64 Minimum Test error found - save the configuration
: 64 | 16728.1 15642.6 0.0101633 0.00100572 87359.4 0
: 65 Minimum Test error found - save the configuration
: 65 | 16580 15499.4 0.0101493 0.00100707 87505.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16428.2 15359.4 0.0101523 0.00100991 87504.4 0
: 67 Minimum Test error found - save the configuration
: 67 | 16282.6 15218.6 0.0101675 0.00102021 87458 0
: 68 Minimum Test error found - save the configuration
: 68 | 16134.4 15082.4 0.010148 0.00100589 87507.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 15991.8 14943.6 0.0101653 0.00101012 87382.7 0
: 70 Minimum Test error found - save the configuration
: 70 | 15847.1 14807.6 0.0101985 0.00104287 87377.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 15706.1 14671.6 0.0101441 0.00100646 87549.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15563.7 14538.2 0.0101554 0.00101012 87476.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15424.4 14406.3 0.0101531 0.00100776 87476.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15284.2 14277.6 0.0101506 0.00100758 87498.1 0
: 75 Minimum Test error found - save the configuration
: 75 | 15147.5 14149.9 0.0101539 0.00100814 87472.4 0
: 76 Minimum Test error found - save the configuration
: 76 | 15012.9 14021 0.0101522 0.00100661 87473.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 14880 13891 0.0101517 0.0010074 87486 0
: 78 Minimum Test error found - save the configuration
: 78 | 14742.5 13768.2 0.0101759 0.00100922 87272.9 0
: 79 Minimum Test error found - save the configuration
: 79 | 14614.4 13640.3 0.0101787 0.00101465 87297.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14479.1 13519.9 0.0101607 0.00100519 87379.2 0
: 81 Minimum Test error found - save the configuration
: 81 | 14351 13397.5 0.0102135 0.00102279 87044 0
: 82 Minimum Test error found - save the configuration
: 82 | 14222 13276.1 0.0101757 0.00101096 87290.8 0
: 83 Minimum Test error found - save the configuration
: 83 | 14095.9 13154.1 0.0104194 0.00101956 85108.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 13966.3 13037.2 0.0101696 0.00100817 87323 0
: 85 Minimum Test error found - save the configuration
: 85 | 13843.8 12917.6 0.0101749 0.00100819 87272.4 0
: 86 Minimum Test error found - save the configuration
: 86 | 13718.5 12801 0.0101594 0.00100796 87418.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13594.4 12686.3 0.0101767 0.00102164 87383.4 0
: 88 Minimum Test error found - save the configuration
: 88 | 13471.3 12573.8 0.0101735 0.00100719 87276.3 0
: 89 Minimum Test error found - save the configuration
: 89 | 13353 12459.2 0.0101765 0.00100707 87246.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13232.3 12345.7 0.0101785 0.00100957 87251.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13111.4 12236.7 0.0102327 0.00103851 87011.8 0
: 92 Minimum Test error found - save the configuration
: 92 | 12995.8 12125.9 0.0101882 0.00100941 87157.4 0
: 93 Minimum Test error found - save the configuration
: 93 | 12877.9 12017.6 0.0101698 0.00100996 87337.5 0
: 94 Minimum Test error found - save the configuration
: 94 | 12760.8 11912.5 0.0101679 0.00100904 87346.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12647.2 11804.6 0.0101741 0.00100938 87291.2 0
: 96 Minimum Test error found - save the configuration
: 96 | 12533.9 11697.6 0.0101847 0.00101318 87226.5 0
: 97 Minimum Test error found - save the configuration
: 97 | 12420.4 11592.5 0.0101862 0.00101053 87187.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12308.9 11489.4 0.0101927 0.00101003 87120.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12197.7 11387.2 0.0101851 0.00101049 87196.9 0
: 100 Minimum Test error found - save the configuration
: 100 | 12088.8 11282.3 0.0101814 0.00101052 87232.7 0
: 101 Minimum Test error found - save the configuration
: 101 | 11979.6 11180.5 0.0102151 0.00102189 87020.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 11869.9 11083 0.0101817 0.0010107 87231.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11764.7 10982.2 0.0104188 0.00125142 87266.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11657.3 10882.8 0.0102123 0.00101268 86960.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11552.5 10786.2 0.0102375 0.00101159 86712.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11449 10689.8 0.0102137 0.0010109 86930.2 0
: 107 Minimum Test error found - save the configuration
: 107 | 11346.3 10593 0.0102104 0.00100885 86942.1 0
: 108 Minimum Test error found - save the configuration
: 108 | 11241.1 10499 0.0102072 0.00101025 86985.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11142.5 10400.7 0.0101807 0.00100869 87222.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11041 10307.6 0.0102114 0.00101066 86949.5 0
: 111 Minimum Test error found - save the configuration
: 111 | 10941 10214.9 0.0102186 0.00101093 86884.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10842.2 10119.4 0.0102178 0.0010133 86914.1 0
: 113 Minimum Test error found - save the configuration
: 113 | 10743.6 10031.7 0.0101945 0.00100765 87080.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10648.3 9937.52 0.0101958 0.00100897 87081 0
: 115 Minimum Test error found - save the configuration
: 115 | 10548.9 9849.62 0.0101983 0.00101246 87090.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10455.3 9759.42 0.0101915 0.00101376 87167.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10361.3 9671.1 0.010211 0.00100934 86940.4 0
: 118 Minimum Test error found - save the configuration
: 118 | 10266.4 9582.87 0.010221 0.00101002 86853.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10174 9493.71 0.0102115 0.0010105 86947.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10081.7 9408.53 0.0101894 0.00100885 87141.2 0
: 121 Minimum Test error found - save the configuration
: 121 | 9990.07 9325.03 0.0102293 0.00104484 87103.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 9900.13 9238.03 0.0101959 0.00100897 87080 0
: 123 Minimum Test error found - save the configuration
: 123 | 9808.96 9154.97 0.0102162 0.00101251 86921.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9721.56 9071.64 0.0104816 0.00102466 84593.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9634.51 8984.45 0.010194 0.00101207 87127.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9544.99 8905.42 0.010205 0.00101121 87015.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9458.71 8824.96 0.0102146 0.00102276 87033.3 0
: 128 Minimum Test error found - save the configuration
: 128 | 9372.09 8744.67 0.0102141 0.00101469 86962.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9288.65 8663.57 0.0102029 0.00101297 87052 0
: 130 Minimum Test error found - save the configuration
: 130 | 9203.08 8583.74 0.0101931 0.00100898 87106.7 0
: 131 Minimum Test error found - save the configuration
: 131 | 9120.67 8506.96 0.0102055 0.00101531 87048.9 0
: 132 Minimum Test error found - save the configuration
: 132 | 9036.48 8428.09 0.010232 0.00102959 86933.3 0
: 133 Minimum Test error found - save the configuration
: 133 | 8954.75 8349.63 0.010249 0.0010166 86651.7 0
: 134 Minimum Test error found - save the configuration
: 134 | 8873.86 8272.57 0.010201 0.0010114 87054.6 0
: 135 Minimum Test error found - save the configuration
: 135 | 8792.01 8196.56 0.0101921 0.00101176 87143 0
: 136 Minimum Test error found - save the configuration
: 136 | 8712.27 8122.99 0.0101973 0.00101108 87086.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8632.97 8047.57 0.0102349 0.00101833 86800.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8554.6 7975.28 0.0102521 0.00101502 86607.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8475.99 7900.47 0.0102198 0.00101456 86906.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8400.63 7824.99 0.010221 0.00101481 86897.8 0
: 141 Minimum Test error found - save the configuration
: 141 | 8322.55 7755.79 0.0102373 0.00101421 86738.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8247.44 7684.09 0.0102468 0.00103015 86799.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8170.93 7614.91 0.0102177 0.00101644 86945 0
: 144 Minimum Test error found - save the configuration
: 144 | 8097.36 7542.97 0.0104509 0.00102784 84898.5 0
: 145 Minimum Test error found - save the configuration
: 145 | 8023.02 7474.46 0.0102345 0.00101646 86785.9 0
: 146 Minimum Test error found - save the configuration
: 146 | 7949.25 7405.72 0.0102149 0.00101326 86940.7 0
: 147 Minimum Test error found - save the configuration
: 147 | 7878.16 7337.35 0.0102202 0.00101488 86905.8 0
: 148 Minimum Test error found - save the configuration
: 148 | 7805.55 7268.83 0.0102922 0.00107262 86772.3 0
: 149 Minimum Test error found - save the configuration
: 149 | 7734.38 7201.85 0.0102162 0.00101381 86933.8 0
: 150 Minimum Test error found - save the configuration
: 150 | 7662.93 7137.88 0.0102003 0.00101256 87072.4 0
: 151 Minimum Test error found - save the configuration
: 151 | 7594.05 7069.67 0.0102019 0.00101443 87075.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7522.38 7006.6 0.0102552 0.00103219 86739.2 0
: 153 Minimum Test error found - save the configuration
: 153 | 7455.24 6942.14 0.0102406 0.0010158 86722.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7387.29 6876.92 0.0102196 0.00101238 86888.5 0
: 155 Minimum Test error found - save the configuration
: 155 | 7318.7 6814.06 0.010242 0.0010192 86741.7 0
: 156 Minimum Test error found - save the configuration
: 156 | 7252.54 6750.26 0.0102559 0.00101914 86610 0
: 157 Minimum Test error found - save the configuration
: 157 | 7186.25 6686.94 0.0102371 0.00102045 86799.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7119.88 6625.59 0.0102195 0.00101201 86885.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7055.69 6562.8 0.0102191 0.00101308 86900 0
: 160 Minimum Test error found - save the configuration
: 160 | 6990.5 6504.79 0.010227 0.00101787 86870.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 6926.66 6439.64 0.0102122 0.00101309 86965.4 0
: 162 Minimum Test error found - save the configuration
: 162 | 6862.41 6385.45 0.0102439 0.00103085 86833.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6798.69 6324.52 0.0102277 0.00101405 86828 0
: 164 Minimum Test error found - save the configuration
: 164 | 6738.11 6266.76 0.0104923 0.00127873 86828 0
: 165 Minimum Test error found - save the configuration
: 165 | 6676.38 6208.03 0.0102286 0.00101749 86851.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6615.05 6148.84 0.0102149 0.00101541 86961 0
: 167 Minimum Test error found - save the configuration
: 167 | 6553.13 6091.81 0.0102292 0.00101694 86840.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6493.26 6036.65 0.0102246 0.00101803 86894.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6434.19 5979.67 0.0102118 0.00101613 86997.4 0
: 170 Minimum Test error found - save the configuration
: 170 | 6374.52 5924.93 0.0102055 0.0010124 87022.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6317.96 5868.61 0.0102192 0.00101201 86889 0
: 172 Minimum Test error found - save the configuration
: 172 | 6257.6 5815.23 0.0102864 0.00103821 86503 0
: 173 Minimum Test error found - save the configuration
: 173 | 6201.02 5756.81 0.0102239 0.00101526 86874.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6142.82 5706.85 0.0102185 0.00101475 86921.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6087.53 5653.34 0.0102041 0.00101519 87061.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6031.75 5601.28 0.0102222 0.00102551 86987.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 5975.32 5546.48 0.0102423 0.00102224 86767.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 5920.92 5494.4 0.0102211 0.00101643 86912.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 5865.18 5444.66 0.0102238 0.00101341 86858.3 0
: 180 Minimum Test error found - save the configuration
: 180 | 5812.05 5393.63 0.0102271 0.00101686 86859.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5759.05 5341.58 0.0102309 0.00101433 86799.8 0
: 182 Minimum Test error found - save the configuration
: 182 | 5705.31 5292.14 0.0102466 0.00103217 86820.4 0
: 183 Minimum Test error found - save the configuration
: 183 | 5652.66 5245.24 0.0102104 0.00101219 86973.6 0
: 184 Minimum Test error found - save the configuration
: 184 | 5600.71 5193.37 0.0102142 0.00101559 86969.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5548.95 5145.05 0.0104736 0.0010271 84687 0
: 186 Minimum Test error found - save the configuration
: 186 | 5498.14 5098.54 0.0102226 0.00101503 86885.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5446.75 5048.94 0.010212 0.00101279 86963.9 0
: 188 Minimum Test error found - save the configuration
: 188 | 5396.41 5002.78 0.0102313 0.00101498 86802.4 0
: 189 Minimum Test error found - save the configuration
: 189 | 5347.5 4954.73 0.0102237 0.00101657 86889 0
: 190 Minimum Test error found - save the configuration
: 190 | 5297.53 4907.43 0.0102286 0.00101721 86849.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5248.78 4863.72 0.0102515 0.00101603 86622.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5199.96 4816.02 0.0102212 0.00101973 86942.6 0
: 193 Minimum Test error found - save the configuration
: 193 | 5152.1 4772.78 0.0102502 0.00103338 86797.4 0
: 194 Minimum Test error found - save the configuration
: 194 | 5105.02 4726.46 0.0102247 0.00101552 86870 0
: 195 Minimum Test error found - save the configuration
: 195 | 5057.36 4683.25 0.0102508 0.0010164 86632.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5010.06 4640.07 0.010242 0.00102393 86786.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 4964.79 4597.04 0.0102577 0.00101692 86572.6 0
: 198 Minimum Test error found - save the configuration
: 198 | 4918.73 4552.94 0.0102387 0.00102037 86783.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4873.42 4510.06 0.0102187 0.00101495 86921.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4828.37 4468.13 0.0102168 0.00101354 86925.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4784.26 4424.97 0.0102498 0.00101552 86633.6 0
: 202 Minimum Test error found - save the configuration
: 202 | 4739.5 4385.31 0.0102299 0.00101537 86819.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4696.06 4343.16 0.0102608 0.00102968 86663.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4653.79 4301.04 0.0102374 0.001016 86755.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4608.91 4262.62 0.0104874 0.00103072 84596.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4567.65 4221.72 0.0102255 0.00101869 86891.9 0
: 207 Minimum Test error found - save the configuration
: 207 | 4525.21 4182.61 0.0102265 0.00101328 86831.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4483.01 4143.55 0.0102339 0.00101835 86809.4 0
: 209 Minimum Test error found - save the configuration
: 209 | 4442.37 4104.45 0.0102569 0.00103353 86736.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4402.02 4067.49 0.0102308 0.00101821 86838 0
: 211 Minimum Test error found - save the configuration
: 211 | 4361.19 4028.48 0.0102407 0.00101552 86718.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4321.03 3990.85 0.0102421 0.00101954 86743.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4281.05 3953.31 0.0102741 0.00103642 86601.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4241.61 3918.18 0.0102347 0.00101813 86800.3 0
: 215 Minimum Test error found - save the configuration
: 215 | 4203.49 3879.71 0.0102232 0.0010164 86892.7 0
: 216 Minimum Test error found - save the configuration
: 216 | 4165.12 3843.49 0.0102328 0.00101455 86784.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4127.15 3806.42 0.0102312 0.00101716 86824.3 0
: 218 Minimum Test error found - save the configuration
: 218 | 4087.56 3773.27 0.0102403 0.00101888 86754.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4051.5 3735.83 0.0102344 0.00101452 86768.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4013.63 3701.65 0.0102405 0.00101538 86719.8 0
: 221 Minimum Test error found - save the configuration
: 221 | 3977.12 3666.66 0.010253 0.00101794 86626 0
: 222 Minimum Test error found - save the configuration
: 222 | 3940.28 3633.02 0.0102436 0.00101799 86715.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3904.05 3600.27 0.0102648 0.00103431 86669.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3870.25 3564.4 0.0102334 0.00101649 86797.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3833.37 3532.63 0.0104789 0.00103077 84672.7 0
: 226 Minimum Test error found - save the configuration
: 226 | 3797.99 3499.6 0.0102555 0.00101744 86597.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3764.44 3466.43 0.0102467 0.00101713 86678.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3729.75 3434.1 0.010245 0.00101483 86672.5 0
: 229 Minimum Test error found - save the configuration
: 229 | 3696 3402.26 0.0102462 0.00102881 86792.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3661.25 3371.14 0.0102424 0.00101863 86732.5 0
: 231 Minimum Test error found - save the configuration
: 231 | 3629.02 3338.94 0.0102755 0.00102564 86488.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3596.02 3307.09 0.0102314 0.00101475 86799.4 0
: 233 Minimum Test error found - save the configuration
: 233 | 3562.26 3276.83 0.01028 0.00103813 86562.9 0
: 234 Minimum Test error found - save the configuration
: 234 | 3530.85 3245.71 0.0102298 0.00101627 86829.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3497.86 3215.99 0.0102605 0.00101711 86548.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3466.36 3186.06 0.0102491 0.00101733 86657.1 0
: 237 Minimum Test error found - save the configuration
: 237 | 3434.6 3157.57 0.0102481 0.00101778 86670.5 0
: 238 Minimum Test error found - save the configuration
: 238 | 3403.93 3127.31 0.0102462 0.00101634 86675.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3372.52 3098.78 0.0102797 0.00102032 86398.6 0
: 240 Minimum Test error found - save the configuration
: 240 | 3342.83 3068.21 0.0102441 0.00101519 86683.9 0
: 241 Minimum Test error found - save the configuration
: 241 | 3311.92 3040.23 0.0102829 0.00102225 86386.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3281.16 3012.44 0.0102569 0.00102316 86638.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3251.42 2984.73 0.0102977 0.00103389 86357.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3222.12 2957.25 0.0102393 0.00101446 86722.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3193.19 2928.87 0.0102449 0.00101766 86699.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3163.56 2902.25 0.0105111 0.00102959 84374.9 0
: 247 Minimum Test error found - save the configuration
: 247 | 3135.34 2874.97 0.0102537 0.00102866 86720.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3106.51 2848.7 0.0102436 0.00101685 86704.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3078.83 2821.35 0.010253 0.00101629 86610.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3050.19 2795.42 0.0102491 0.00101748 86658.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3021.94 2770.71 0.010251 0.00102252 86688.5 0
: 252 Minimum Test error found - save the configuration
: 252 | 2995.79 2744.07 0.0102622 0.00102096 86568.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2968.12 2718.88 0.0102863 0.00103424 86466.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2941.54 2693.17 0.0102466 0.00102147 86719.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2915.09 2667.6 0.010248 0.00101714 86666 0
: 256 Minimum Test error found - save the configuration
: 256 | 2887.91 2643.17 0.010247 0.00101475 86652.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2862.01 2618.57 0.0102577 0.0010164 86567.7 0
: 258 Minimum Test error found - save the configuration
: 258 | 2835.76 2594.42 0.0102458 0.0010199 86712.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2809.96 2570.91 0.0102361 0.00101967 86801.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2784.99 2546.92 0.0103347 0.0010228 85911.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2759.36 2523.3 0.0102534 0.00101583 86602.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2734.35 2500.29 0.0102611 0.00102056 86574.7 0
: 263 Minimum Test error found - save the configuration
: 263 | 2710.02 2476.82 0.0102861 0.00104826 86600.5 0
: 264 Minimum Test error found - save the configuration
: 264 | 2684.86 2454.47 0.010266 0.00101969 86520.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2660.93 2431.71 0.0102414 0.00101588 86715.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2637.16 2409.13 0.0104973 0.00102996 84501.3 0
: 267 Minimum Test error found - save the configuration
: 267 | 2613.76 2386.47 0.0102749 0.00101765 86419.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2588.77 2364.55 0.0102404 0.00101723 86738 0
: 269 Minimum Test error found - save the configuration
: 269 | 2565.91 2342.5 0.0102443 0.00101554 86686 0
: 270 Minimum Test error found - save the configuration
: 270 | 2542.45 2320.84 0.0102511 0.00101955 86659.2 0
: 271 Minimum Test error found - save the configuration
: 271 | 2518.9 2300.13 0.0102621 0.00101522 86516 0
: 272 Minimum Test error found - save the configuration
: 272 | 2496.45 2278.74 0.0102545 0.0010177 86610.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2474.04 2257.5 0.0102422 0.00101683 86717.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2450.6 2237.45 0.0102901 0.00104403 86523.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2429.15 2216.64 0.0102546 0.00101783 86610.6 0
: 276 Minimum Test error found - save the configuration
: 276 | 2407.31 2195.46 0.0102629 0.00102368 86587.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2385.08 2175.32 0.0102473 0.00101349 86638.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2363.2 2155.25 0.0102476 0.00101467 86646 0
: 279 Minimum Test error found - save the configuration
: 279 | 2341.68 2135.55 0.0102602 0.00101833 86562.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2320.01 2115.79 0.010261 0.00101856 86557.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2298.83 2096.47 0.0102364 0.00101524 86757.2 0
: 282 Minimum Test error found - save the configuration
: 282 | 2277.45 2077.91 0.0102585 0.00102124 86605.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2257.74 2058.15 0.0102545 0.001017 86603.9 0
: 284 Minimum Test error found - save the configuration
: 284 | 2236.17 2039.58 0.0102716 0.00103176 86581.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2216.3 2020.06 0.0102819 0.00101844 86360.8 0
: 286 Minimum Test error found - save the configuration
: 286 | 2195.22 2001.7 0.010505 0.00102743 84409.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2174.78 1984.18 0.0102602 0.00101883 86567.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2155.49 1965.81 0.0102548 0.00101853 86615.2 0
: 289 Minimum Test error found - save the configuration
: 289 | 2135.73 1947.23 0.0102518 0.00101394 86600.6 0
: 290 Minimum Test error found - save the configuration
: 290 | 2115.91 1929.46 0.0102568 0.00103106 86714 0
: 291 Minimum Test error found - save the configuration
: 291 | 2096.79 1911.6 0.0102479 0.00101537 86650.1 0
: 292 Minimum Test error found - save the configuration
: 292 | 2076.65 1894.25 0.0103056 0.00103937 86335.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2058.04 1876.34 0.0102907 0.00101976 86291 0
: 294 Minimum Test error found - save the configuration
: 294 | 2038.44 1859.53 0.010346 0.00103805 85948 0
: 295 Minimum Test error found - save the configuration
: 295 | 2019.57 1842.72 0.0102811 0.00102123 86393.9 0
: 296 Minimum Test error found - save the configuration
: 296 | 2001.26 1825.41 0.010264 0.00101992 86542.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1982.28 1808.98 0.0102544 0.00101735 86608.1 0
: 298 Minimum Test error found - save the configuration
: 298 | 1963.86 1792.92 0.0102513 0.00101603 86624.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1945.97 1776.57 0.010246 0.00102431 86752.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1927.89 1759.68 0.0102472 0.00101803 86682 0
: 301 Minimum Test error found - save the configuration
: 301 | 1909.42 1743.92 0.0102493 0.00101762 86657.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1892.34 1727.38 0.0102672 0.00102382 86548.4 0
: 303 Minimum Test error found - save the configuration
: 303 | 1873.98 1711.85 0.0102635 0.00101851 86532.9 0
: 304 Minimum Test error found - save the configuration
: 304 | 1856.44 1696.33 0.0103124 0.0010343 86224.2 0
: 305 Minimum Test error found - save the configuration
: 305 | 1839.15 1681.02 0.0102633 0.00101695 86520.9 0
: 306 Minimum Test error found - save the configuration
: 306 | 1822.06 1665.49 0.0105976 0.00103187 83631.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1804.72 1650.47 0.0102605 0.00102526 86624.3 0
: 308 Minimum Test error found - save the configuration
: 308 | 1788.01 1635.14 0.0102784 0.00101862 86395.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1771.12 1620.13 0.0102625 0.00101625 86521.3 0
: 310 Minimum Test error found - save the configuration
: 310 | 1754.52 1605.59 0.0102533 0.00101758 86619.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1737.78 1591.19 0.0102768 0.00101981 86421.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1721.44 1575.95 0.0102682 0.00101857 86490.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1704.99 1561.34 0.0102814 0.00101865 86367.8 0
: 314 Minimum Test error found - save the configuration
: 314 | 1688.76 1547.1 0.0102979 0.00103531 86368.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1672.82 1532.95 0.0102695 0.00101888 86480.8 0
: 316 Minimum Test error found - save the configuration
: 316 | 1656.89 1518.94 0.0102705 0.00101897 86472.1 0
: 317 Minimum Test error found - save the configuration
: 317 | 1640.86 1505.49 0.0102619 0.00101682 86532.8 0
: 318 Minimum Test error found - save the configuration
: 318 | 1625.62 1491.8 0.0102514 0.00101539 86617.6 0
: 319 Minimum Test error found - save the configuration
: 319 | 1610.15 1477.87 0.0102844 0.00103725 86513.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1595.22 1464.16 0.0102714 0.001018 86454.7 0
: 321 Minimum Test error found - save the configuration
: 321 | 1579.72 1450.46 0.0102601 0.00102121 86590.8 0
: 322 Minimum Test error found - save the configuration
: 322 | 1564.08 1437.92 0.0102519 0.00101937 86650.3 0
: 323 Minimum Test error found - save the configuration
: 323 | 1549.61 1424.26 0.0102643 0.00102168 86555.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1535.02 1410.82 0.0103058 0.00103083 86253.2 0
: 325 Minimum Test error found - save the configuration
: 325 | 1519.89 1397.98 0.010247 0.001016 86664.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1505.57 1384.97 0.0104954 0.00124947 86524.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1490.71 1372.77 0.0102877 0.00102089 86329.6 0
: 328 Minimum Test error found - save the configuration
: 328 | 1476.98 1359.57 0.0102722 0.00102142 86479.1 0
: 329 Minimum Test error found - save the configuration
: 329 | 1462.86 1346.73 0.0102562 0.00101708 86588.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1448.4 1334.34 0.0102465 0.00101582 86667.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1434.41 1322.18 0.0102596 0.00101933 86577.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1421.22 1310.18 0.0102896 0.00101651 86270.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1407.41 1297.39 0.0102358 0.00101812 86789.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1393.3 1285.89 0.0103443 0.00103934 85975.5 0
: 335 Minimum Test error found - save the configuration
: 335 | 1380.33 1273.81 0.0102684 0.00101698 86473.6 0
: 336 Minimum Test error found - save the configuration
: 336 | 1366.83 1262.14 0.0102607 0.00102033 86576.6 0
: 337 Minimum Test error found - save the configuration
: 337 | 1354.13 1249.86 0.0102697 0.00101927 86482.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1340.64 1238.59 0.0102717 0.00101614 86434.2 0
: 339 Minimum Test error found - save the configuration
: 339 | 1327.8 1226.75 0.0102661 0.00102401 86560.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1314.91 1216.07 0.0102516 0.00101801 86640.2 0
: 341 Minimum Test error found - save the configuration
: 341 | 1302.45 1204.16 0.0102761 0.00102146 86443.6 0
: 342 Minimum Test error found - save the configuration
: 342 | 1290.02 1192.62 0.0102853 0.0010187 86331.4 0
: 343 Minimum Test error found - save the configuration
: 343 | 1277.02 1181.93 0.0104549 0.00105083 85069.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1265.29 1170.75 0.0109538 0.00126498 82569.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1252.54 1159.96 0.0105873 0.00102709 83679.9 0
: 346 Minimum Test error found - save the configuration
: 346 | 1240.72 1148.93 0.0102641 0.00101732 86516.5 0
: 347 Minimum Test error found - save the configuration
: 347 | 1228.53 1138.26 0.0105715 0.00103176 83859.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1216.75 1127.52 0.0102582 0.00102205 86616.1 0
: 349 Minimum Test error found - save the configuration
: 349 | 1204.8 1117.15 0.0102781 0.00102033 86413.9 0
: 350 Minimum Test error found - save the configuration
: 350 | 1193.16 1107.06 0.0102688 0.00101831 86481.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1181.84 1096.21 0.0102941 0.0010376 86426.1 0
: 352 Minimum Test error found - save the configuration
: 352 | 1170.11 1085.88 0.0102738 0.00101951 86446.1 0
: 353 Minimum Test error found - save the configuration
: 353 | 1159.01 1075.97 0.0102758 0.00102709 86498.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1147.66 1065.25 0.0103083 0.00103941 86310 0
: 355 Minimum Test error found - save the configuration
: 355 | 1136.22 1055.55 0.0102753 0.00101977 86434.7 0
: 356 Minimum Test error found - save the configuration
: 356 | 1125.25 1045.4 0.0102956 0.00102551 86299.5 0
: 357 Minimum Test error found - save the configuration
: 357 | 1114.37 1035.44 0.0102903 0.00101881 86286.5 0
: 358 Minimum Test error found - save the configuration
: 358 | 1103.11 1026.32 0.0102728 0.00101785 86440.6 0
: 359 Minimum Test error found - save the configuration
: 359 | 1092.5 1016.69 0.0102611 0.00101776 86549 0
: 360 Minimum Test error found - save the configuration
: 360 | 1082.61 1006.54 0.0102866 0.00102065 86337.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1071.63 996.77 0.0102786 0.00102215 86426.2 0
: 362 Minimum Test error found - save the configuration
: 362 | 1061.12 988.329 0.0102591 0.00101853 86574.4 0
: 363 Minimum Test error found - save the configuration
: 363 | 1051.16 978.217 0.0102646 0.00101963 86533.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1040.52 968.452 0.0103258 0.00104602 86209.2 0
: 365 Minimum Test error found - save the configuration
: 365 | 1030.46 959.402 0.0102745 0.00102008 86445.6 0
: 366 Minimum Test error found - save the configuration
: 366 | 1020.19 950.703 0.0102756 0.00101864 86421.6 0
: 367 Minimum Test error found - save the configuration
: 367 | 1010.33 941.129 0.0105205 0.00103306 84322.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1000.29 932.223 0.0102806 0.00102205 86406.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 990.781 923.046 0.01027 0.00102158 86501.1 0
: 370 Minimum Test error found - save the configuration
: 370 | 980.979 914.408 0.0102709 0.00101892 86468.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 971.351 905.457 0.0102892 0.00102846 86386.3 0
: 372 Minimum Test error found - save the configuration
: 372 | 961.795 897.046 0.0102744 0.00102011 86446.1 0
: 373 Minimum Test error found - save the configuration
: 373 | 952.478 888.337 0.0102556 0.00102221 86642.4 0
: 374 Minimum Test error found - save the configuration
: 374 | 943.095 879.477 0.0103185 0.00105343 86345.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 933.98 870.919 0.0102748 0.00102557 86494 0
: 376 Minimum Test error found - save the configuration
: 376 | 924.622 862.376 0.0102775 0.00102124 86427.9 0
: 377 Minimum Test error found - save the configuration
: 377 | 915.026 854.747 0.0102722 0.00102014 86467.5 0
: 378 Minimum Test error found - save the configuration
: 378 | 906.445 846.193 0.0102709 0.00101941 86473 0
: 379 Minimum Test error found - save the configuration
: 379 | 897.381 837.79 0.0102715 0.00101726 86447.3 0
: 380 Minimum Test error found - save the configuration
: 380 | 888.422 830.174 0.0102722 0.00101986 86464.4 0
: 381 Minimum Test error found - save the configuration
: 381 | 879.765 821.863 0.0102846 0.00102168 86365.7 0
: 382 Minimum Test error found - save the configuration
: 382 | 871.283 813.485 0.0102683 0.00101951 86497.4 0
: 383 Minimum Test error found - save the configuration
: 383 | 862.422 805.901 0.010257 0.00101545 86565.9 0
: 384 Minimum Test error found - save the configuration
: 384 | 853.918 797.676 0.0102912 0.00102077 86295.7 0
: 385 Minimum Test error found - save the configuration
: 385 | 845.752 789.362 0.0103436 0.00103564 85947.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 837.002 781.573 0.0102746 0.00102082 86451 0
: 387 Minimum Test error found - save the configuration
: 387 | 828.522 773.987 0.0105211 0.00102995 84289.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 820.085 767.285 0.0102769 0.00102046 86425.9 0
: 389 Minimum Test error found - save the configuration
: 389 | 812.044 759.243 0.0103021 0.00104546 86424.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 804.111 751.625 0.0102829 0.00102112 86376.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 795.85 744.513 0.0102773 0.00101875 86406.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 788.363 736.928 0.0102851 0.00101997 86345.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 780.158 729.172 0.0102861 0.00102037 86339.6 0
: 394 Minimum Test error found - save the configuration
: 394 | 772.402 721.824 0.0103132 0.00101988 86083.7 0
: 395 Minimum Test error found - save the configuration
: 395 | 764.478 715.168 0.0102902 0.00103489 86436.7 0
: 396 Minimum Test error found - save the configuration
: 396 | 756.958 707.754 0.010278 0.00102181 86428.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 749.366 700.409 0.0102743 0.00101872 86434 0
: 398 Minimum Test error found - save the configuration
: 398 | 741.952 693.418 0.0102656 0.00101788 86507.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 734.467 686.523 0.0102612 0.00101721 86542.9 0
: 400 Minimum Test error found - save the configuration
: 400 | 727.613 679.254 0.010289 0.00102797 86383.9 0
: 401 Minimum Test error found - save the configuration
: 401 | 719.349 672.565 0.0102836 0.00101804 86341 0
: 402 Minimum Test error found - save the configuration
: 402 | 712.306 666.171 0.0102872 0.00102114 86336.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 705.483 658.661 0.0102535 0.001017 86612.7 0
: 404 Minimum Test error found - save the configuration
: 404 | 698.419 652.299 0.0102747 0.0010209 86450.7 0
: 405 Minimum Test error found - save the configuration
: 405 | 691.01 646.031 0.0102879 0.00103206 86431.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 683.867 639.448 0.0102697 0.00101838 86474.2 0
: 407 Minimum Test error found - save the configuration
: 407 | 677.133 633.201 0.0105202 0.00102835 84282.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 670.664 626.106 0.0102744 0.00101917 86437.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 663.394 619.778 0.0102774 0.00102017 86419.2 0
: 410 Minimum Test error found - save the configuration
: 410 | 656.543 613.468 0.0102771 0.00102211 86439.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 650.137 607.465 0.0102795 0.00101869 86385.7 0
: 412 Minimum Test error found - save the configuration
: 412 | 643.555 600.498 0.0102729 0.00102128 86471 0
: 413 Minimum Test error found - save the configuration
: 413 | 636.748 594.534 0.0102731 0.00101858 86444.4 0
: 414 Minimum Test error found - save the configuration
: 414 | 630.455 588.634 0.0102925 0.00102014 86277.7 0
: 415 Minimum Test error found - save the configuration
: 415 | 623.933 582.661 0.0102826 0.00101664 86337.3 0
: 416 Minimum Test error found - save the configuration
: 416 | 617.656 576.807 0.0102667 0.00101811 86499.5 0
: 417 Minimum Test error found - save the configuration
: 417 | 611.382 570.575 0.0102895 0.00102493 86350.1 0
: 418 Minimum Test error found - save the configuration
: 418 | 605.098 564.619 0.0102782 0.00102095 86418.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 598.833 558.584 0.0102852 0.00101754 86321.8 0
: 420 Minimum Test error found - save the configuration
: 420 | 592.653 552.911 0.0102904 0.00101908 86287.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 586.7 547.396 0.0102877 0.00102064 86327.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 580.727 541.949 0.0102678 0.00101897 86497.8 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.147 536.176 0.0102705 0.00101616 86445.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.058 530.07 0.0102798 0.00101866 86382.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 562.713 524.103 0.0103584 0.00104127 85862.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 556.904 518.66 0.0102735 0.00101984 86452.6 0
: 427 Minimum Test error found - save the configuration
: 427 | 551.16 513.163 0.0105442 0.00103051 84089.3 0
: 428 Minimum Test error found - save the configuration
: 428 | 545.31 507.985 0.0102676 0.00101889 86498.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 539.933 502.696 0.0102732 0.00102182 86474 0
: 430 Minimum Test error found - save the configuration
: 430 | 534.153 497.472 0.0102928 0.0010229 86300.8 0
: 431 Minimum Test error found - save the configuration
: 431 | 528.52 492.022 0.0102823 0.00101833 86355.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 523.206 486.559 0.010276 0.00102471 86474.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 517.807 482.058 0.0102912 0.00103052 86387 0
: 434 Minimum Test error found - save the configuration
: 434 | 512.483 476.691 0.0102952 0.00102185 86269.1 0
: 435 Minimum Test error found - save the configuration
: 435 | 506.996 471.554 0.0103121 0.00103801 86262.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 501.881 465.983 0.0102724 0.00101846 86450.1 0
: 437 Minimum Test error found - save the configuration
: 437 | 496.594 460.889 0.0102908 0.00101819 86275.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 491.397 456.404 0.0102739 0.00102096 86458.6 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.191 451.801 0.0103031 0.0010258 86232 0
: 440 Minimum Test error found - save the configuration
: 440 | 481.411 446.354 0.0102924 0.00101711 86250.3 0
: 441 Minimum Test error found - save the configuration
: 441 | 476.188 441.921 0.0102976 0.00102354 86262.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 471.249 437.064 0.0102827 0.00102092 86376.4 0
: 443 Minimum Test error found - save the configuration
: 443 | 466.165 432.439 0.0102854 0.00102925 86428.7 0
: 444 Minimum Test error found - save the configuration
: 444 | 461.374 427.657 0.0102867 0.00101977 86328.6 0
: 445 Minimum Test error found - save the configuration
: 445 | 456.524 423.074 0.0103006 0.00103334 86325.7 0
: 446 Minimum Test error found - save the configuration
: 446 | 451.687 418.556 0.0103011 0.00101992 86196.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.109 413.962 0.0104852 0.00119648 86126.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 442.498 409.165 0.0103299 0.00101946 85925 0
: 449 Minimum Test error found - save the configuration
: 449 | 437.592 404.742 0.0102755 0.00102064 86440.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.036 400.657 0.0102943 0.00102381 86295.5 0
: 451 Minimum Test error found - save the configuration
: 451 | 428.824 396.203 0.0102655 0.00102082 86535.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.38 391.788 0.0102689 0.00102723 86564.2 0
: 453 Minimum Test error found - save the configuration
: 453 | 419.823 387.368 0.0103094 0.00102098 86129.2 0
: 454 Minimum Test error found - save the configuration
: 454 | 415.527 383.197 0.0102728 0.00101904 86451.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 410.886 378.651 0.0103057 0.00104096 86348.8 0
: 456 Minimum Test error found - save the configuration
: 456 | 406.404 374.398 0.0102866 0.0010152 86286.6 0
: 457 Minimum Test error found - save the configuration
: 457 | 401.981 370.473 0.0102777 0.00101836 86399.6 0
: 458 Minimum Test error found - save the configuration
: 458 | 397.95 366.611 0.0102909 0.00101855 86278.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 393.933 362.028 0.0102703 0.00102002 86483.7 0
: 460 Minimum Test error found - save the configuration
: 460 | 389.624 357.973 0.0102654 0.00101923 86522.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 385.502 354.26 0.0102765 0.00102184 86443.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.38 350.803 0.0102607 0.001016 86535.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.531 346.548 0.0102667 0.00101695 86488.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 373.635 342.576 0.0102784 0.0010158 86369.1 0
: 465 Minimum Test error found - save the configuration
: 465 | 369.663 338.594 0.0103104 0.00103351 86236.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 365.552 334.898 0.0102719 0.00102173 86484.9 0
: 467 Minimum Test error found - save the configuration
: 467 | 361.501 331.236 0.01028 0.00101704 86365.6 0
: 468 Minimum Test error found - save the configuration
: 468 | 357.748 327.246 0.0105286 0.00102662 84192.8 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.145 323.685 0.010266 0.00101786 86504 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.04 319.901 0.0102912 0.00101788 86268.6 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.39 316.256 0.0102702 0.00101737 86460.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 342.512 313.008 0.0102673 0.00101576 86472.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 338.839 309.336 0.0102699 0.00101569 86447.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.393 305.631 0.0103047 0.00103051 86261.3 0
: 475 Minimum Test error found - save the configuration
: 475 | 331.56 302.366 0.0103044 0.00105084 86453.4 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.176 298.695 0.010271 0.00101488 86429.7 0
: 477 Minimum Test error found - save the configuration
: 477 | 324.596 295.299 0.0102837 0.00101832 86342.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.193 291.538 0.0102758 0.00102265 86457 0
: 479 Minimum Test error found - save the configuration
: 479 | 317.228 288.46 0.0102677 0.00101907 86499.6 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.053 285.389 0.010285 0.00102074 86353.8 0
: 481 Minimum Test error found - save the configuration
: 481 | 310.769 282.283 0.0102831 0.00101886 86353.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 307.388 279 0.0102694 0.00102034 86495.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.36 275.93 0.0102669 0.0010196 86511.5 0
: 484 Minimum Test error found - save the configuration
: 484 | 300.939 272.408 0.0103177 0.00102026 86044.8 0
: 485 Minimum Test error found - save the configuration
: 485 | 297.652 269.94 0.0102651 0.00101943 86527.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 294.162 266.531 0.0103085 0.00103652 86281.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.165 263.138 0.0103209 0.0010224 86035.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.024 259.944 0.0105034 0.00102957 84443.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 284.784 257.257 0.0102614 0.00101658 86535.3 0
: 490 Minimum Test error found - save the configuration
: 490 | 281.768 254.474 0.0103373 0.00102339 85892.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 278.901 251.435 0.0102619 0.00101676 86532 0
: 492 Minimum Test error found - save the configuration
: 492 | 275.459 249.431 0.0102869 0.00102112 86339 0
: 493 Minimum Test error found - save the configuration
: 493 | 272.715 245.984 0.0102827 0.0010163 86333.8 0
: 494 Minimum Test error found - save the configuration
: 494 | 269.787 242.616 0.0102631 0.00101708 86523.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 266.561 239.89 0.010277 0.00101713 86394.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 263.664 237.162 0.0103251 0.00103815 86142.3 0
: 497 Minimum Test error found - save the configuration
: 497 | 260.811 234.496 0.010284 0.00101689 86327.1 0
: 498 Minimum Test error found - save the configuration
: 498 | 257.887 231.641 0.0102953 0.00102026 86253 0
: 499 Minimum Test error found - save the configuration
: 499 | 254.987 229.672 0.0102837 0.0010162 86323.2 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.839 227.151 0.0102978 0.00101744 86203.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.305 223.724 0.0102685 0.00101729 86474.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 246.968 221.012 0.0102721 0.00101748 86443.4 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.222 218.462 0.01029 0.00101803 86281.3 0
: 504 Minimum Test error found - save the configuration
: 504 | 241.385 216.134 0.0102679 0.00101872 86494.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 238.811 213.271 0.0102918 0.0010161 86246.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 236.066 210.577 0.0103132 0.00103356 86210.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 233.427 208.541 0.0102975 0.00101862 86217 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.017 205.831 0.0105323 0.00102977 84187.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 228.291 203.499 0.0102714 0.00101823 86456.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.472 201.693 0.0103107 0.00101964 86104 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.346 198.711 0.0102793 0.00102442 86440.9 0
: 512 Minimum Test error found - save the configuration
: 512 | 220.93 196.771 0.0102931 0.00101746 86247.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 218.521 193.909 0.0103074 0.00104095 86332.7 0
: 514 Minimum Test error found - save the configuration
: 514 | 216.148 191.704 0.0102867 0.00102796 86404.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 213.615 189.772 0.0102849 0.00102126 86358.9 0
: 516 Minimum Test error found - save the configuration
: 516 | 211.296 187.255 0.0103162 0.00103764 86220.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.946 185.02 0.0102715 0.00101723 86446.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 206.696 182.908 0.0102738 0.00102114 86461.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.558 180.774 0.0102865 0.00101656 86300.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 201.944 179.214 0.0102806 0.00101996 86387.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.037 176.649 0.010273 0.00101628 86423.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 197.941 174.37 0.0102931 0.00102384 86307 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.694 172.418 0.0103045 0.00102007 86165.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.288 170.23 0.0102874 0.00102027 86326.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.158 168.218 0.0102759 0.00101689 86402.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 188.878 166.594 0.0103063 0.00103297 86268.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.051 165.542 0.010275 0.00101793 86420.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.002 162.539 0.0105339 0.00103204 84194.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 182.675 160.547 0.0103036 0.00101673 86142.9 0
: 530 Minimum Test error found - save the configuration
: 530 | 180.714 158.795 0.0102929 0.00101804 86254.6 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.618 157.056 0.0102655 0.00102052 86533.9 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.272 154.993 0.0103053 0.00102193 86175.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.608 152.912 0.0102684 0.00101555 86459.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.631 151.386 0.0102718 0.00101649 86436.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.431 149.408 0.010303 0.00103092 86280.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 168.715 147.479 0.0103161 0.00103787 86223.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 166.675 145.679 0.0102962 0.00101888 86232.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 164.854 143.819 0.0102881 0.00101951 86313.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 162.602 142.259 0.010294 0.00101794 86243.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.013 140.36 0.010273 0.00102021 86460 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.043 138.756 0.010284 0.00103375 86484.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.13 137.305 0.0102793 0.00101891 86389 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.222 136.259 0.010307 0.00102154 86156.1 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.665 134.487 0.0102605 0.00101722 86549.4 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.082 132.549 0.0102746 0.00101742 86419.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.127 130.799 0.0103119 0.00102918 86181.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.544 129.79 0.0102879 0.00102067 86325.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.608 127.759 0.0105278 0.00126986 86412.4 0
: 549 Minimum Test error found - save the configuration
: 549 | 144.993 126.848 0.0102854 0.00102297 86370.1 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.429 124.712 0.0102643 0.00101809 86521.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 141.611 123.537 0.0102732 0.00102239 86478.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.793 121.522 0.0103058 0.00101909 86144.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.523 121.437 0.0102609 0.00101695 86543.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.78 118.521 0.0102783 0.00101905 86400.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 134.991 117.003 0.010286 0.00102071 86343.3 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.48 115.938 0.0103075 0.00103686 86294.3 0
: 557 Minimum Test error found - save the configuration
: 557 | 131.888 114.418 0.0102615 0.00101854 86552.4 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.41 113.211 0.0102738 0.00101911 86442.9 0
: 559 Minimum Test error found - save the configuration
: 559 | 128.981 111.746 0.0102939 0.00101849 86249.4 0
: 560 Minimum Test error found - save the configuration
: 560 | 127.201 111.081 0.0102784 0.00102774 86480.2 0
: 561 Minimum Test error found - save the configuration
: 561 | 125.933 109.528 0.010261 0.00101651 86538.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.155 107.621 0.0102929 0.0010167 86242.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 122.805 106.526 0.0102652 0.00101858 86517.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.605 105.966 0.0102823 0.0010191 86362.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.131 103.956 0.0102766 0.00101888 86414 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.354 102.267 0.010299 0.00103051 86314 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.245 100.958 0.0102692 0.00102076 86501.2 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.798 100.595 0.0102596 0.00102024 86586 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.208 98.686 0.0105474 0.00103071 84063 0
: 570 Minimum Test error found - save the configuration
: 570 | 112.833 97.1389 0.0102844 0.00101603 86314.8 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.679 95.9652 0.0102832 0.00102493 86409.3 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.215 94.7367 0.0103318 0.00102198 85930.9 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.922 94.1554 0.0102947 0.00103758 86419.8 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.654 92.569 0.0102782 0.00102511 86457.5 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.26 91.937 0.0102853 0.00102045 86347.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.017 90.1037 0.0103012 0.00103563 86340.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 103.815 89.0312 0.0102738 0.00101876 86439 0
: 578 Minimum Test error found - save the configuration
: 578 | 102.475 88.0313 0.0102829 0.00102429 86406.2 0
: 579 Minimum Test error found - save the configuration
: 579 | 101.204 86.8121 0.0102928 0.00102146 86287.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.133 86.2801 0.0102681 0.0010189 86493.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 98.9025 84.6327 0.0102702 0.00101759 86461.8 0
: 582 Minimum Test error found - save the configuration
: 582 | 97.8749 83.6666 0.0102598 0.00101671 86551.1 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.7225 82.5071 0.0102654 0.0010194 86523.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.5383 81.9069 0.0102836 0.00101871 86347.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.4131 80.427 0.0102584 0.00101936 86588.8 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.2891 79.606 0.0102997 0.00104228 86417.2 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.2432 79.0578 0.0102759 0.00101789 86411.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.2121 77.1426 0.0102657 0.00101957 86523.1 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.7814 77.1044 0.0105171 0.00103185 84341.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.8363 75.4293 0.0102726 0.00101711 86435 0
: 591 | 87.8554 75.5834 0.0102303 0.000983345 86515.1 1
: 592 Minimum Test error found - save the configuration
: 592 | 86.7983 73.8033 0.0102852 0.00102165 86359.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 85.8359 72.6985 0.0102745 0.00101738 86420.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 84.7925 71.9327 0.0102963 0.00101941 86235.4 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.7209 71.0435 0.0102903 0.00101689 86268.6 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.9099 69.9034 0.0102915 0.00101879 86274.3 0
: 597 Minimum Test error found - save the configuration
: 597 | 82.1638 69.1291 0.0103171 0.00103674 86203.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.8697 68.2787 0.0102876 0.00101843 86307.7 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.8582 67.5251 0.0102825 0.00101709 86342.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.0506 66.7274 0.0102747 0.00101787 86422.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.2952 66.1116 0.0102654 0.00101982 86527.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.1451 64.886 0.0102766 0.00101659 86393.1 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.2933 63.9995 0.0102594 0.00101641 86552.4 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.2791 63.6034 0.01028 0.00102009 86393.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.5144 62.0218 0.0102798 0.00101696 86366.2 0
: 606 | 73.4907 62.2355 0.0102394 0.000981194 86409.4 1
: 607 Minimum Test error found - save the configuration
: 607 | 72.7034 60.5075 0.010283 0.00103121 86470.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 71.9087 59.8497 0.0102872 0.00101951 86321.8 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.0272 58.996 0.0105544 0.00103356 84025.9 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.0129 58.214 0.0102891 0.00101775 86287 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.3952 57.5171 0.0102947 0.00101531 86212.9 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.6573 56.9031 0.0102891 0.0010184 86293 0
: 613 Minimum Test error found - save the configuration
: 613 | 67.751 56.138 0.0102692 0.00101653 86461.6 0
: 614 Minimum Test error found - save the configuration
: 614 | 66.874 54.9169 0.0102695 0.00101782 86470.7 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.9686 54.2445 0.0102811 0.00101682 86353.2 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.2062 53.3169 0.010258 0.00101682 86569 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.5065 52.9191 0.0103008 0.0010359 86347 0
: 618 Minimum Test error found - save the configuration
: 618 | 63.6362 52.5577 0.0102557 0.00101817 86602.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 63.1335 51.5189 0.0102925 0.00101486 86228.8 0
: 620 Minimum Test error found - save the configuration
: 620 | 62.3903 50.6818 0.0103137 0.00102379 86114.7 0
: 621 Minimum Test error found - save the configuration
: 621 | 61.4405 50.6026 0.0102671 0.00101825 86497.1 0
: 622 Minimum Test error found - save the configuration
: 622 | 60.6484 49.9238 0.010287 0.00101977 86325.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.1853 49.4329 0.0102943 0.001017 86232 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.3204 49.0313 0.0102757 0.00102052 86437.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.62 47.6339 0.0102638 0.00102409 86582.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.9899 46.475 0.0102719 0.00102021 86470.3 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.1986 46.172 0.0102951 0.00103167 86361.1 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.4329 45.3221 0.0102649 0.0010186 86520.7 0
: 629 | 55.718 45.5591 0.0104812 0.000986124 84254.3 1
: 630 Minimum Test error found - save the configuration
: 630 | 55.138 45.0229 0.0102786 0.00102367 86440.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.581 43.9208 0.010258 0.00101655 86566.5 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.9763 43.5331 0.0102881 0.00102355 86350.7 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.3827 42.5785 0.0102763 0.00101715 86400.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.8115 41.9634 0.0102827 0.00101845 86353.4 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.3484 41.7237 0.0102689 0.00101651 86464.1 0
: 636 Minimum Test error found - save the configuration
: 636 | 51.7204 40.7786 0.0102935 0.00102824 86344.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 50.7623 40.2195 0.0103113 0.00103831 86272.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.0264 39.3341 0.0102831 0.00101947 86359.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.3159 38.9305 0.0102877 0.00101794 86302.3 0
: 640 | 48.953 39.2777 0.010238 0.000983344 86442.8 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.5871 38.0884 0.010276 0.00102019 86431.8 0
: 642 Minimum Test error found - save the configuration
: 642 | 47.7933 37.5783 0.0103101 0.0010434 86331 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.3173 37.4887 0.0102764 0.00101803 86408.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.607 36.182 0.0102738 0.00101952 86446.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.0007 35.7852 0.0103153 0.0010262 86122.2 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.2788 35.1945 0.0102877 0.00102173 86337.6 0
: 647 Minimum Test error found - save the configuration
: 647 | 44.887 34.4002 0.0102944 0.00103015 86353.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 44.3553 33.9767 0.010267 0.00101699 86486.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.9939 33.6523 0.0105291 0.0011868 85632.1 0
: 650 Minimum Test error found - save the configuration
: 650 | 43.4198 33.1846 0.0102772 0.00101957 86415.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 42.9967 32.9734 0.0102901 0.00101811 86281.2 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.326 32.2219 0.0103115 0.00102538 86150.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 41.6645 31.4801 0.0103028 0.00102632 86239.9 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.1238 31.2465 0.0102725 0.0010189 86453.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.7468 31.0071 0.0102777 0.00101859 86401.4 0
: 656 Minimum Test error found - save the configuration
: 656 | 40.1244 30.193 0.0102735 0.00101879 86442.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.7645 30.0654 0.0103163 0.00104 86241.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.2327 29.6014 0.0102818 0.00102804 86451 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.8614 29.2252 0.0102774 0.00101643 86383.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.5092 28.8793 0.0102713 0.0010179 86455.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.9855 28.8486 0.0102829 0.00102201 86385.1 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.666 28.057 0.0102854 0.00101769 86320.8 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.1686 27.1814 0.0102845 0.00101858 86337.6 0
: 664 Minimum Test error found - save the configuration
: 664 | 36.557 26.8304 0.0103021 0.00101694 86159.4 0
: 665 Minimum Test error found - save the configuration
: 665 | 36.0964 26.384 0.0102657 0.00101799 86507.7 0
: 666 Minimum Test error found - save the configuration
: 666 | 35.6462 26.106 0.0102808 0.00102004 86386.1 0
: 667 | 35.406 26.2137 0.0102628 0.000984964 86227.4 1
: 668 Minimum Test error found - save the configuration
: 668 | 34.9151 25.2683 0.0102837 0.00101947 86353.4 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.3696 25.0428 0.0103004 0.00102132 86215.4 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.9104 24.6251 0.0105134 0.00103029 84360.5 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.5648 24.0688 0.0102717 0.00101946 86465.2 0
: 672 | 33.2294 24.2392 0.0102519 0.000990585 86381.2 1
: 673 Minimum Test error found - save the configuration
: 673 | 33.0951 23.4532 0.0102866 0.00102177 86347.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.4339 23.3954 0.0102655 0.00101843 86513.9 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.174 23.2925 0.0102877 0.00102559 86373.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.5819 22.2541 0.0102884 0.00102087 86323.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.1016 22.2091 0.0103099 0.00103972 86298.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.5992 22.0045 0.0103003 0.00103128 86309.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.352 21.0456 0.0102962 0.0010226 86266.6 0
: 680 | 29.8386 21.0634 0.0102399 0.000985343 86443.5 1
: 681 Minimum Test error found - save the configuration
: 681 | 29.6197 20.465 0.0102946 0.00102424 86296.1 0
: 682 | 29.1217 20.6434 0.0102473 0.000987705 86397.2 1
: 683 Minimum Test error found - save the configuration
: 683 | 29.032 20.284 0.0102887 0.00102216 86332.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.3601 19.7119 0.01027 0.0010196 86482.7 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.0593 19.5502 0.0102795 0.00102107 86408 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.6719 19.0326 0.0102932 0.00102019 86271.7 0
: 687 | 27.709 20.1009 0.0102734 0.000997333 86243.1 1
: 688 | 27.289 19.1653 0.0102496 0.000985164 86351.7 2
: 689 Minimum Test error found - save the configuration
: 689 | 26.6862 18.4072 0.0102984 0.00102953 86310.3 0
: 690 | 26.2839 18.7764 0.0104983 0.000989043 84128.9 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.097 18.1077 0.0102872 0.00102468 86370 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.7494 17.6575 0.0103043 0.0010164 86133.5 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.4201 17.1237 0.0102897 0.00102095 86311.3 0
: 694 Minimum Test error found - save the configuration
: 694 | 24.961 16.9633 0.0102841 0.00101983 86353.4 0
: 695 Minimum Test error found - save the configuration
: 695 | 24.5793 16.8068 0.0103149 0.00102425 86108.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.1394 16.6253 0.0102815 0.00102229 86400.7 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.8895 16.1589 0.010301 0.00101978 86195.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.6135 16.064 0.0103353 0.00103619 86030.1 0
: 699 | 23.2922 16.3803 0.0102487 0.000986793 86375.1 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.0709 15.7635 0.0102816 0.00101921 86370.8 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.6845 15.7318 0.0102958 0.00102905 86329.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.6909 15.6312 0.0103021 0.00102207 86207 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.2887 15.0243 0.0102932 0.00102718 86337 0
: 704 | 21.8901 15.3349 0.0102403 0.000985594 86442.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.7824 15.0194 0.0102856 0.00101965 86337.4 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.452 14.7485 0.0102946 0.00102287 86283.5 0
: 707 Minimum Test error found - save the configuration
: 707 | 21.2173 13.9653 0.0102803 0.00102121 86402 0
: 708 | 20.8042 14.1782 0.0102667 0.000984013 86181.5 1
: 709 Minimum Test error found - save the configuration
: 709 | 20.5099 13.2709 0.0102878 0.00101797 86301.5 0
: 710 | 20.1212 13.681 0.0104822 0.000988593 84266.9 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.7932 13.1132 0.0103268 0.00102521 86006.7 0
: 712 Minimum Test error found - save the configuration
: 712 | 19.5279 13.0253 0.0102869 0.00101901 86320 0
: 713 | 19.349 13.3413 0.0102474 0.000985884 86378.9 1
: 714 Minimum Test error found - save the configuration
: 714 | 19.1014 12.7897 0.0102807 0.00102098 86395.9 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.7739 12.4352 0.0103064 0.00102409 86185 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.7793 12.2043 0.0102788 0.00102178 86421.2 0
: 717 Minimum Test error found - save the configuration
: 717 | 18.4107 12.1663 0.010293 0.00102135 86284.7 0
: 718 | 18.1458 12.4236 0.0102743 0.000986152 86131.5 1
: 719 Minimum Test error found - save the configuration
: 719 | 17.8968 11.6061 0.0102896 0.00102049 86307.8 0
: 720 Minimum Test error found - save the configuration
: 720 | 17.6104 11.317 0.0102965 0.0010242 86278.4 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.3258 11.209 0.0102907 0.00102618 86350.9 0
: 722 | 17.0482 11.3427 0.010256 0.000986314 86303 1
: 723 Minimum Test error found - save the configuration
: 723 | 17.0127 11.0049 0.0102846 0.00102127 86362.2 0
: 724 | 16.7358 11.0276 0.0102386 0.000985204 86454.8 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.5761 10.7091 0.0102859 0.00101964 86334.9 0
: 726 | 16.2507 10.7182 0.0102486 0.000985924 86367.7 1
: 727 Minimum Test error found - save the configuration
: 727 | 16.0873 10.4679 0.0103395 0.00102711 85906.9 0
: 728 | 15.7951 10.8839 0.0102788 0.000985874 86087.1 1
: 729 Minimum Test error found - save the configuration
: 729 | 15.6672 10.4018 0.0102965 0.00102256 86263.7 0
: 730 Minimum Test error found - save the configuration
: 730 | 15.5643 9.7279 0.0105212 0.00103302 84315 0
: 731 | 15.3253 9.85545 0.0102673 0.000981144 86149.5 1
: 732 Minimum Test error found - save the configuration
: 732 | 15.145 9.3232 0.0102789 0.00102049 86407.5 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.7624 9.17369 0.0102801 0.00101908 86383.6 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.5431 8.82262 0.0102954 0.00102069 86256.3 0
: 735 | 14.4029 8.84506 0.010248 0.000985472 86369.4 1
: 736 | 14.1878 8.94784 0.010249 0.000985934 86364.3 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.0452 8.75962 0.0102723 0.0010212 86476.4 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.0361 8.06471 0.0103376 0.00102979 85949.6 0
: 739 | 13.6494 8.16788 0.0102618 0.000989673 86279.8 1
: 740 | 13.5597 9.06333 0.010254 0.000986584 86323.5 2
: 741 Minimum Test error found - save the configuration
: 741 | 13.3753 7.86251 0.0102908 0.00102904 86376.7 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.1538 7.58937 0.0103106 0.00102106 86118.1 0
: 743 | 13.0729 8.07253 0.0102526 0.000986923 86339.7 1
: 744 | 12.7595 7.85374 0.0102509 0.000984774 86335.7 2
: 745 | 12.6507 7.65543 0.0102435 0.000983713 86395.2 3
: 746 Minimum Test error found - save the configuration
: 746 | 12.5101 7.3552 0.0103323 0.00103057 86005.2 0
: 747 Minimum Test error found - save the configuration
: 747 | 12.3977 7.34065 0.0102823 0.0010192 86364.2 0
: 748 | 12.3404 7.43391 0.0102743 0.000986433 86133.7 1
: 749 Minimum Test error found - save the configuration
: 749 | 11.9828 6.2295 0.0102996 0.00102035 86214 0
: 750 | 11.8494 6.23282 0.0104842 0.000996324 84317.8 1
: 751 | 11.6696 6.33743 0.0102858 0.000987004 86032.5 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.4697 6.03291 0.0102955 0.00102969 86339.3 0
: 753 | 11.3362 6.19186 0.0102532 0.000986194 86327.8 1
: 754 | 11.2232 6.36466 0.0102716 0.000987025 86164.3 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.1365 5.37224 0.0102973 0.00102214 86251.6 0
: 756 | 11.023 6.36453 0.0102568 0.000987554 86307.2 1
: 757 | 10.8827 5.56106 0.0102545 0.000990473 86355.9 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.7198 5.23305 0.0103246 0.00104527 86213.4 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.5988 4.89256 0.0103012 0.00102523 86244.8 0
: 760 | 10.4179 5.88784 0.0102594 0.000987264 86280.4 1
: 761 | 10.3636 5.1446 0.0102511 0.000987105 86355.5 2
: 762 | 10.1515 5.46186 0.0102545 0.000985804 86312.1 3
: 763 | 10.0486 4.90814 0.0102488 0.000988314 86388.8 4
: 764 | 10.0293 5.07898 0.0102497 0.000986514 86363.7 5
: 765 Minimum Test error found - save the configuration
: 765 | 9.88808 4.458 0.0102967 0.00102198 86255.9 0
: 766 | 9.57625 5.04094 0.0102518 0.000986093 86340.3 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.72525 4.27946 0.010303 0.00102143 86192.7 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.38945 4.26535 0.0103206 0.00104327 86231.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.14161 3.80033 0.0102919 0.00102028 86284.6 0
: 770 | 9.18546 4.23782 0.010248 0.000988524 86397.5 1
: 771 | 9.01666 3.90379 0.0104896 0.000993373 84244 2
: 772 Minimum Test error found - save the configuration
: 772 | 8.87889 3.6548 0.0103068 0.00102886 86226.4 0
: 773 Minimum Test error found - save the configuration
: 773 | 8.80668 3.63812 0.0102916 0.0010204 86288.4 0
: 774 | 8.91326 3.97674 0.0102489 0.000985723 86363.8 1
: 775 | 8.90035 5.04442 0.0102671 0.000987204 86207.9 2
: 776 | 8.7993 4.03227 0.0102615 0.000986493 86253.7 3
: 777 | 8.52769 4.80338 0.0102572 0.000988714 86313.6 4
: 778 Minimum Test error found - save the configuration
: 778 | 8.23412 3.58951 0.0103654 0.00104889 85868.9 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.18023 3.56899 0.0102971 0.00102253 86257.2 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.01779 3.548 0.0102914 0.00102304 86315.4 0
: 781 Minimum Test error found - save the configuration
: 781 | 7.99824 3.54725 0.0102966 0.00102022 86240.2 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.8239 3.06877 0.0103179 0.00102044 86044.6 0
: 783 | 7.70595 3.75078 0.0102547 0.000984963 86302.7 1
: 784 | 7.75642 3.11158 0.0102514 0.000986284 86345.1 2
: 785 Minimum Test error found - save the configuration
: 785 | 7.4539 2.78997 0.0103101 0.00102648 86173.1 0
: 786 | 7.46631 2.90699 0.0102385 0.000986204 86465.2 1
: 787 | 7.38119 3.66472 0.0102679 0.000986904 86197.3 2
: 788 Minimum Test error found - save the configuration
: 788 | 7.26125 2.69664 0.0103215 0.00103615 86156.8 0
: 789 | 7.24349 3.35475 0.0102552 0.000988254 86328.1 1
: 790 | 7.01514 3.19502 0.0102632 0.000985084 86224.9 2
: 791 Minimum Test error found - save the configuration
: 791 | 6.88127 2.67397 0.0105723 0.00104211 83943.6 0
: 792 | 6.84731 2.7096 0.0102795 0.000988414 86104.4 1
: 793 Minimum Test error found - save the configuration
: 793 | 6.7763 2.44758 0.0102921 0.00102244 86303.1 0
: 794 Minimum Test error found - save the configuration
: 794 | 6.66442 2.40256 0.0102954 0.00102116 86260.1 0
: 795 | 6.70358 2.93928 0.0102751 0.000986104 86123.2 1
: 796 | 6.62713 2.92717 0.0102709 0.000989434 86193.3 2
: 797 | 6.46456 2.55289 0.0102654 0.000986444 86216.7 3
: 798 | 6.49624 2.61415 0.0102881 0.000999063 86122.8 4
: 799 | 6.26666 2.46968 0.010259 0.000987484 86285.9 5
: 800 | 6.27696 2.65303 0.0102804 0.000987864 86090.5 6
: 801 | 6.19021 2.75518 0.0102881 0.000981734 85962.3 7
: 802 | 6.07465 2.43918 0.0102548 0.000986504 86316 8
: 803 Minimum Test error found - save the configuration
: 803 | 5.96346 2.23199 0.0103029 0.00102893 86262.7 0
: 804 Minimum Test error found - save the configuration
: 804 | 5.88311 2.11768 0.010316 0.00101806 86040.3 0
: 805 | 5.86114 2.58226 0.0102625 0.000986084 86240 1
: 806 | 5.83138 2.91312 0.0102622 0.000986803 86250.1 2
: 807 | 5.71394 2.21295 0.0102603 0.000988524 86283.7 3
: 808 Minimum Test error found - save the configuration
: 808 | 5.7482 1.82993 0.0103116 0.00102346 86131.4 0
: 809 | 5.76463 2.70078 0.0102757 0.000988974 86144.7 1
: 810 | 5.46708 2.12187 0.0102633 0.000986094 86232.8 2
: 811 | 5.39997 2.17377 0.0105178 0.000999724 84050.9 3
: 812 | 5.43284 2.57646 0.0102688 0.000986423 86184.7 4
: 813 | 5.43074 1.93038 0.0102609 0.000986774 86261.4 5
: 814 | 5.47664 2.088 0.0103076 0.000985732 85819.6 6
: 815 | 5.30074 2.24392 0.010259 0.000988904 86299.4 7
: 816 | 5.1736 2.37335 0.010274 0.000990134 86171.2 8
: 817 Minimum Test error found - save the configuration
: 817 | 5.02281 1.8089 0.0103176 0.00103343 86168 0
: 818 | 4.97693 2.60095 0.0102578 0.000984934 86273.6 1
: 819 | 5.03177 2.87229 0.0102992 0.000988514 85923.1 2
: 820 | 5.0133 1.93203 0.0102655 0.000987044 86221.4 3
: 821 | 4.86595 1.88501 0.010268 0.000986332 86191.3 4
: 822 | 4.78734 2.17672 0.0102562 0.000984084 86280.6 5
: 823 | 4.77399 1.98613 0.0102489 0.000987404 86379.4 6
: 824 | 4.66066 2.26484 0.0102522 0.000978834 86268.5 7
: 825 | 4.69941 2.29904 0.0102519 0.000985524 86333.2 8
: 826 | 4.76671 2.52797 0.0102507 0.000986322 86351.8 9
: 827 | 4.79055 3.27118 0.010264 0.000987793 86242.2 10
: 828 Minimum Test error found - save the configuration
: 828 | 4.65217 1.65008 0.0103107 0.00102788 86180.6 0
: 829 | 4.63488 1.87876 0.0102744 0.000985154 86121.4 1
: 830 | 4.47118 2.87635 0.0102446 0.000987894 86423.9 2
: 831 | 4.34569 1.92355 0.010497 0.000986374 84116.4 3
: 832 Minimum Test error found - save the configuration
: 832 | 4.3841 1.64357 0.0103081 0.00102829 86208.2 0
: 833 | 4.40277 3.13897 0.010265 0.000986924 86224.9 1
: 834 | 4.37564 2.29088 0.0102703 0.000987333 86179 2
: 835 | 4.27443 3.02129 0.0102565 0.000984654 86282.5 3
: 836 | 4.21757 2.04303 0.0102583 0.000987764 86294.7 4
: 837 | 4.18827 2.92796 0.010264 0.000989144 86254.3 5
: 838 | 4.07553 1.83041 0.0102672 0.000985875 86194.1 6
: 839 | 3.98942 3.02506 0.0102784 0.000985714 86089.1 7
: 840 | 4.28247 2.46428 0.0102645 0.000985954 86220 8
: 841 | 3.98801 2.44937 0.010324 0.000990032 85708 9
: 842 | 3.85663 1.90376 0.0102878 0.000984955 85995.1 10
: 843 | 3.86924 2.32884 0.0102364 0.000984984 86473.4 11
: 844 | 3.93498 2.13603 0.0102448 0.000988944 86431.9 12
: 845 | 3.81149 3.52829 0.010262 0.000986014 86244.6 13
: 846 | 3.82786 2.43121 0.0102627 0.000987304 86249.8 14
: 847 | 3.60709 3.05306 0.0102661 0.000987194 86216.8 15
: 848 | 3.66962 2.5211 0.0102463 0.000979073 86325.9 16
: 849 | 3.70418 4.87177 0.0102802 0.000986893 86083.7 17
: 850 | 3.75305 2.1137 0.0102707 0.000991904 86218.1 18
: 851 | 3.42593 2.53735 0.0104845 0.000997104 84322.8 19
: 852 | 3.47197 2.87978 0.01028 0.000987564 86091.9 20
: 853 | 3.34625 2.02255 0.0102574 0.000989553 86319.5 21
:
: Elapsed time for training with 1000 events: 8.76 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.011 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: 0.816 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= 3.26148e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04061e+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: 0.0316 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: 0.0363 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: 0.00133 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: 0.0943 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: 0.886 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: 0.0215 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00334 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: 0.0381 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00514 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: 0.00252 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00112 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: 0.0957 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0113 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: 0.894 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -1.01 0.0516 7.94 1.93 | 3.208 3.223
: 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 : 0.0679 0.212 2.00 1.30 | 3.339 3.333
: 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.