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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: 0.000707 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00391 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: 0.00019 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000298 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_LD.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: DNN_CPU for Regression
:
: Preparing the Gaussian transformation...
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Start of deep neural network training on CPU using MT, nthreads = 1
:
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.012172 1.0268 [ -3.3736 5.7307 ]
: var2: 0.010022 1.0334 [ -4.3449 5.7307 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: ***** Deep Learning Network *****
DEEP NEURAL NETWORK: Depth = 4 Input = ( 1, 1, 2 ) Batch size = 50 Loss function = R
Layer 0 DENSE Layer: ( Input = 2 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 1 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 2 DENSE Layer: ( Input = 50 , Width = 50 ) Output = ( 1 , 50 , 50 ) Activation Function = Tanh
Layer 3 DENSE Layer: ( Input = 50 , Width = 1 ) Output = ( 1 , 50 , 1 ) Activation Function = Identity
: Using 800 events for training and 200 for testing
: Compute initial loss on the validation data
: Training phase 1 of 1: Optimizer ADAM (beta1=0.9,beta2=0.999,eps=1e-07) Learning rate = 0.001 regularization 0 minimum error = 31459.2
: --------------------------------------------------------------
: 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 | 33056.3 31110.6 0.00995617 0.00103104 89634.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32557.5 30538 0.0100517 0.00101926 88570 0
: 3 Minimum Test error found - save the configuration
: 3 | 31818.9 29821.7 0.0101814 0.00102125 87335.3 0
: 4 Minimum Test error found - save the configuration
: 4 | 31040.8 29204.7 0.0101966 0.00101764 87156.2 0
: 5 Minimum Test error found - save the configuration
: 5 | 30332.3 28537 0.0102118 0.00101928 87027.4 0
: 6 Minimum Test error found - save the configuration
: 6 | 29528 27675.8 0.0102034 0.00102878 87196.9 0
: 7 Minimum Test error found - save the configuration
: 7 | 28744.7 26886.3 0.0100261 0.000995822 88590.6 0
: 8 Minimum Test error found - save the configuration
: 8 | 28221.7 26483.5 0.0100461 0.000983862 88278.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27852.4 26156.2 0.00993557 0.000984941 89379.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27525.3 25857.1 0.00992426 0.000983121 89474 0
: 11 Minimum Test error found - save the configuration
: 11 | 27223 25572.2 0.00990462 0.00098491 89689 0
: 12 Minimum Test error found - save the configuration
: 12 | 26931.4 25301.5 0.00990104 0.00097945 89670.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26657.1 25034.6 0.00990979 0.000981511 89603 0
: 14 Minimum Test error found - save the configuration
: 14 | 26389.4 24774.6 0.00990105 0.00098364 89712.1 0
: 15 Minimum Test error found - save the configuration
: 15 | 26120 24531.6 0.00989188 0.000980371 89771.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25868.1 24289.1 0.00991113 0.00098151 89589.4 0
: 17 Minimum Test error found - save the configuration
: 17 | 25614.7 24056 0.00990371 0.00098203 89669.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25373 23822.2 0.00990866 0.000983521 89634.4 0
: 19 Minimum Test error found - save the configuration
: 19 | 25128.5 23597.8 0.00993139 0.0010048 89619.9 0
: 20 Minimum Test error found - save the configuration
: 20 | 24895.8 23371.4 0.00989741 0.000985251 89765 0
: 21 Minimum Test error found - save the configuration
: 21 | 24662.5 23149.4 0.00991047 0.00098541 89635.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24433.1 22931.1 0.00991739 0.00098426 89554.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24205.8 22718.5 0.00991452 0.000983689 89577.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 23984.5 22507.1 0.00990375 0.000981001 89658.5 0
: 25 Minimum Test error found - save the configuration
: 25 | 23762 22302.9 0.00991199 0.000982271 89588.4 0
: 26 Minimum Test error found - save the configuration
: 26 | 23550.7 22093.7 0.00990945 0.000980211 89593.3 0
: 27 Minimum Test error found - save the configuration
: 27 | 23333.8 21891.9 0.00989992 0.0009841 89728.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23120.5 21695.7 0.00990701 0.00098295 89645.3 0
: 29 Minimum Test error found - save the configuration
: 29 | 22913.2 21499.6 0.00997917 0.00098168 88913.6 0
: 30 Minimum Test error found - save the configuration
: 30 | 22711.2 21300 0.00992527 0.0009963 89596 0
: 31 Minimum Test error found - save the configuration
: 31 | 22503.1 21109.5 0.00990976 0.000987032 89658.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22305 20916.5 0.00989922 0.00097568 89650.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22102.1 20731.6 0.00991767 0.00098307 89539.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 21909.7 20542.4 0.00990796 0.00097937 89599.8 0
: 35 Minimum Test error found - save the configuration
: 35 | 21712.2 20359.8 0.00990662 0.000983051 89650.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21520.9 20177.6 0.00990489 0.000980281 89639.8 0
: 37 Minimum Test error found - save the configuration
: 37 | 21331 19997.2 0.00990743 0.00098241 89635.6 0
: 38 Minimum Test error found - save the configuration
: 38 | 21142.6 19819 0.00991113 0.00098263 89600.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20953.1 19647.6 0.00994499 0.00101012 89536.8 0
: 40 Minimum Test error found - save the configuration
: 40 | 20771.9 19473.2 0.00993974 0.00099844 89472.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20588.4 19302.4 0.00992423 0.000983751 89480.6 0
: 42 Minimum Test error found - save the configuration
: 42 | 20408.5 19132.5 0.00994311 0.00098462 89300.7 0
: 43 Minimum Test error found - save the configuration
: 43 | 20230.3 18963.6 0.00993553 0.000982581 89356 0
: 44 Minimum Test error found - save the configuration
: 44 | 20055.9 18793.3 0.0099343 0.00098524 89394.8 0
: 45 Minimum Test error found - save the configuration
: 45 | 19876.3 18631.6 0.00993162 0.00098577 89426.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 19706.4 18466.6 0.00992825 0.0009779 89381.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19533.1 18305.5 0.00994011 0.000987071 89355.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19362.7 18144.8 0.0099508 0.00099051 89282.8 0
: 49 Minimum Test error found - save the configuration
: 49 | 19190.1 17979.8 0.00996015 0.00098986 89183.3 0
: 50 Minimum Test error found - save the configuration
: 50 | 19019.1 17817.1 0.0100755 0.000998211 88131.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 18851.7 17656.9 0.0100108 0.0010083 88864.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18681.2 17503.7 0.00998103 0.000994441 89021.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18520.5 17344.8 0.0100045 0.000997091 88815.4 0
: 54 Minimum Test error found - save the configuration
: 54 | 18359.9 17193.9 0.0100032 0.000993211 88790 0
: 55 Minimum Test error found - save the configuration
: 55 | 18197.6 17044.7 0.0100025 0.000997171 88836.1 0
: 56 Minimum Test error found - save the configuration
: 56 | 18036.7 16891.6 0.0100109 0.000995811 88739.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 17876.6 16738.6 0.0100302 0.000996571 88557.8 0
: 58 Minimum Test error found - save the configuration
: 58 | 17718.5 16587 0.0100416 0.000999341 88473.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17564 16445.6 0.01006 0.00100205 88320.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17407.8 16288.1 0.0100748 0.00100351 88190.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17252.1 16138.8 0.0100882 0.00101992 88219.5 0
: 62 Minimum Test error found - save the configuration
: 62 | 17095.1 15994.5 0.0100804 0.00100425 88143.5 0
: 63 Minimum Test error found - save the configuration
: 63 | 16942.4 15849.6 0.0100722 0.00100655 88245.5 0
: 64 Minimum Test error found - save the configuration
: 64 | 16791.8 15705.4 0.0100777 0.00100989 88223.8 0
: 65 Minimum Test error found - save the configuration
: 65 | 16640.6 15562.3 0.0100891 0.0010121 88134.7 0
: 66 Minimum Test error found - save the configuration
: 66 | 16493.9 15420 0.0100841 0.00100648 88129 0
: 67 Minimum Test error found - save the configuration
: 67 | 16344.9 15277.3 0.0100984 0.00102234 88144.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16196.5 15140.8 0.0101055 0.00100722 87928.7 0
: 69 Minimum Test error found - save the configuration
: 69 | 16051 15005.4 0.0101222 0.00101222 87816.2 0
: 70 Minimum Test error found - save the configuration
: 70 | 15910.2 14864.5 0.0101366 0.00101181 87672.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15763.6 14728.7 0.0102264 0.00102441 86937.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15620.9 14594 0.0101246 0.00101249 87795.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15479.4 14462 0.0101324 0.0010121 87716.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15338.7 14331.4 0.0101273 0.00101203 87764.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15204.1 14197.3 0.0101261 0.00101355 87790.6 0
: 76 Minimum Test error found - save the configuration
: 76 | 15062.5 14071.1 0.0101212 0.00100906 87794.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 14929.4 13941.5 0.0101286 0.00101308 87762.3 0
: 78 Minimum Test error found - save the configuration
: 78 | 14794.9 13812.6 0.0101423 0.00101091 87609.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14659.1 13688.5 0.0101329 0.00101198 87710.1 0
: 80 Minimum Test error found - save the configuration
: 80 | 14528.2 13563.6 0.0101203 0.00101165 87828.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14397.9 13439.4 0.0101355 0.00101239 87689.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14268.2 13315.4 0.0101583 0.00102287 87571 0
: 83 Minimum Test error found - save the configuration
: 83 | 14138.6 13195 0.0101403 0.00101037 87624.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14012.7 13074.5 0.0101454 0.00101596 87628.5 0
: 85 Minimum Test error found - save the configuration
: 85 | 13885 12955.9 0.0101356 0.0010087 87652.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13761.9 12835.9 0.0101495 0.00101537 87583.4 0
: 87 Minimum Test error found - save the configuration
: 87 | 13635.1 12721.6 0.0101503 0.00102565 87675 0
: 88 Minimum Test error found - save the configuration
: 88 | 13513.4 12606.1 0.0101447 0.00101326 87609.1 0
: 89 Minimum Test error found - save the configuration
: 89 | 13393.4 12489.5 0.0101537 0.00102032 87590.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13270.8 12377.2 0.0101616 0.00101428 87457 0
: 91 Minimum Test error found - save the configuration
: 91 | 13151.4 12265.1 0.0102357 0.00101396 86751.3 0
: 92 Minimum Test error found - save the configuration
: 92 | 13033.1 12153.8 0.0101754 0.00102896 87465.9 0
: 93 Minimum Test error found - save the configuration
: 93 | 12916.6 12042.6 0.0101444 0.00101244 87604.2 0
: 94 Minimum Test error found - save the configuration
: 94 | 12800.4 11931.7 0.0101663 0.00102184 87484.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12684.4 11822.9 0.0101682 0.001013 87381.8 0
: 96 Minimum Test error found - save the configuration
: 96 | 12569 11716.7 0.0101555 0.00101497 87522.6 0
: 97 Minimum Test error found - save the configuration
: 97 | 12455.9 11610.9 0.0101712 0.00101461 87368.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12343.3 11506.8 0.0101607 0.0010145 87468 0
: 99 Minimum Test error found - save the configuration
: 99 | 12234.6 11399.5 0.0101587 0.00101999 87540 0
: 100 Minimum Test error found - save the configuration
: 100 | 12122.3 11295.9 0.0101677 0.00101389 87395.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12013 11193.1 0.0101665 0.00101313 87399.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 11905 11090.7 0.0101949 0.00102973 87287.2 0
: 103 Minimum Test error found - save the configuration
: 103 | 11797 10990 0.0101921 0.00101519 87175.7 0
: 104 Minimum Test error found - save the configuration
: 104 | 11691.4 10888.9 0.0101711 0.00101671 87389.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11584.7 10790.2 0.0101607 0.00101491 87471.7 0
: 106 Minimum Test error found - save the configuration
: 106 | 11479.1 10693.5 0.0101617 0.00101455 87459 0
: 107 Minimum Test error found - save the configuration
: 107 | 11376.4 10596.4 0.0101729 0.00101536 87359.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11273.9 10499.4 0.0101788 0.00101373 87288.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11171.8 10403.4 0.0101735 0.00102076 87405.3 0
: 110 Minimum Test error found - save the configuration
: 110 | 11069.9 10309.6 0.0101743 0.00101737 87365.9 0
: 111 Minimum Test error found - save the configuration
: 111 | 10970.4 10215.5 0.0101717 0.00101618 87378.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10871.7 10121.5 0.0102759 0.0010322 86545.3 0
: 113 Minimum Test error found - save the configuration
: 113 | 10773.2 10028.4 0.0101911 0.00101464 87179.5 0
: 114 Minimum Test error found - save the configuration
: 114 | 10674.4 9937.94 0.0101819 0.0010254 87369.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10578.4 9847.16 0.0101873 0.00101372 87207 0
: 116 Minimum Test error found - save the configuration
: 116 | 10484.5 9754.81 0.0101887 0.00102044 87257.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10385.1 9669.6 0.0101797 0.00101349 87276.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10293.6 9581.07 0.0101981 0.00102728 87233.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10201.2 9491.97 0.0102128 0.00102292 87052.2 0
: 120 Minimum Test error found - save the configuration
: 120 | 10107.6 9405.27 0.0101971 0.00101811 87155.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10015.8 9319.33 0.0102085 0.00101986 87064 0
: 122 Minimum Test error found - save the configuration
: 122 | 9924.33 9235.24 0.0101996 0.00102053 87155.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 9835.49 9149.98 0.0102429 0.00103145 86848.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 9745.58 9066.3 0.0102097 0.00102376 87090 0
: 125 Minimum Test error found - save the configuration
: 125 | 9656.38 8984.39 0.0101994 0.0010168 87121.7 0
: 126 Minimum Test error found - save the configuration
: 126 | 9569.72 8901.56 0.0102118 0.00101679 87003.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9482.56 8819.88 0.0101997 0.0010209 87157 0
: 128 Minimum Test error found - save the configuration
: 128 | 9397.38 8737.37 0.0102182 0.00102079 86981.1 0
: 129 Minimum Test error found - save the configuration
: 129 | 9310.04 8658.51 0.010218 0.00102506 87023.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9225.37 8580.21 0.0101898 0.00101908 87234.5 0
: 131 Minimum Test error found - save the configuration
: 131 | 9143.08 8500.26 0.0102119 0.0010191 87024.8 0
: 132 Minimum Test error found - save the configuration
: 132 | 9059.47 8421.52 0.0102841 0.00102037 86358.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8976.07 8344.89 0.0102315 0.00103625 87001.3 0
: 134 Minimum Test error found - save the configuration
: 134 | 8894.35 8269.06 0.0101972 0.0010231 87201.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8814.74 8191.71 0.0102049 0.00102494 87146.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8732.84 8117.53 0.0101996 0.00101944 87144.4 0
: 137 Minimum Test error found - save the configuration
: 137 | 8653.85 8042.99 0.010216 0.00101853 86980.4 0
: 138 Minimum Test error found - save the configuration
: 138 | 8576.27 7967.31 0.0102051 0.00102288 87125.1 0
: 139 Minimum Test error found - save the configuration
: 139 | 8496.78 7894.14 0.0102252 0.0010297 86999 0
: 140 Minimum Test error found - save the configuration
: 140 | 8419.07 7822 0.0102195 0.00101783 86940.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8342.29 7750.48 0.0102198 0.00101695 86930 0
: 142 Minimum Test error found - save the configuration
: 142 | 8266.55 7678.9 0.0101997 0.00102009 87149.4 0
: 143 Minimum Test error found - save the configuration
: 143 | 8191.28 7607.8 0.0102475 0.00103767 86863.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8115.37 7538.82 0.0102346 0.00102569 86872.2 0
: 145 Minimum Test error found - save the configuration
: 145 | 8042.55 7468.59 0.0102174 0.00102487 87027.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7968.99 7399.03 0.0102187 0.00102067 86974.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7895.4 7331.45 0.010246 0.00102356 86745.4 0
: 148 Minimum Test error found - save the configuration
: 148 | 7823.51 7263.69 0.0102403 0.00103166 86875 0
: 149 Minimum Test error found - save the configuration
: 149 | 7752.72 7195.72 0.010226 0.00103436 87035.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7680.32 7130.45 0.0102119 0.0010204 87037.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7611.15 7064.22 0.0102029 0.00102077 87125.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7540.63 6999.89 0.0103205 0.00102337 86047.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7473.38 6933.59 0.0102513 0.00103428 86796 0
: 154 Minimum Test error found - save the configuration
: 154 | 7403.47 6869.94 0.0102271 0.00102313 86919.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7336.38 6806.06 0.0102129 0.0010222 87044.4 0
: 156 Minimum Test error found - save the configuration
: 156 | 7268.28 6743.92 0.0102248 0.00101863 86898.1 0
: 157 Minimum Test error found - save the configuration
: 157 | 7202.18 6681.79 0.0102088 0.00102097 87071.8 0
: 158 Minimum Test error found - save the configuration
: 158 | 7137.57 6618.94 0.0102402 0.00102265 86791.2 0
: 159 Minimum Test error found - save the configuration
: 159 | 7069.75 6559.13 0.0102283 0.00102287 86905.2 0
: 160 Minimum Test error found - save the configuration
: 160 | 7006.85 6497.28 0.0102133 0.00102138 87033 0
: 161 Minimum Test error found - save the configuration
: 161 | 6942.25 6436.62 0.0102306 0.00102156 86870.7 0
: 162 Minimum Test error found - save the configuration
: 162 | 6878.51 6376.61 0.0102257 0.00102039 86906.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6815.17 6317.62 0.0102589 0.00104016 86779.7 0
: 164 Minimum Test error found - save the configuration
: 164 | 6752.56 6259.35 0.0102326 0.00102278 86863.9 0
: 165 Minimum Test error found - save the configuration
: 165 | 6690.27 6201.83 0.0102209 0.00102024 86950.1 0
: 166 Minimum Test error found - save the configuration
: 166 | 6628.43 6145.43 0.0102145 0.00102249 87031.8 0
: 167 Minimum Test error found - save the configuration
: 167 | 6569 6087.43 0.0102346 0.00102022 86820.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6507.67 6031.23 0.010251 0.00102505 86711.9 0
: 169 Minimum Test error found - save the configuration
: 169 | 6449.37 5973.44 0.010254 0.00102329 86667.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6388.78 5918.07 0.0102183 0.00102564 87026.2 0
: 171 Minimum Test error found - save the configuration
: 171 | 6329.56 5863.7 0.0102601 0.00102844 86657.9 0
: 172 Minimum Test error found - save the configuration
: 172 | 6272.21 5808.86 0.0102294 0.00102539 86919.1 0
: 173 Minimum Test error found - save the configuration
: 173 | 6213.48 5756 0.0103585 0.0010401 85851.8 0
: 174 Minimum Test error found - save the configuration
: 174 | 6157.67 5701.12 0.01025 0.00102139 86686.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6100.11 5648.23 0.0102237 0.00102032 86924.5 0
: 176 Minimum Test error found - save the configuration
: 176 | 6043.42 5596.26 0.0102219 0.00102558 86991.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 5988.99 5543.04 0.0102451 0.00102529 86769.9 0
: 178 Minimum Test error found - save the configuration
: 178 | 5932.73 5492.04 0.0102274 0.00101842 86871.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5878 5441.46 0.0102355 0.00102806 86886.7 0
: 180 Minimum Test error found - save the configuration
: 180 | 5824.43 5390.26 0.0102306 0.00102898 86940.9 0
: 181 Minimum Test error found - save the configuration
: 181 | 5770.05 5340.89 0.0102335 0.00102228 86850.3 0
: 182 Minimum Test error found - save the configuration
: 182 | 5717.26 5290.81 0.0102207 0.0010199 86948.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5664.15 5242.09 0.0102721 0.00105474 86792.4 0
: 184 Minimum Test error found - save the configuration
: 184 | 5613.25 5191.68 0.0102453 0.00102519 86767.1 0
: 185 Minimum Test error found - save the configuration
: 185 | 5560.93 5142.76 0.0102508 0.00102274 86692.5 0
: 186 Minimum Test error found - save the configuration
: 186 | 5509.06 5094.81 0.0102416 0.0010272 86820.7 0
: 187 Minimum Test error found - save the configuration
: 187 | 5457.91 5047.62 0.0102624 0.00102602 86613.6 0
: 188 Minimum Test error found - save the configuration
: 188 | 5407.35 5002.25 0.0102459 0.00102274 86738.6 0
: 189 Minimum Test error found - save the configuration
: 189 | 5358.33 4954.33 0.0102612 0.00102169 86584.4 0
: 190 Minimum Test error found - save the configuration
: 190 | 5308.76 4907.98 0.0103284 0.00110152 86703 0
: 191 Minimum Test error found - save the configuration
: 191 | 5259.43 4861.92 0.0103051 0.00102444 86200.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5211.42 4815.67 0.010258 0.00102541 86649.3 0
: 193 Minimum Test error found - save the configuration
: 193 | 5161.72 4772.35 0.0103211 0.00102433 86051.7 0
: 194 Minimum Test error found - save the configuration
: 194 | 5114.75 4728.38 0.0102616 0.00103937 86747.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5068.29 4683.32 0.0102406 0.00102935 86850.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5021.23 4639.57 0.0102393 0.00102546 86826.2 0
: 197 Minimum Test error found - save the configuration
: 197 | 4974.67 4596.8 0.0103522 0.00102997 85816.2 0
: 198 Minimum Test error found - save the configuration
: 198 | 4929.41 4552.63 0.0102469 0.00102398 86740.3 0
: 199 Minimum Test error found - save the configuration
: 199 | 4882.85 4511.49 0.0102579 0.00102049 86604.3 0
: 200 Minimum Test error found - save the configuration
: 200 | 4839.23 4467.65 0.0102474 0.00102757 86769.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4793.01 4426.99 0.0102459 0.00102434 86753.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4749.7 4385.56 0.0102284 0.00102229 86899.2 0
: 203 Minimum Test error found - save the configuration
: 203 | 4705.4 4344.78 0.0102509 0.00102201 86684.7 0
: 204 Minimum Test error found - save the configuration
: 204 | 4662.4 4304.04 0.0102819 0.00103869 86550 0
: 205 Minimum Test error found - save the configuration
: 205 | 4618.18 4265.56 0.0102545 0.00102592 86687.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4577.93 4223.98 0.010244 0.00102533 86780.8 0
: 207 Minimum Test error found - save the configuration
: 207 | 4533.94 4185.39 0.0102324 0.00102157 86854.1 0
: 208 Minimum Test error found - save the configuration
: 208 | 4493.65 4144.99 0.0102259 0.0010213 86912.6 0
: 209 Minimum Test error found - save the configuration
: 209 | 4451.18 4106.75 0.0102577 0.00103736 86764.8 0
: 210 Minimum Test error found - save the configuration
: 210 | 4410.09 4068.93 0.0102433 0.00102333 86768.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4369.74 4031.03 0.0102346 0.00102234 86840.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4328.9 3994.73 0.0102332 0.00102484 86877.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4290.01 3957.79 0.0103375 0.00102871 85940.6 0
: 214 Minimum Test error found - save the configuration
: 214 | 4251.61 3920.16 0.010254 0.00103587 86785.6 0
: 215 Minimum Test error found - save the configuration
: 215 | 4211.93 3882.36 0.01026 0.00102367 86614.3 0
: 216 Minimum Test error found - save the configuration
: 216 | 4172.63 3846.4 0.010237 0.00101779 86775.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4133.85 3811.49 0.0102316 0.00102571 86901 0
: 218 Minimum Test error found - save the configuration
: 218 | 4097.02 3775.65 0.0102343 0.00102378 86857.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4058.83 3740.69 0.0102402 0.00102411 86804.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4021.97 3705.91 0.0102517 0.00103508 86799.3 0
: 221 Minimum Test error found - save the configuration
: 221 | 3985.13 3671.38 0.0102323 0.00102257 86864.9 0
: 222 Minimum Test error found - save the configuration
: 222 | 3948.83 3636.96 0.0102477 0.0010221 86715.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3912.78 3602.88 0.0102307 0.00102332 86886.8 0
: 224 Minimum Test error found - save the configuration
: 224 | 3876.73 3569.04 0.010268 0.00104227 86713.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3840.54 3537.17 0.0102364 0.00102536 86852.6 0
: 226 Minimum Test error found - save the configuration
: 226 | 3806.88 3502.77 0.0102412 0.00102178 86773.2 0
: 227 Minimum Test error found - save the configuration
: 227 | 3771.3 3470.7 0.0102451 0.0010237 86754.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3737.23 3438.11 0.0102424 0.00103716 86907.2 0
: 229 Minimum Test error found - save the configuration
: 229 | 3702.38 3406.99 0.0102553 0.00103529 86768.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3670.04 3374.47 0.0102514 0.00102182 86677.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3635.18 3343.89 0.0102476 0.00102018 86698.5 0
: 232 Minimum Test error found - save the configuration
: 232 | 3603.14 3312.18 0.0102583 0.00102066 86601.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3570.12 3281.54 0.010313 0.00103034 86182.3 0
: 234 Minimum Test error found - save the configuration
: 234 | 3537.43 3250.5 0.0102651 0.00104402 86757.8 0
: 235 Minimum Test error found - save the configuration
: 235 | 3505.38 3220.11 0.0102473 0.00102037 86702.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3473.21 3190.27 0.0102346 0.00102214 86839.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3441.92 3161.01 0.0102479 0.00102449 86736 0
: 238 Minimum Test error found - save the configuration
: 238 | 3410.23 3132.06 0.0102459 0.00102762 86784 0
: 239 Minimum Test error found - save the configuration
: 239 | 3379.88 3102.09 0.0102341 0.00102226 86844.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3348.44 3073.74 0.0102908 0.00102539 86343.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3318.71 3044.53 0.0102465 0.00102472 86750.8 0
: 242 Minimum Test error found - save the configuration
: 242 | 3287.89 3016.96 0.0102549 0.00102217 86648 0
: 243 Minimum Test error found - save the configuration
: 243 | 3257.94 2989.51 0.0102473 0.00102278 86725.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3229.45 2960.45 0.0102815 0.00103659 86534.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3198.92 2933.78 0.010268 0.00102628 86564.2 0
: 246 Minimum Test error found - save the configuration
: 246 | 3170.71 2905.62 0.0102567 0.00102158 86625.7 0
: 247 Minimum Test error found - save the configuration
: 247 | 3141.51 2878.99 0.0102575 0.00103137 86710.4 0
: 248 Minimum Test error found - save the configuration
: 248 | 3112.51 2852.58 0.0102497 0.00102038 86680 0
: 249 Minimum Test error found - save the configuration
: 249 | 3084.57 2826.17 0.0102663 0.00102571 86574.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3056.31 2800.68 0.0102778 0.00102798 86488.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3029.21 2774.02 0.0102616 0.0010212 86576.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3001.44 2747.8 0.01025 0.0010243 86714.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 2974.19 2722.14 0.0102792 0.00102762 86471.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 2946.91 2697.43 0.0103728 0.00106122 85915 0
: 255 Minimum Test error found - save the configuration
: 255 | 2920.49 2672.02 0.0102517 0.00102475 86702.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2893.62 2647.58 0.0102559 0.0010247 86662.9 0
: 257 Minimum Test error found - save the configuration
: 257 | 2867.24 2623.83 0.0102531 0.00102597 86700.6 0
: 258 Minimum Test error found - save the configuration
: 258 | 2842.16 2598.79 0.0102605 0.00102497 86621.6 0
: 259 Minimum Test error found - save the configuration
: 259 | 2815.77 2574.99 0.0102494 0.00102273 86705.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2790.19 2551.4 0.010253 0.0010235 86678.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2765.18 2527.83 0.0102522 0.00102594 86709.4 0
: 262 Minimum Test error found - save the configuration
: 262 | 2740.28 2503.6 0.0102483 0.00102347 86722.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2714.57 2481.44 0.0102479 0.00102208 86712.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2691.56 2457.66 0.0102683 0.00102969 86593.1 0
: 265 Minimum Test error found - save the configuration
: 265 | 2666.35 2435.26 0.0102685 0.00102392 86537 0
: 266 Minimum Test error found - save the configuration
: 266 | 2642.08 2412.43 0.010263 0.00102801 86627.5 0
: 267 Minimum Test error found - save the configuration
: 267 | 2617.93 2390.66 0.0102467 0.00102256 86728.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2594.84 2368.38 0.0102526 0.00102008 86649.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2570.79 2346.88 0.010257 0.00102616 86665.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2547.57 2325.31 0.0102734 0.00102308 86483.8 0
: 271 Minimum Test error found - save the configuration
: 271 | 2524.55 2304.35 0.0102508 0.00102302 86694.9 0
: 272 Minimum Test error found - save the configuration
: 272 | 2501.78 2282.28 0.0102521 0.00102456 86697.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2478.62 2261.42 0.0102512 0.00103128 86768.4 0
: 274 Minimum Test error found - save the configuration
: 274 | 2456.03 2241.1 0.0103433 0.00103008 85899.8 0
: 275 Minimum Test error found - save the configuration
: 275 | 2434.35 2219.75 0.0103142 0.00104578 86314.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2411.5 2200.13 0.0102576 0.00102411 86641.4 0
: 277 Minimum Test error found - save the configuration
: 277 | 2389.99 2179.46 0.0102557 0.00102859 86701 0
: 278 Minimum Test error found - save the configuration
: 278 | 2368.13 2159.33 0.0102585 0.00102411 86632.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2346.44 2139.33 0.0102541 0.00102398 86672.6 0
: 280 Minimum Test error found - save the configuration
: 280 | 2324.75 2120.04 0.0102777 0.00103816 86584.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2303.78 2100.67 0.0102577 0.00102551 86653.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2282.8 2081.09 0.0102723 0.00102463 86507.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2261.86 2062.37 0.0102634 0.00102348 86580.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2241.37 2042.27 0.0102619 0.00102282 86588.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2220.04 2024.21 0.0103005 0.00104025 86391.1 0
: 286 Minimum Test error found - save the configuration
: 286 | 2200.24 2005.51 0.0102681 0.0010242 86543.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2179.5 1987.65 0.0102631 0.001024 86589 0
: 288 Minimum Test error found - save the configuration
: 288 | 2159.76 1969.69 0.0102726 0.00102444 86503.4 0
: 289 Minimum Test error found - save the configuration
: 289 | 2139.93 1951.63 0.0102526 0.00102444 86691.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2120.49 1933.47 0.0102793 0.00103366 86527 0
: 291 Minimum Test error found - save the configuration
: 291 | 2100.7 1915.72 0.0102697 0.00102441 86530.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2081.36 1898.22 0.0102462 0.00102121 86721.1 0
: 293 Minimum Test error found - save the configuration
: 293 | 2061.89 1880.99 0.0102584 0.00102448 86637.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2043.42 1863.42 0.0103496 0.00103127 85852.7 0
: 295 Minimum Test error found - save the configuration
: 295 | 2023.93 1846.41 0.0102949 0.00103946 86435.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2005.12 1829.88 0.010266 0.00102566 86576.5 0
: 297 Minimum Test error found - save the configuration
: 297 | 1986.75 1812.86 0.0102661 0.00102533 86572.9 0
: 298 Minimum Test error found - save the configuration
: 298 | 1968.87 1795.58 0.0102647 0.00103302 86657.7 0
: 299 Minimum Test error found - save the configuration
: 299 | 1949.55 1779.56 0.0102609 0.00103019 86667.6 0
: 300 Minimum Test error found - save the configuration
: 300 | 1931.88 1763.1 0.0102632 0.00102379 86586 0
: 301 Minimum Test error found - save the configuration
: 301 | 1913.97 1747.03 0.010272 0.00102543 86518.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1895.65 1731.29 0.0102803 0.00102563 86443 0
: 303 Minimum Test error found - save the configuration
: 303 | 1877.86 1716.26 0.010261 0.0010238 86606.8 0
: 304 Minimum Test error found - save the configuration
: 304 | 1860.56 1700.05 0.0102604 0.00102218 86597.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1843.44 1684.01 0.0103082 0.00104167 86332.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1826 1668.51 0.0102718 0.00102368 86504.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1809 1652.88 0.0102678 0.0010255 86558.1 0
: 308 Minimum Test error found - save the configuration
: 308 | 1791.27 1638.46 0.0102625 0.00102268 86582.1 0
: 309 Minimum Test error found - save the configuration
: 309 | 1775.1 1623.11 0.0102669 0.00102683 86579.8 0
: 310 Minimum Test error found - save the configuration
: 310 | 1758.02 1608.3 0.0102689 0.00102741 86565.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1741.34 1594.03 0.0102551 0.00102577 86680.4 0
: 312 Minimum Test error found - save the configuration
: 312 | 1725.54 1578.99 0.0102571 0.00102357 86640.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1708.56 1564.43 0.0102745 0.0010288 86526.7 0
: 314 Minimum Test error found - save the configuration
: 314 | 1692.34 1550.61 0.0103308 0.00102738 85990.2 0
: 315 Minimum Test error found - save the configuration
: 315 | 1676.56 1536.37 0.0103053 0.00104588 86398.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1660.8 1522.28 0.0102595 0.00102549 86636.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1645.26 1507.74 0.0102664 0.00102506 86567.6 0
: 318 Minimum Test error found - save the configuration
: 318 | 1629.26 1494.11 0.0102629 0.00102646 86613.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1613.74 1480.83 0.0102686 0.00102439 86540.3 0
: 320 Minimum Test error found - save the configuration
: 320 | 1598.25 1467.12 0.0102727 0.00102238 86483.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1583.35 1453.41 0.0102545 0.00102529 86681.1 0
: 322 Minimum Test error found - save the configuration
: 322 | 1567.96 1439.91 0.0102671 0.00102253 86537.7 0
: 323 Minimum Test error found - save the configuration
: 323 | 1552.56 1427.43 0.0102513 0.00102676 86725.2 0
: 324 Minimum Test error found - save the configuration
: 324 | 1538.26 1414.18 0.0102758 0.00102716 86498.9 0
: 325 Minimum Test error found - save the configuration
: 325 | 1523.77 1401.02 0.0102888 0.00104102 86507.2 0
: 326 Minimum Test error found - save the configuration
: 326 | 1509.25 1387.48 0.01029 0.00104541 86537.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1494.1 1375.23 0.0102749 0.00102754 86510.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1479.81 1362.83 0.0102592 0.00102404 86625.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1466.02 1350.17 0.0102727 0.00102784 86534.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1452.18 1337.08 0.0102638 0.00102578 86598.7 0
: 331 Minimum Test error found - save the configuration
: 331 | 1437.48 1325.41 0.0102837 0.0010278 86431.4 0
: 332 Minimum Test error found - save the configuration
: 332 | 1423.96 1312.98 0.0102827 0.00102509 86415.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1410.44 1300.57 0.010271 0.00102176 86493.8 0
: 334 Minimum Test error found - save the configuration
: 334 | 1396.7 1288.64 0.0102702 0.00103398 86615.8 0
: 335 Minimum Test error found - save the configuration
: 335 | 1383.14 1276.72 0.0103668 0.0010447 85817.2 0
: 336 Minimum Test error found - save the configuration
: 336 | 1369.99 1264.8 0.0102709 0.00102558 86530.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1356.71 1253.02 0.0102684 0.00103322 86625.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1343.73 1241.36 0.0102818 0.00102415 86414.8 0
: 339 Minimum Test error found - save the configuration
: 339 | 1330.5 1229.85 0.0102608 0.00103454 86709 0
: 340 Minimum Test error found - save the configuration
: 340 | 1317.8 1218.45 0.0103955 0.00103116 85430.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1304.99 1207.33 0.0102658 0.00102394 86562.7 0
: 342 Minimum Test error found - save the configuration
: 342 | 1292.28 1196.45 0.0102664 0.00102672 86582.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1280.37 1184.93 0.0102692 0.00102674 86557.3 0
: 344 Minimum Test error found - save the configuration
: 344 | 1267.79 1174.11 0.0102758 0.00104046 86623.7 0
: 345 Minimum Test error found - save the configuration
: 345 | 1255.9 1162.46 0.0102888 0.00105902 86675.8 0
: 346 Minimum Test error found - save the configuration
: 346 | 1243.35 1151.66 0.01026 0.00102967 86671.2 0
: 347 Minimum Test error found - save the configuration
: 347 | 1231.15 1141.21 0.0102685 0.00102566 86553.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1219.22 1130.74 0.0102692 0.00102668 86556.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1207.61 1119.86 0.0102787 0.00102469 86449 0
: 350 Minimum Test error found - save the configuration
: 350 | 1195.86 1109.35 0.0102696 0.00102493 86536.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1184.18 1099.74 0.0102864 0.00103753 86496.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1173.56 1088.42 0.0102807 0.00102269 86411.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1161.46 1078.32 0.0102626 0.00102434 86596.2 0
: 354 Minimum Test error found - save the configuration
: 354 | 1150.24 1067.84 0.010284 0.00102531 86405.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1138.86 1057.75 0.010364 0.00102911 85699.9 0
: 356 Minimum Test error found - save the configuration
: 356 | 1128.07 1047.54 0.010301 0.00104236 86405.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1116.57 1038.38 0.0102791 0.00102359 86435.4 0
: 358 Minimum Test error found - save the configuration
: 358 | 1106.33 1028.3 0.0102717 0.00102807 86546.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1095.25 1018.45 0.0102713 0.00102902 86558.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1084.5 1008.91 0.010256 0.0010253 86667.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1074 999.194 0.0102708 0.00102393 86516.1 0
: 362 Minimum Test error found - save the configuration
: 362 | 1063.76 989.603 0.0102787 0.00102373 86440.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1053.1 980.636 0.0102584 0.00102386 86631.4 0
: 364 Minimum Test error found - save the configuration
: 364 | 1043.48 970.318 0.0102769 0.00102858 86501.9 0
: 365 Minimum Test error found - save the configuration
: 365 | 1032.56 961.645 0.0102623 0.00102946 86647.7 0
: 366 Minimum Test error found - save the configuration
: 366 | 1022.52 952.33 0.0102999 0.00104079 86401.7 0
: 367 Minimum Test error found - save the configuration
: 367 | 1012.49 943.182 0.0102789 0.00102806 86478.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1002.66 934.289 0.0102877 0.00102501 86368.2 0
: 369 Minimum Test error found - save the configuration
: 369 | 992.874 925.105 0.010287 0.00102495 86374.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 982.996 916.187 0.010285 0.00102388 86382.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 973.409 907.681 0.0102989 0.00103391 86346.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 963.993 898.778 0.0102771 0.00103692 86578.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 954.488 890.108 0.0102585 0.00102716 86660.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 945.056 881.51 0.0102652 0.00102358 86565.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 935.793 872.674 0.0103756 0.00102845 85587.3 0
: 376 Minimum Test error found - save the configuration
: 376 | 926.809 864.332 0.0103147 0.00104193 86274.4 0
: 377 Minimum Test error found - save the configuration
: 377 | 917.211 856.124 0.0102766 0.00102697 86489.9 0
: 378 Minimum Test error found - save the configuration
: 378 | 908.381 847.369 0.0102743 0.00102368 86480.5 0
: 379 Minimum Test error found - save the configuration
: 379 | 899.201 839.325 0.0102907 0.00102627 86351.7 0
: 380 Minimum Test error found - save the configuration
: 380 | 890.328 831.184 0.0102699 0.00102701 86553.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 881.496 823.145 0.0102903 0.00102691 86361.9 0
: 382 Minimum Test error found - save the configuration
: 382 | 872.988 815.079 0.0102598 0.00102348 86614.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 864.097 807.191 0.0102752 0.00102854 86518.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 855.733 799.319 0.0102981 0.00102842 86302.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 847.15 791.198 0.0102803 0.00102468 86433.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 838.908 784.172 0.0103203 0.0010395 86199.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 830.435 775.754 0.0102732 0.00102678 86519.7 0
: 388 Minimum Test error found - save the configuration
: 388 | 821.858 768.096 0.0102815 0.00102718 86446.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 813.912 760.195 0.0103012 0.00103705 86354.3 0
: 390 Minimum Test error found - save the configuration
: 390 | 805.391 754.157 0.0103121 0.00102523 86142.9 0
: 391 Minimum Test error found - save the configuration
: 391 | 798.02 745.321 0.0102762 0.00103161 86536.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 789.298 738.459 0.0102806 0.00102635 86446.7 0
: 393 Minimum Test error found - save the configuration
: 393 | 781.956 730.821 0.0102805 0.00102613 86446 0
: 394 Minimum Test error found - save the configuration
: 394 | 774.107 723.517 0.0102832 0.00102625 86421.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 766.105 716.35 0.0103591 0.00102858 85740.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 758.26 709.408 0.0103745 0.0010488 85784.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 751.125 702.211 0.0103018 0.00102579 86243.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 743.413 695.183 0.0102931 0.00102441 86312 0
: 399 Minimum Test error found - save the configuration
: 399 | 735.897 687.874 0.0102732 0.00102603 86513.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 728.378 680.795 0.0102743 0.00103071 86546.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 720.921 674.227 0.0102713 0.00102309 86503.2 0
: 402 Minimum Test error found - save the configuration
: 402 | 714.112 667.044 0.0102721 0.00102622 86524.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 706.429 660.586 0.0102853 0.00102387 86379.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 699.602 653.9 0.0102918 0.00102702 86348.9 0
: 405 Minimum Test error found - save the configuration
: 405 | 692.848 646.853 0.0102891 0.00103007 86401.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 685.341 640.604 0.0103155 0.00104 86248.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 678.422 634.638 0.0102705 0.00102754 86552.7 0
: 408 Minimum Test error found - save the configuration
: 408 | 671.861 627.774 0.0102627 0.00102762 86625.9 0
: 409 Minimum Test error found - save the configuration
: 409 | 664.477 621.439 0.0102741 0.00102649 86509.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 658.518 614.639 0.0102729 0.00102664 86521.2 0
: 411 Minimum Test error found - save the configuration
: 411 | 651.237 608.509 0.0102562 0.00102198 86633.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 644.779 601.905 0.0102693 0.00102542 86543.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 638.316 596.147 0.0102918 0.00102884 86365.2 0
: 414 Minimum Test error found - save the configuration
: 414 | 631.736 589.526 0.0102806 0.00102424 86427.3 0
: 415 Minimum Test error found - save the configuration
: 415 | 625.052 583.711 0.0103863 0.00111063 86247.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 618.698 577.472 0.0103275 0.00104462 86179.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 612.386 571.308 0.0102759 0.0010241 86469.4 0
: 418 Minimum Test error found - save the configuration
: 418 | 606.169 565.501 0.0102752 0.00102564 86490.9 0
: 419 Minimum Test error found - save the configuration
: 419 | 599.959 560.055 0.0102805 0.00102638 86447.9 0
: 420 Minimum Test error found - save the configuration
: 420 | 593.721 554.251 0.0102845 0.00102631 86410.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 587.609 547.784 0.0102817 0.00102873 86458.7 0
: 422 Minimum Test error found - save the configuration
: 422 | 581.292 542.126 0.0102892 0.00102518 86355.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 575.547 536.689 0.0102836 0.00102393 86396.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 569.672 530.692 0.010287 0.00102744 86397.6 0
: 425 Minimum Test error found - save the configuration
: 425 | 563.467 525.545 0.01027 0.00102509 86534.1 0
: 426 Minimum Test error found - save the configuration
: 426 | 557.976 520.463 0.0103086 0.00104656 86373.8 0
: 427 Minimum Test error found - save the configuration
: 427 | 552.325 514.568 0.0102722 0.00102583 86520.1 0
: 428 Minimum Test error found - save the configuration
: 428 | 546.218 508.964 0.0103382 0.00103328 85975.8 0
: 429 Minimum Test error found - save the configuration
: 429 | 541.22 503.584 0.0102806 0.0010285 86466.6 0
: 430 Minimum Test error found - save the configuration
: 430 | 535.024 498.29 0.0102937 0.00102919 86351.2 0
: 431 Minimum Test error found - save the configuration
: 431 | 529.795 492.587 0.01027 0.0010247 86530.6 0
: 432 Minimum Test error found - save the configuration
: 432 | 523.918 487.924 0.0102865 0.00103811 86501.2 0
: 433 Minimum Test error found - save the configuration
: 433 | 518.622 482.684 0.0103067 0.00102568 86197.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 513.372 477.418 0.010284 0.00102573 86409.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 507.891 472.064 0.0102862 0.00102442 86376.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 502.612 467.63 0.0104153 0.00104816 85405.4 0
: 437 Minimum Test error found - save the configuration
: 437 | 497.536 461.919 0.0102793 0.00102598 86455.1 0
: 438 Minimum Test error found - save the configuration
: 438 | 492.375 456.663 0.0102847 0.00102519 86398 0
: 439 Minimum Test error found - save the configuration
: 439 | 486.945 452.374 0.0102764 0.00102274 86452.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 482.082 447.365 0.0110089 0.00103519 80210.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 477.027 442.573 0.0102837 0.0010255 86409.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 472.075 437.848 0.0102658 0.00102183 86542.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 466.92 433.346 0.0102892 0.00103071 86407.4 0
: 444 Minimum Test error found - save the configuration
: 444 | 462.574 428.118 0.0102792 0.00102548 86451.4 0
: 445 Minimum Test error found - save the configuration
: 445 | 457.179 423.773 0.0102833 0.00103234 86477.6 0
: 446 Minimum Test error found - save the configuration
: 446 | 452.316 419.243 0.0103107 0.00105971 86477.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 447.951 414.148 0.010282 0.00103018 86469.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 443.018 410.07 0.0102772 0.00102546 86470.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 438.593 405.464 0.0102778 0.00102748 86483.7 0
: 450 Minimum Test error found - save the configuration
: 450 | 433.776 401.001 0.010284 0.00102208 86375.4 0
: 451 Minimum Test error found - save the configuration
: 451 | 429.223 396.455 0.0102776 0.00102296 86443.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 424.716 392.461 0.0102901 0.00103559 86444.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 420.274 388.311 0.0102932 0.00102568 86322.7 0
: 454 Minimum Test error found - save the configuration
: 454 | 416.131 383.695 0.0102826 0.00102436 86409.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 411.673 379.261 0.0102658 0.00102448 86567.3 0
: 456 Minimum Test error found - save the configuration
: 456 | 407.253 375.516 0.0103643 0.00102718 85679.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 402.862 371.084 0.0102928 0.00104385 86496.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 398.739 367.107 0.0102921 0.00102692 86344.7 0
: 459 Minimum Test error found - save the configuration
: 459 | 394.432 363.043 0.0102704 0.00102383 86518.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 390.586 358.994 0.0102776 0.00102426 86454.9 0
: 461 Minimum Test error found - save the configuration
: 461 | 385.963 354.803 0.0102736 0.00102653 86513.6 0
: 462 Minimum Test error found - save the configuration
: 462 | 381.912 351.027 0.0102827 0.00102761 86438.7 0
: 463 Minimum Test error found - save the configuration
: 463 | 377.957 347.115 0.010277 0.00102353 86453.7 0
: 464 Minimum Test error found - save the configuration
: 464 | 374.106 343.405 0.0102844 0.00102663 86414 0
: 465 Minimum Test error found - save the configuration
: 465 | 370.091 339.842 0.0102705 0.00102741 86551.6 0
: 466 Minimum Test error found - save the configuration
: 466 | 366.368 335.676 0.0102799 0.00102425 86433.8 0
: 467 Minimum Test error found - save the configuration
: 467 | 362.801 331.678 0.0103049 0.0010438 86382.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 358.581 327.783 0.0102828 0.00102552 86418.7 0
: 469 Minimum Test error found - save the configuration
: 469 | 354.688 324.662 0.0102547 0.00102347 86662.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 350.665 320.507 0.0102679 0.0010245 86548.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 346.927 316.923 0.0102644 0.00102474 86583.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 343.125 313.669 0.0102836 0.00102598 86415.1 0
: 473 Minimum Test error found - save the configuration
: 473 | 339.542 309.928 0.0102727 0.0010288 86544 0
: 474 Minimum Test error found - save the configuration
: 474 | 335.799 306.523 0.0102693 0.00102281 86519.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 332.284 302.805 0.0102774 0.00102235 86439.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 328.737 299.512 0.0103441 0.00102915 85883.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 325.055 296.304 0.0102963 0.00103676 86397.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 321.568 292.475 0.0102985 0.00103518 86361.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 318.465 289.412 0.0102696 0.0010248 86535 0
: 480 Minimum Test error found - save the configuration
: 480 | 314.655 286.105 0.0102638 0.00102441 86586.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 311.325 283.199 0.010286 0.00102569 86390.4 0
: 482 Minimum Test error found - save the configuration
: 482 | 308.192 279.591 0.0102745 0.00102485 86490.1 0
: 483 Minimum Test error found - save the configuration
: 483 | 304.558 276.784 0.0102872 0.00102848 86405.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 301.373 273.797 0.0102772 0.00102674 86482.1 0
: 485 Minimum Test error found - save the configuration
: 485 | 298.124 270.418 0.0102698 0.00102271 86514 0
: 486 Minimum Test error found - save the configuration
: 486 | 295.57 267.639 0.0102637 0.00102546 86596.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 291.828 263.583 0.0103039 0.00104006 86357.1 0
: 488 Minimum Test error found - save the configuration
: 488 | 288.539 261.234 0.0102824 0.00102219 86390.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 285.128 257.802 0.0102759 0.00102548 86482.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 282.309 255.005 0.0102807 0.00102527 86436.1 0
: 491 Minimum Test error found - save the configuration
: 491 | 279.189 252.339 0.0102622 0.00102385 86595.1 0
: 492 Minimum Test error found - save the configuration
: 492 | 276.169 249.197 0.0102629 0.0010224 86575.6 0
: 493 Minimum Test error found - save the configuration
: 493 | 273.439 246.668 0.0102763 0.00102296 86455.4 0
: 494 Minimum Test error found - save the configuration
: 494 | 270.537 243.424 0.0102591 0.00102622 86647 0
: 495 Minimum Test error found - save the configuration
: 495 | 267.317 240.911 0.0102716 0.00102433 86512.4 0
: 496 Minimum Test error found - save the configuration
: 496 | 264.608 237.88 0.0103602 0.00102478 85694.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 261.68 235.235 0.0102895 0.00104234 86513.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 258.441 232.363 0.0102852 0.00102699 86409.5 0
: 499 Minimum Test error found - save the configuration
: 499 | 255.786 229.4 0.0102714 0.00102311 86502.4 0
: 500 Minimum Test error found - save the configuration
: 500 | 252.784 226.792 0.0102611 0.00102479 86615.1 0
: 501 Minimum Test error found - save the configuration
: 501 | 250.203 224.009 0.0102546 0.00102351 86663.2 0
: 502 Minimum Test error found - save the configuration
: 502 | 247.352 221.298 0.0102669 0.0010248 86560.7 0
: 503 Minimum Test error found - save the configuration
: 503 | 244.83 219.197 0.0102868 0.00102475 86374 0
: 504 Minimum Test error found - save the configuration
: 504 | 242.36 216.25 0.0102593 0.00102211 86606.5 0
: 505 Minimum Test error found - save the configuration
: 505 | 239.386 214.147 0.0102626 0.00102195 86574.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 237.031 211.233 0.0102667 0.00102641 86577.3 0
: 507 Minimum Test error found - save the configuration
: 507 | 234.084 208.99 0.0103013 0.00103963 86377.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 231.634 206.616 0.0102692 0.00102368 86528.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 229.166 203.803 0.0102601 0.00102188 86596.6 0
: 510 Minimum Test error found - save the configuration
: 510 | 226.305 201.61 0.0102766 0.0010251 86472.3 0
: 511 Minimum Test error found - save the configuration
: 511 | 223.873 199.089 0.0102793 0.00102492 86445.3 0
: 512 Minimum Test error found - save the configuration
: 512 | 221.56 196.809 0.0102596 0.00102355 86616.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 219 194.201 0.0102911 0.00105009 86570.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 217.15 193.207 0.0102759 0.00103405 86562.4 0
: 515 Minimum Test error found - save the configuration
: 515 | 214.745 189.887 0.0102506 0.00102195 86686.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 212.001 187.667 0.0103347 0.0011048 86674.4 0
: 517 Minimum Test error found - save the configuration
: 517 | 209.571 185.457 0.010297 0.00103621 86385.9 0
: 518 Minimum Test error found - save the configuration
: 518 | 207.014 183.266 0.0102602 0.00102309 86606.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 204.962 181.463 0.0102546 0.00102261 86655.5 0
: 520 Minimum Test error found - save the configuration
: 520 | 202.689 178.802 0.0102705 0.00102381 86517.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 200.152 176.557 0.0102688 0.00102303 86526.5 0
: 522 Minimum Test error found - save the configuration
: 522 | 198.011 174.686 0.0102793 0.00102465 86443.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 195.99 172.747 0.010289 0.00102397 86346.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 193.968 170.681 0.0102557 0.0010297 86711.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 191.752 168.401 0.0102542 0.00102137 86647.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 189.624 166.628 0.0102484 0.00101901 86680.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 187.399 164.539 0.0102934 0.00104032 86457.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 185.228 162.908 0.010268 0.00102147 86518.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 183.035 160.543 0.0102576 0.00102318 86632.7 0
: 530 Minimum Test error found - save the configuration
: 530 | 181.348 158.761 0.0102485 0.00102558 86740.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 178.938 157.124 0.0102651 0.00102045 86536.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 176.923 154.747 0.0102628 0.00101992 86553.3 0
: 533 Minimum Test error found - save the configuration
: 533 | 174.893 152.94 0.0102906 0.00102234 86316.2 0
: 534 Minimum Test error found - save the configuration
: 534 | 172.638 151.209 0.0102563 0.00102043 86618.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 170.699 150.205 0.0102604 0.00102525 86625.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 169.048 147.425 0.0102706 0.00102384 86516.4 0
: 537 Minimum Test error found - save the configuration
: 537 | 167.163 145.962 0.010331 0.00104633 86163.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 165.007 144.016 0.0102636 0.0010248 86591.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 163.001 142.27 0.0103206 0.00103108 86118.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 161.325 140.524 0.0102713 0.00102128 86486.2 0
: 541 Minimum Test error found - save the configuration
: 541 | 159.449 139.295 0.0102567 0.00102212 86630.9 0
: 542 Minimum Test error found - save the configuration
: 542 | 157.489 137.288 0.010274 0.00103355 86576.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 155.828 136.113 0.0102663 0.00102346 86553.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 153.967 134.73 0.0102612 0.00102669 86631.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 152.431 132.675 0.0102876 0.00102152 86336.6 0
: 546 Minimum Test error found - save the configuration
: 546 | 150.331 130.892 0.010273 0.00102421 86498.1 0
: 547 Minimum Test error found - save the configuration
: 547 | 148.679 129.267 0.0102617 0.0010236 86598 0
: 548 Minimum Test error found - save the configuration
: 548 | 146.735 127.744 0.0103018 0.00103865 86363.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 145.092 126.472 0.010258 0.00102074 86606.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 143.541 124.906 0.0102611 0.00102238 86591.9 0
: 551 Minimum Test error found - save the configuration
: 551 | 142.251 123.261 0.0102584 0.00102321 86625.4 0
: 552 Minimum Test error found - save the configuration
: 552 | 140.073 121.701 0.0102654 0.00102184 86546.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 138.383 120.416 0.010264 0.00101881 86531.6 0
: 554 Minimum Test error found - save the configuration
: 554 | 136.865 118.719 0.0102525 0.00102322 86680.3 0
: 555 Minimum Test error found - save the configuration
: 555 | 135.292 117.042 0.010266 0.00102675 86587.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 133.748 115.663 0.0102671 0.00102179 86529.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 132.024 114.386 0.0103544 0.00103184 85813.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 130.517 113.249 0.0102805 0.00103742 86551.2 0
: 559 Minimum Test error found - save the configuration
: 559 | 129.54 112.538 0.0102624 0.00102449 86599.8 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.111 110.972 0.0102614 0.00102173 86582.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 126.037 109.063 0.0102761 0.00102171 86445.1 0
: 562 Minimum Test error found - save the configuration
: 562 | 124.715 107.382 0.0102685 0.00102999 86594 0
: 563 Minimum Test error found - save the configuration
: 563 | 123.388 106.624 0.0102725 0.00102545 86513.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 121.551 105.363 0.0102543 0.00102283 86659.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 120.228 104.377 0.0102553 0.00102231 86645.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 118.912 102.259 0.0102477 0.00102607 86752.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 117.233 101.136 0.0102569 0.00103111 86713.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 115.654 99.925 0.0102962 0.00104072 86435.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 114.656 98.598 0.0102627 0.0010302 86650.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 113.203 97.4302 0.0102556 0.00102368 86656.2 0
: 571 Minimum Test error found - save the configuration
: 571 | 111.775 96.1539 0.0102739 0.00103858 86624.2 0
: 572 Minimum Test error found - save the configuration
: 572 | 110.376 95.082 0.0102601 0.001022 86597.6 0
: 573 Minimum Test error found - save the configuration
: 573 | 109.184 93.8185 0.0102611 0.00102327 86600.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 107.878 92.5786 0.0103362 0.00103368 85998.4 0
: 575 Minimum Test error found - save the configuration
: 575 | 106.547 91.3685 0.0102753 0.0010207 86443.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 105.222 91.0331 0.0102727 0.00102852 86540.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 104.259 89.9721 0.0103588 0.00102495 85710 0
: 578 | 103.078 90.2751 0.010251 0.00099025 86386.3 1
: 579 Minimum Test error found - save the configuration
: 579 | 101.985 87.1184 0.0102612 0.00102597 86625.2 0
: 580 Minimum Test error found - save the configuration
: 580 | 100.72 86.4609 0.0102493 0.00102395 86718 0
: 581 Minimum Test error found - save the configuration
: 581 | 99.1518 84.7877 0.0102679 0.0010225 86529.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.0102 83.8906 0.0102543 0.00102274 86658.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 96.9304 82.8301 0.0102409 0.00101959 86755.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 95.6951 81.9175 0.0102672 0.00102689 86577.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 94.633 80.8147 0.0102549 0.00102311 86657.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 93.72 80.4401 0.0102518 0.00102002 86657.3 0
: 587 Minimum Test error found - save the configuration
: 587 | 92.605 79.1339 0.0102617 0.00102473 86608.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 91.2871 77.4579 0.0102855 0.00103778 86508 0
: 589 Minimum Test error found - save the configuration
: 589 | 90.0521 76.2373 0.0102583 0.00102988 86689 0
: 590 Minimum Test error found - save the configuration
: 590 | 89.4707 75.6658 0.0102499 0.0010222 86695.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 88.3077 75.6303 0.0102583 0.0010207 86602.8 0
: 592 Minimum Test error found - save the configuration
: 592 | 87.2943 73.7146 0.0102628 0.00102545 86604.6 0
: 593 Minimum Test error found - save the configuration
: 593 | 86.1183 72.6709 0.0102608 0.00102066 86578.7 0
: 594 Minimum Test error found - save the configuration
: 594 | 85.0108 71.5508 0.0102581 0.00102135 86610.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 83.8759 70.7208 0.010333 0.00102485 85946.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 82.8875 69.9894 0.0102673 0.00102546 86562.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.9374 69.3874 0.0103618 0.00103103 85737.6 0
: 598 Minimum Test error found - save the configuration
: 598 | 81.0646 67.896 0.0102979 0.00104088 86421 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.0385 67.4281 0.0102567 0.00102343 86643.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.0894 66.5707 0.0102733 0.00102467 86499.1 0
: 601 Minimum Test error found - save the configuration
: 601 | 78.3679 65.9123 0.0102544 0.00102182 86649.7 0
: 602 Minimum Test error found - save the configuration
: 602 | 77.3918 64.7996 0.01026 0.00101755 86557.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 76.5475 64.0065 0.0102536 0.00102158 86654.9 0
: 604 Minimum Test error found - save the configuration
: 604 | 75.5568 63.5876 0.0102537 0.00102375 86674.2 0
: 605 Minimum Test error found - save the configuration
: 605 | 74.5369 62.1263 0.0102566 0.00102351 86644.5 0
: 606 Minimum Test error found - save the configuration
: 606 | 73.8616 61.8672 0.0102633 0.00102489 86595.1 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.0515 60.3789 0.0102794 0.00102999 86491.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.1061 59.7271 0.0102918 0.00104071 86475.9 0
: 609 Minimum Test error found - save the configuration
: 609 | 71.1378 59.4175 0.0102523 0.00102062 86658.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 70.3033 58.6623 0.0102592 0.00102292 86614.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 69.6336 57.3213 0.0102585 0.00102163 86609.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 68.758 56.5739 0.0102556 0.00102623 86680.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.1282 56.4379 0.0102524 0.00102397 86688.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 67.4184 56.0849 0.0102485 0.00102175 86704.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 66.4528 54.2929 0.010259 0.00103161 86698.3 0
: 616 Minimum Test error found - save the configuration
: 616 | 65.6242 53.7773 0.0102462 0.00102416 86749 0
: 617 Minimum Test error found - save the configuration
: 617 | 64.7892 53.1909 0.0102521 0.00102397 86691.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.2048 52.0508 0.0103662 0.00105492 85917.4 0
: 619 | 63.2917 53.4959 0.0102341 0.00098958 86537.8 1
: 620 Minimum Test error found - save the configuration
: 620 | 62.6722 50.6778 0.0102519 0.00102367 86691 0
: 621 | 61.9399 50.8772 0.0102389 0.00099028 86499.7 1
: 622 Minimum Test error found - save the configuration
: 622 | 61.5474 50.3517 0.0102685 0.00102725 86568.3 0
: 623 Minimum Test error found - save the configuration
: 623 | 60.4367 50.0441 0.0102695 0.00103672 86647.9 0
: 624 Minimum Test error found - save the configuration
: 624 | 59.605 49.1212 0.0102553 0.0010189 86614.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 58.6563 48.1282 0.010264 0.00102432 86583 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.8818 47.5604 0.0102579 0.0010195 86594.9 0
: 627 Minimum Test error found - save the configuration
: 627 | 57.4412 46.8274 0.010249 0.00102379 86718.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 56.6842 46.3473 0.0102627 0.00102287 86581.5 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.1438 46.1023 0.0102959 0.0010369 86402.5 0
: 630 Minimum Test error found - save the configuration
: 630 | 55.5149 45.0039 0.0102625 0.00102091 86565.6 0
: 631 Minimum Test error found - save the configuration
: 631 | 54.6729 44.4607 0.0102599 0.00102316 86611 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.0438 43.9294 0.0102801 0.00104648 86639.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 53.2698 42.957 0.0102538 0.00102643 86698.7 0
: 634 Minimum Test error found - save the configuration
: 634 | 52.5458 42.7916 0.0102446 0.00102275 86750.3 0
: 635 | 52.4588 42.8263 0.0102183 0.00098835 86674 1
: 636 Minimum Test error found - save the configuration
: 636 | 51.8897 41.5972 0.0102646 0.00102559 86589.6 0
: 637 | 50.8699 41.6827 0.0102314 0.000990611 86572.4 1
: 638 Minimum Test error found - save the configuration
: 638 | 50.5506 40.4253 0.0103212 0.00102619 86067.3 0
: 639 Minimum Test error found - save the configuration
: 639 | 49.5672 40.1633 0.0102752 0.00104245 86647.7 0
: 640 | 49.1965 40.6427 0.0102062 0.000987921 86784.3 1
: 641 Minimum Test error found - save the configuration
: 641 | 48.626 39.525 0.0102562 0.00102502 86662.4 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.1606 39.3234 0.0102605 0.00102093 86583.7 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.4604 38.0855 0.0102503 0.0010206 86676.7 0
: 644 Minimum Test error found - save the configuration
: 644 | 46.7423 36.9507 0.0102668 0.00102359 86550.2 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.3445 36.8938 0.0102791 0.00102154 86416.1 0
: 646 Minimum Test error found - save the configuration
: 646 | 45.7144 35.9626 0.0102512 0.00101996 86662.6 0
: 647 | 45.1763 36.1367 0.0102272 0.00098806 86588.5 1
: 648 Minimum Test error found - save the configuration
: 648 | 44.6288 35.4602 0.0102509 0.00102434 86705.8 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.1012 34.5701 0.0103078 0.00103706 86292.6 0
: 650 | 43.6451 34.6824 0.0102341 0.00099081 86549 1
: 651 Minimum Test error found - save the configuration
: 651 | 43.0736 33.4724 0.0102534 0.00101922 86634.5 0
: 652 Minimum Test error found - save the configuration
: 652 | 42.7816 33.4218 0.0102548 0.00102022 86631.3 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.1502 32.5316 0.0102545 0.00102326 86662.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 41.452 32.1983 0.0102483 0.00102233 86711.3 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.0253 31.6773 0.0102592 0.00102043 86591.4 0
: 656 | 40.6032 31.9813 0.0102255 0.000988921 86612.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 40.1884 30.9622 0.0102496 0.00102524 86727.1 0
: 658 Minimum Test error found - save the configuration
: 658 | 39.5355 30.2434 0.0103379 0.00102876 85936.7 0
: 659 | 39.0792 30.3929 0.0102247 0.00098926 86623.2 1
: 660 Minimum Test error found - save the configuration
: 660 | 38.6074 29.4453 0.0102668 0.00102557 86568.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.1833 29.0672 0.0102659 0.00102432 86565.2 0
: 662 Minimum Test error found - save the configuration
: 662 | 37.6706 28.5881 0.0102607 0.00101853 86559.4 0
: 663 | 37.2378 28.7487 0.0102172 0.0009904 86703.9 1
: 664 | 36.7624 28.7328 0.0102206 0.000986541 86635.9 2
: 665 Minimum Test error found - save the configuration
: 665 | 36.5579 27.6594 0.0102623 0.00102536 86608.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.0574 27.1679 0.0102564 0.00102323 86644.6 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.3864 27.0005 0.0102672 0.00102199 86531.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.001 26.608 0.010254 0.00102109 86646.2 0
: 669 Minimum Test error found - save the configuration
: 669 | 34.5159 25.8438 0.0103013 0.00103808 86362.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.3294 25.4727 0.0102647 0.0010228 86561.9 0
: 671 Minimum Test error found - save the configuration
: 671 | 33.9093 25.2168 0.0102587 0.00102324 86622.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.3293 25.0604 0.0102595 0.00102205 86604.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.9309 24.6727 0.0102545 0.00101865 86618.9 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.4622 24.3668 0.0102758 0.00102381 86467.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.1016 24.0144 0.0102631 0.00101796 86531.5 0
: 676 Minimum Test error found - save the configuration
: 676 | 31.9322 23.725 0.010256 0.00102225 86639.1 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5013 22.9935 0.0102641 0.00102259 86566 0
: 678 Minimum Test error found - save the configuration
: 678 | 30.961 22.6166 0.0103308 0.00110581 86720.6 0
: 679 | 30.6408 22.7169 0.0102297 0.000989171 86574.9 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.4517 22.3092 0.0102486 0.00102173 86703.1 0
: 681 Minimum Test error found - save the configuration
: 681 | 29.9538 21.9858 0.0102653 0.00103097 86633.3 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.5812 21.4874 0.0102828 0.00102529 86416 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.9135 21.3257 0.0102555 0.00102633 86681.5 0
: 684 Minimum Test error found - save the configuration
: 684 | 28.5677 20.8086 0.0102518 0.00102096 86665.6 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.527 20.7678 0.010254 0.00102248 86659.9 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.4143 20.7254 0.0102617 0.00102344 86596.6 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7563 20.5956 0.0102582 0.00102234 86618.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.4483 19.5822 0.0102532 0.00102158 86659.1 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.0049 19.414 0.0102752 0.00103598 86587.6 0
: 690 | 26.6687 20.2094 0.0102183 0.000989691 86686.6 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.2761 18.8308 0.0102594 0.00102841 86664.2 0
: 692 | 25.7553 18.9528 0.0102408 0.00099457 86521.6 1
: 693 Minimum Test error found - save the configuration
: 693 | 25.7049 18.0001 0.0102618 0.00102549 86615.1 0
: 694 | 25.3629 18.175 0.0102456 0.0009913 86445.9 1
: 695 Minimum Test error found - save the configuration
: 695 | 24.9324 17.7614 0.010262 0.00102229 86583 0
: 696 | 24.7365 17.9319 0.0102371 0.00098901 86504.2 1
: 697 | 24.5076 18.2469 0.0102219 0.000989601 86652.4 2
: 698 Minimum Test error found - save the configuration
: 698 | 23.8361 16.9256 0.0102632 0.00102729 86618.8 0
: 699 | 23.3936 17.0539 0.0103123 0.00100066 85913.7 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.1588 16.8595 0.0102594 0.00102161 86600.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.2405 16.3314 0.010279 0.00102895 86486.2 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.6882 16.0487 0.0102551 0.00102423 86666.2 0
: 703 | 22.4435 16.2585 0.0102509 0.000989332 86378.9 1
: 704 Minimum Test error found - save the configuration
: 704 | 22.0626 15.9913 0.0102741 0.00102369 86482.2 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.7309 15.5475 0.0102889 0.00102425 86349.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.3533 14.9977 0.010268 0.00103321 86629 0
: 707 | 21.1292 15.4285 0.0102295 0.00099264 86609.5 1
: 708 Minimum Test error found - save the configuration
: 708 | 20.9468 14.918 0.0102478 0.00102164 86710 0
: 709 | 20.6396 14.9597 0.0102188 0.00098956 86680.6 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.4813 14.2474 0.010289 0.00104381 86531.1 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.0263 14.1693 0.0102758 0.00102801 86506.8 0
: 712 | 19.8475 14.4626 0.0102288 0.00099047 86595.9 1
: 713 | 19.5586 14.2526 0.0102206 0.000989629 86665.2 2
: 714 | 19.4204 14.4514 0.0102299 0.000989662 86577.6 3
: 715 Minimum Test error found - save the configuration
: 715 | 19.0341 13.8893 0.0102673 0.00102467 86555.4 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.9414 13.3454 0.0102756 0.00102377 86469.3 0
: 717 | 18.4638 13.3936 0.0102366 0.000991411 86531.6 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.2211 13.0343 0.0102707 0.00103477 86618.7 0
: 719 | 17.9646 13.3116 0.0103044 0.000990169 85889.7 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.8553 12.4353 0.0102885 0.00104009 86501 0
: 721 | 17.5993 12.6598 0.0102415 0.00099035 86475.9 1
: 722 | 17.4416 12.671 0.010227 0.00099041 86612 2
: 723 Minimum Test error found - save the configuration
: 723 | 17.0384 12.3931 0.0102522 0.00102627 86711.9 0
: 724 Minimum Test error found - save the configuration
: 724 | 16.7491 11.9939 0.0102728 0.00102118 86471 0
: 725 Minimum Test error found - save the configuration
: 725 | 16.6337 11.8436 0.0102629 0.00102283 86579.3 0
: 726 | 16.5341 12.0589 0.0102458 0.000989671 86429.6 1
: 727 | 16.5029 11.8785 0.0102467 0.00099005 86424.1 2
: 728 Minimum Test error found - save the configuration
: 728 | 16.0752 11.8417 0.0102576 0.00102227 86623.5 0
: 729 Minimum Test error found - save the configuration
: 729 | 15.6719 11.166 0.0102641 0.00102242 86563.9 0
: 730 | 15.4898 11.2262 0.0102524 0.00098952 86366.2 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.4701 10.9658 0.0102757 0.00102852 86512.8 0
: 732 | 15.1825 11.2626 0.0102441 0.000990361 86451.8 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.0879 10.6328 0.0102602 0.00101926 86571.1 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.7069 10.3609 0.0102629 0.00102561 86605.3 0
: 735 | 14.5614 10.5924 0.0102271 0.000988211 86590.1 1
: 736 | 14.3822 10.5562 0.0102258 0.00099188 86637.4 2
: 737 Minimum Test error found - save the configuration
: 737 | 14.3176 10.3217 0.0102533 0.00102244 86666.2 0
: 738 Minimum Test error found - save the configuration
: 738 | 14.2171 9.99922 0.0102668 0.00103352 86643.2 0
: 739 | 14.0847 10.8698 0.0102996 0.000992039 85951.7 1
: 740 Minimum Test error found - save the configuration
: 740 | 13.8391 9.72657 0.0103034 0.00104072 86368.3 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.5831 9.33978 0.0102721 0.00102003 86467.4 0
: 742 | 13.8485 10.6641 0.0102288 0.00098951 86586.8 1
: 743 | 13.4735 9.41318 0.0102356 0.0009913 86540.2 2
: 744 | 13.1832 9.92128 0.0102072 0.000988251 86777.6 3
: 745 Minimum Test error found - save the configuration
: 745 | 12.9245 9.257 0.0102561 0.00102382 86652.1 0
: 746 Minimum Test error found - save the configuration
: 746 | 12.5245 8.66689 0.0102622 0.00102028 86562.4 0
: 747 | 12.5721 9.71771 0.0102178 0.000989381 86688.9 1
: 748 | 12.231 8.87561 0.0102173 0.000989991 86699.3 2
: 749 Minimum Test error found - save the configuration
: 749 | 12.0591 8.48705 0.010265 0.00102239 86555.4 0
: 750 | 11.9372 8.88703 0.0102398 0.00098861 86475.2 1
: 751 | 11.9358 8.73018 0.0102329 0.000988561 86539.3 2
: 752 | 11.8132 8.67479 0.0102176 0.00099076 86703.3 3
: 753 Minimum Test error found - save the configuration
: 753 | 11.6833 8.34251 0.0102631 0.00102441 86592.2 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.4613 7.62873 0.0102549 0.0010233 86658.8 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.2947 7.4666 0.010259 0.00102245 86612.6 0
: 756 | 11.2878 8.22191 0.0102318 0.000991641 86578.8 1
: 757 | 11.2542 7.7652 0.0102189 0.000987521 86660.5 2
: 758 Minimum Test error found - save the configuration
: 758 | 10.7995 7.07801 0.0102566 0.00102427 86652.3 0
: 759 | 10.4963 7.67949 0.0102852 0.00104805 86606.9 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.5158 6.96523 0.0102806 0.00103463 86524 0
: 761 | 10.4723 6.97135 0.0102343 0.00099681 86603.5 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.2842 6.52286 0.0102785 0.00102389 86443.2 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.5071 6.0992 0.0102518 0.00102054 86662.2 0
: 764 | 10.1609 6.45302 0.0102205 0.000991989 86687.8 1
: 765 Minimum Test error found - save the configuration
: 765 | 9.8407 5.78607 0.0102664 0.00102264 86544.7 0
: 766 | 9.8772 6.47187 0.0102481 0.000989181 86403.5 1
: 767 | 9.83437 6.48519 0.010223 0.00099227 86667.3 2
: 768 | 9.42959 6.05177 0.0102428 0.00099121 86471.7 3
: 769 Minimum Test error found - save the configuration
: 769 | 9.2263 5.0178 0.0102584 0.00102381 86630.6 0
: 770 | 9.13769 5.29341 0.0102444 0.000992729 86470.5 1
: 771 | 9.68224 7.82087 0.0102266 0.00099231 86633.2 2
: 772 | 9.28466 5.10478 0.0102262 0.000990351 86619 3
: 773 | 8.9446 7.08412 0.0102145 0.00098939 86720.1 4
: 774 | 8.87735 5.65722 0.0102525 0.00098878 86358.1 5
: 775 | 8.61077 5.12852 0.0102433 0.000988601 86442.9 6
: 776 | 8.53025 5.3961 0.0102496 0.000989141 86388.9 7
: 777 Minimum Test error found - save the configuration
: 777 | 8.66958 4.17388 0.0102892 0.00102476 86351.4 0
: 778 | 8.19369 4.85523 0.0102383 0.000990481 86506.5 1
: 779 | 8.16771 4.83072 0.0102248 0.00098809 86611.1 2
: 780 | 8.06451 4.45236 0.0102988 0.00098852 85926.4 3
: 781 Minimum Test error found - save the configuration
: 781 | 7.86589 4.02168 0.010303 0.00104419 86404.3 0
: 782 | 7.88174 4.42917 0.0102316 0.00098961 86561 1
: 783 | 7.75694 4.45078 0.0102157 0.0009841 86659.1 2
: 784 Minimum Test error found - save the configuration
: 784 | 7.57199 3.84023 0.0102643 0.00102669 86602.4 0
: 785 | 7.63197 4.21406 0.0102313 0.000989019 86558.4 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.58264 3.72467 0.0102578 0.00102168 86616.7 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.49756 3.30069 0.0102586 0.00102128 86605.4 0
: 788 | 7.24634 3.69092 0.0102271 0.00098727 86581.5 1
: 789 | 7.11133 3.56988 0.010237 0.00098993 86513.9 2
: 790 Minimum Test error found - save the configuration
: 790 | 7.06168 3.25815 0.0102472 0.00102211 86720 0
: 791 | 7.01492 3.70988 0.0102677 0.00098904 86219.7 1
: 792 | 6.88931 3.74877 0.0102193 0.00099032 86683.4 2
: 793 | 6.91469 3.43444 0.0102463 0.000989441 86422.3 3
: 794 | 6.6922 3.31934 0.0102288 0.000991521 86605.4 4
: 795 Minimum Test error found - save the configuration
: 795 | 6.68953 3.2124 0.0103229 0.0010242 86033.9 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.69768 2.68528 0.0102705 0.00102223 86502.9 0
: 797 | 6.44329 2.76653 0.0102419 0.00098902 86459.2 1
: 798 | 6.30762 3.42406 0.0102182 0.00098773 86669.1 2
: 799 | 6.32518 3.06447 0.0102249 0.000989241 86621 3
: 800 | 6.63593 3.34952 0.0103184 0.00099824 85835.9 4
: 801 | 6.28925 3.40048 0.0102528 0.000988529 86352.8 5
: 802 Minimum Test error found - save the configuration
: 802 | 6.10666 2.33194 0.0102736 0.00102754 86523.4 0
: 803 | 5.91971 3.4821 0.0102276 0.00098922 86595.6 1
: 804 | 5.992 2.99744 0.0102528 0.00098941 86361.2 2
: 805 | 5.83691 2.43866 0.0102415 0.000994732 86516.3 3
: 806 | 5.78735 2.74918 0.0102362 0.00098768 86500.6 4
: 807 | 5.99982 3.5016 0.0102183 0.00098812 86672.5 5
: 808 | 5.80078 2.40836 0.0102552 0.000990511 86348.9 6
: 809 | 6.08981 2.8145 0.0102307 0.000988521 86559.7 7
: 810 | 5.96254 3.48415 0.0102332 0.00099134 86562.6 8
: 811 | 6.08394 3.42303 0.0102426 0.00098989 86461.2 9
: 812 | 5.82364 2.55141 0.0102286 0.00098918 86586 10
: 813 | 5.49138 2.33237 0.0102295 0.00098825 86568.3 11
: 814 | 5.14997 2.65916 0.0102344 0.00098725 86513.2 12
: 815 | 5.16679 2.75604 0.0102245 0.000988901 86620.9 13
: 816 | 5.16022 2.52404 0.0102411 0.00099296 86503.5 14
: 817 Minimum Test error found - save the configuration
: 817 | 5.21027 2.26189 0.0102583 0.00102891 86679.6 0
: 818 | 5.07639 2.31234 0.0102375 0.000989171 86502.3 1
: 819 | 4.94196 2.27239 0.0102228 0.00099099 86657.3 2
: 820 | 4.99194 2.88356 0.0103289 0.000991361 85675.9 3
: 821 | 5.19488 2.84949 0.0102402 0.00099198 86503.3 4
: 822 Minimum Test error found - save the configuration
: 822 | 4.94408 1.75189 0.0102666 0.00102483 86563.7 0
: 823 | 4.7281 2.00294 0.0102347 0.00098842 86521 1
: 824 | 4.7653 2.37208 0.0102313 0.000990471 86572.5 2
: 825 | 4.66997 2.19623 0.0102246 0.00099014 86632.4 3
: 826 | 4.57294 2.32012 0.0102715 0.00099194 86211.1 4
: 827 | 4.59385 1.85349 0.0102382 0.000990321 86506.3 5
: 828 | 4.49319 2.07874 0.0102224 0.00098917 86643.4 6
: 829 | 4.39706 1.8932 0.0102351 0.00098864 86519.2 7
: 830 Minimum Test error found - save the configuration
: 830 | 4.46743 1.75059 0.0102651 0.00102744 86602.2 0
: 831 | 4.36121 2.46557 0.0102489 0.00098942 86397.9 1
: 832 | 4.45989 2.22491 0.0102203 0.000992149 86691.7 2
: 833 | 4.24529 1.97018 0.0102262 0.000991961 86634.5 3
: 834 | 4.2678 2.38545 0.0102211 0.000987951 86643.9 4
: 835 | 4.14493 2.30163 0.0102347 0.0009919 86554.2 5
: 836 | 4.38002 2.13476 0.0102151 0.000988971 86710.1 6
: 837 | 4.15863 1.85124 0.010225 0.000988731 86614.8 7
: 838 | 4.17809 1.75062 0.0102373 0.000992099 86531.4 8
: 839 | 4.39656 2.67363 0.0102291 0.000987471 86565.2 9
: 840 | 4.14263 1.93966 0.0102455 0.000989181 86427.8 10
: 841 | 4.02641 1.83551 0.0103302 0.00098926 85644.4 11
: 842 | 4.04013 2.21116 0.0102286 0.000988091 86575.6 12
: 843 Minimum Test error found - save the configuration
: 843 | 3.8756 1.60054 0.0102794 0.00102676 86461.9 0
: 844 | 3.73015 1.84998 0.0102238 0.000991309 86650.1 1
: 845 | 3.91595 2.69576 0.0102347 0.00099057 86541.5 2
: 846 | 4.00454 2.02292 0.0102396 0.000989531 86485.6 3
: 847 | 3.98756 1.81692 0.0102361 0.00098928 86516.7 4
: 848 Minimum Test error found - save the configuration
: 848 | 3.6625 1.53793 0.010265 0.00102796 86608.2 0
: 849 | 3.53381 1.8295 0.0102255 0.00098967 86619.5 1
: 850 | 3.5108 1.73444 0.010226 0.0009888 86606.5 2
: 851 | 3.58593 2.61844 0.0102438 0.00100456 86587.1 3
: 852 Minimum Test error found - save the configuration
: 852 | 3.71383 1.48278 0.0102597 0.00102387 86619.6 0
: 853 | 3.46085 1.48435 0.0102359 0.00098946 86519.8 1
: 854 | 3.30858 1.61477 0.0102274 0.00098744 86580.6 2
: 855 | 3.45374 1.5868 0.0102318 0.000990081 86564 3
: 856 | 3.33017 1.50413 0.0102336 0.000993471 86578.9 4
: 857 Minimum Test error found - save the configuration
: 857 | 3.30687 1.36457 0.0102805 0.00103774 86554.6 0
: 858 | 3.61989 2.00407 0.0102286 0.000988331 86577.2 1
: 859 | 3.47116 1.75892 0.0102547 0.000989111 86340.8 2
: 860 | 3.38746 1.45536 0.0102243 0.00098948 86628.7 3
: 861 | 3.0286 2.08807 0.0103314 0.000989751 85638.3 4
: 862 | 3.22795 1.59728 0.0102425 0.000990421 86466.7 5
: 863 | 3.29003 1.82667 0.0102265 0.00098931 86606.2 6
: 864 | 3.11907 1.82365 0.0102355 0.000991622 86544.2 7
: 865 | 3.20989 1.62538 0.0102525 0.000989659 86366.3 8
: 866 | 3.1353 2.02204 0.0102418 0.00098746 86446.1 9
: 867 | 3.40923 2.26222 0.010228 0.000988571 86585.6 10
: 868 | 3.23301 1.5021 0.010242 0.000990171 86469.8 11
: 869 | 2.86587 1.87886 0.0102319 0.000991589 86577.1 12
: 870 | 2.88412 1.58082 0.0102254 0.000995711 86677.2 13
: 871 | 2.80396 1.86145 0.010251 0.000992891 86410.7 14
: 872 | 2.86421 1.60189 0.0102344 0.00098935 86532.4 15
: 873 | 2.74579 1.51164 0.0102499 0.00098966 86390.8 16
: 874 | 2.73916 1.78408 0.0102438 0.000987512 86428 17
: 875 | 2.8371 1.68699 0.0102357 0.00099549 86577.9 18
: 876 | 2.64861 1.5041 0.0102309 0.00098892 86561.3 19
: 877 | 2.67793 1.51834 0.0102246 0.000987771 86609.9 20
: 878 | 2.71422 2.24283 0.0102268 0.000989481 86605.6 21
:
: Elapsed time for training with 1000 events: 9 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: 0.0109 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: 0.811 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 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= 3.27045e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.04701e+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: 0.0295 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: 0.0362 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: 0.00135 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: 0.0939 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: 0.885 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00257 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: 0.0368 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00424 sec
TFHandler_KNN : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: LD
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.00201 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00034 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0947 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.884 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0977 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.975 -0.272 5.07 1.60 | 3.221 3.232
: datasetreg KNN : -1.25 0.0612 7.84 4.47 | 2.870 2.864
: datasetreg PDEFoam : -1.10 -0.585 10.2 8.00 | 2.281 2.331
: datasetreg LD : -0.301 1.50 19.9 17.9 | 1.984 1.960
: --------------------------------------------------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on training sample:
: (overtraining check)
: --------------------------------------------------------------------------------------------------
: DataSet Name: MVA Method: <Bias> <Bias_T> RMS RMS_T | MutInf MutInf_T
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0303 0.00204 0.468 0.243 | 3.467 3.492
: datasetreg DNN_CPU : -0.286 -0.170 1.70 1.17 | 3.352 3.344
: 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.