Logo ROOT  

Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

View in nbviewer Open in SWAN
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: 0.257 sec
: Elapsed time for training with 1000 events: 0.261 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00247 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: 0.000718 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00394 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: 0.000195 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 = 31502.6
: --------------------------------------------------------------
: 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 | 33019.3 31083.4 0.00988306 0.00103336 90398.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32486.7 30535.8 0.0101969 0.00103126 87282.5 0
: 3 Minimum Test error found - save the configuration
: 3 | 31869.1 29983.7 0.0102476 0.00100873 86590.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31264.5 29454.9 0.0101408 0.00100299 87548.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30634.8 28820.5 0.0105758 0.00108539 84295.3 0
: 6 Minimum Test error found - save the configuration
: 6 | 29883.4 27974.4 0.0102689 0.00103845 86669.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 29166.3 27325.1 0.0100845 0.000989877 87964.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28696.2 26946 0.0100107 0.00104366 89216 0
: 9 Minimum Test error found - save the configuration
: 9 | 28339.4 26622.4 0.00996188 0.000978017 89048.5 0
: 10 Minimum Test error found - save the configuration
: 10 | 28017 26323.1 0.0100419 0.00101671 88640.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27714.2 26039.1 0.0108606 0.00118631 82693.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27424.6 25766.9 0.010076 0.0010034 88177.9 0
: 13 Minimum Test error found - save the configuration
: 13 | 27147.6 25501.4 0.0102545 0.00104104 86829.9 0
: 14 Minimum Test error found - save the configuration
: 14 | 26871.3 25251.6 0.0103078 0.000999987 85948.9 0
: 15 Minimum Test error found - save the configuration
: 15 | 26611.6 25002.2 0.0108953 0.00150525 85196.7 0
: 16 Minimum Test error found - save the configuration
: 16 | 26354.6 24758 0.0100253 0.000980907 88452.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 26104.6 24516.3 0.0100438 0.000992857 88388.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25853.7 24285.2 0.00997331 0.000982137 88976.1 0
: 19 Minimum Test error found - save the configuration
: 19 | 25613.4 24054.7 0.0100098 0.000985677 88651.3 0
: 20 Minimum Test error found - save the configuration
: 20 | 25373.1 23830.6 0.0109305 0.00101493 80681.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25137.7 23610.7 0.010092 0.000998546 87975 0
: 22 Minimum Test error found - save the configuration
: 22 | 24909.9 23388.8 0.0106109 0.00101576 83375.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24678.7 23174.8 0.0103346 0.000994627 85653.1 0
: 24 Minimum Test error found - save the configuration
: 24 | 24456.8 22959.3 0.0106429 0.00100432 82999.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24232.9 22749.8 0.0100078 0.000983305 88647.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 24016.9 22538.9 0.0100817 0.00101706 88255.2 0
: 27 Minimum Test error found - save the configuration
: 27 | 23798 22335 0.0103419 0.000988507 85530 0
: 28 Minimum Test error found - save the configuration
: 28 | 23586 22131.6 0.0100801 0.000985526 87964.2 0
: 29 Minimum Test error found - save the configuration
: 29 | 23372.9 21933.8 0.0100383 0.000988076 88395.5 0
: 30 Minimum Test error found - save the configuration
: 30 | 23165.9 21736.4 0.0100565 0.000980606 88145.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22961.7 21538.6 0.0100342 0.000981337 88369.8 0
: 32 Minimum Test error found - save the configuration
: 32 | 22753.4 21349.9 0.0102113 0.0010265 87100.3 0
: 33 Minimum Test error found - save the configuration
: 33 | 22556.7 21156.2 0.010146 0.0010436 87889 0
: 34 Minimum Test error found - save the configuration
: 34 | 22354.4 20969.2 0.0100302 0.000985686 88451.1 0
: 35 Minimum Test error found - save the configuration
: 35 | 22158.8 20782.1 0.0101982 0.000985947 86841.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21964.7 20596.2 0.0100661 0.000998466 88226.3 0
: 37 Minimum Test error found - save the configuration
: 37 | 21769.1 20416.1 0.00999944 0.000980686 88704 0
: 38 Minimum Test error found - save the configuration
: 38 | 21581.5 20233.3 0.00996618 0.000987986 89104.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21390.3 20055.7 0.0100163 0.000988996 88620.1 0
: 40 Minimum Test error found - save the configuration
: 40 | 21203.6 19879.4 0.010029 0.000985456 88460.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 21016.6 19707.3 0.00998666 0.000982196 88844.8 0
: 42 Minimum Test error found - save the configuration
: 42 | 20835.5 19531.7 0.00999374 0.000985157 88804.2 0
: 43 Minimum Test error found - save the configuration
: 43 | 20651.8 19356.5 0.0100457 0.00100894 88527.3 0
: 44 Minimum Test error found - save the configuration
: 44 | 20467.2 19185.8 0.0100199 0.00101527 88843.4 0
: 45 Minimum Test error found - save the configuration
: 45 | 20287.7 19018.9 0.0100207 0.000987196 88558.9 0
: 46 Minimum Test error found - save the configuration
: 46 | 20112.1 18849.1 0.0100561 0.000988626 88227.3 0
: 47 Minimum Test error found - save the configuration
: 47 | 19941 18683.4 0.0101584 0.000999876 87350.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19763.1 18524.6 0.0100526 0.000991966 88293.9 0
: 49 Minimum Test error found - save the configuration
: 49 | 19591.9 18357.9 0.0100755 0.000993466 88086.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19418.9 18196.7 0.0100433 0.000990287 88367.9 0
: 51 Minimum Test error found - save the configuration
: 51 | 19246.8 18038.1 0.0100739 0.000991956 88086.5 0
: 52 Minimum Test error found - save the configuration
: 52 | 19081.9 17879.1 0.0100839 0.000994927 88018.4 0
: 53 Minimum Test error found - save the configuration
: 53 | 18914.7 17720.3 0.0100897 0.00101328 88140.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18749.3 17563.2 0.0100877 0.000994897 87982.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18584 17409.8 0.0100669 0.00100156 88248.5 0
: 56 Minimum Test error found - save the configuration
: 56 | 18426 17250 0.0100622 0.000996937 88248.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 18261.9 17099.2 0.0100807 0.000997296 88073 0
: 58 Minimum Test error found - save the configuration
: 58 | 18099.7 16943.5 0.0100808 0.000995557 88054.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17939.1 16793.3 0.010094 0.000998856 87959.2 0
: 60 Minimum Test error found - save the configuration
: 60 | 17787.3 16650.8 0.0101261 0.00101733 87827.8 0
: 61 Minimum Test error found - save the configuration
: 61 | 17623.8 16493.4 0.0101079 0.00100536 87887.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17471.1 16345.1 0.010118 0.00100127 87751 0
: 63 Minimum Test error found - save the configuration
: 63 | 17313.7 16198.3 0.0101707 0.0010209 87433.3 0
: 64 Minimum Test error found - save the configuration
: 64 | 17160.9 16050.4 0.0101476 0.00100576 87509.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 17007.3 15907.8 0.0101324 0.00100854 87681.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16856 15762.8 0.0101296 0.0010036 87661.3 0
: 67 Minimum Test error found - save the configuration
: 67 | 16706.3 15620.2 0.0102417 0.00102429 86791.8 0
: 68 Minimum Test error found - save the configuration
: 68 | 16556.2 15481.5 0.0101679 0.00100939 87350.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16410.5 15340.6 0.0101313 0.0010053 87661.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16263 15202.1 0.01012 0.00100336 87752 0
: 71 Minimum Test error found - save the configuration
: 71 | 16118.8 15063.6 0.0101357 0.00101252 87689.1 0
: 72 Minimum Test error found - save the configuration
: 72 | 15975.2 14927.2 0.0101669 0.00100269 87296 0
: 73 Minimum Test error found - save the configuration
: 73 | 15830.8 14793.7 0.0101397 0.00100664 87593.5 0
: 74 Minimum Test error found - save the configuration
: 74 | 15691.5 14659.3 0.0101615 0.00102248 87536.8 0
: 75 Minimum Test error found - save the configuration
: 75 | 15550.5 14527 0.0101331 0.00100447 87636 0
: 76 Minimum Test error found - save the configuration
: 76 | 15411 14397.6 0.010156 0.00100691 87440.4 0
: 77 Minimum Test error found - save the configuration
: 77 | 15275.1 14266.7 0.0101347 0.00100834 87658.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15139.6 14136.4 0.0102793 0.00103711 86559.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 15004 14008.2 0.0102795 0.0010224 86420.4 0
: 80 Minimum Test error found - save the configuration
: 80 | 14868.7 13883.5 0.0102444 0.00101141 86645.9 0
: 81 Minimum Test error found - save the configuration
: 81 | 14736.7 13759.2 0.0102486 0.00102352 86720.5 0
: 82 Minimum Test error found - save the configuration
: 82 | 14605.6 13635.8 0.0102024 0.00101591 87084.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14475.4 13513.4 0.0102145 0.00102291 87036 0
: 84 Minimum Test error found - save the configuration
: 84 | 14346.2 13392.2 0.0101943 0.00102348 87232.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14219.8 13270 0.0101689 0.00100808 87328.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 14090.9 13152.2 0.0101555 0.00100657 87442 0
: 87 Minimum Test error found - save the configuration
: 87 | 13965.8 13034.3 0.0101833 0.00101822 87287.6 0
: 88 Minimum Test error found - save the configuration
: 88 | 13840.6 12918.7 0.0102474 0.00101125 86615.9 0
: 89 Minimum Test error found - save the configuration
: 89 | 13717.6 12803.1 0.010155 0.00100466 87428.6 0
: 90 Minimum Test error found - save the configuration
: 90 | 13596 12687.2 0.0101465 0.00100798 87541.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13473.8 12573.9 0.0101681 0.00100536 87310.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13354.2 12460.1 0.010152 0.00100447 87455.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13234.3 12348.1 0.0101713 0.00100585 87284.6 0
: 94 Minimum Test error found - save the configuration
: 94 | 13115.4 12239.4 0.0101836 0.00102352 87335.6 0
: 95 Minimum Test error found - save the configuration
: 95 | 12999 12129.2 0.0101577 0.00100474 87403.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12882.6 12020.7 0.0101679 0.00101269 87381.9 0
: 97 Minimum Test error found - save the configuration
: 97 | 12767.4 11913.3 0.0101536 0.00100852 87478.5 0
: 98 Minimum Test error found - save the configuration
: 98 | 12653.5 11806.8 0.0101986 0.00102474 87204.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12539.8 11700.2 0.0102182 0.00101599 86935.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12429 11594 0.010245 0.00103185 86832.4 0
: 101 Minimum Test error found - save the configuration
: 101 | 12314.9 11493.4 0.0102154 0.00100922 86897.8 0
: 102 Minimum Test error found - save the configuration
: 102 | 12207.5 11388.1 0.0102061 0.00101457 87036.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12096.4 11285.8 0.0104361 0.00102854 85038.4 0
: 104 Minimum Test error found - save the configuration
: 104 | 11988.1 11187.9 0.0102362 0.00103663 86960.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11879.8 11087.6 0.0101844 0.00100732 87173.2 0
: 106 Minimum Test error found - save the configuration
: 106 | 11775.2 10987 0.010188 0.00101081 87172.4 0
: 107 Minimum Test error found - save the configuration
: 107 | 11668.3 10890.3 0.0102092 0.00101063 86970.2 0
: 108 Minimum Test error found - save the configuration
: 108 | 11562.9 10795.3 0.0102707 0.0010166 86448.2 0
: 109 Minimum Test error found - save the configuration
: 109 | 11460.2 10699.7 0.0102087 0.00100784 86948.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11357.8 10602.2 0.0102191 0.00101534 86920.8 0
: 111 Minimum Test error found - save the configuration
: 111 | 11255.2 10506.5 0.0101939 0.00100889 87098.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11153.2 10414.6 0.0101973 0.00101025 87079.4 0
: 113 Minimum Test error found - save the configuration
: 113 | 11054.5 10320.1 0.0101905 0.0010114 87154.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10954.3 10227.7 0.0102439 0.0010304 86829.5 0
: 115 Minimum Test error found - save the configuration
: 115 | 10855.6 10139.1 0.0101802 0.00101128 87251.5 0
: 116 Minimum Test error found - save the configuration
: 116 | 10758.3 10046.5 0.010202 0.00100826 87016.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10661.3 9956.85 0.0101947 0.00101031 87103.9 0
: 118 Minimum Test error found - save the configuration
: 118 | 10564.5 9872.55 0.0102121 0.00101348 86969.3 0
: 119 Minimum Test error found - save the configuration
: 119 | 10470.8 9780.31 0.010188 0.00101102 87174.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10374.9 9694.94 0.0101895 0.00101078 87158.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10281.9 9609.04 0.0102148 0.00101151 86925 0
: 122 Minimum Test error found - save the configuration
: 122 | 10189.8 9524.72 0.0102836 0.00102936 86447.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10097.2 9438.13 0.0102034 0.00101162 87034.4 0
: 124 Minimum Test error found - save the configuration
: 124 | 10005.6 9356.85 0.0102107 0.00101248 86973.6 0
: 125 Minimum Test error found - save the configuration
: 125 | 9916.5 9269.61 0.0102546 0.00103669 86787.9 0
: 126 Minimum Test error found - save the configuration
: 126 | 9825.47 9194.06 0.0102087 0.00101159 86983.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9737.43 9106.13 0.0101888 0.00101133 87170.1 0
: 128 Minimum Test error found - save the configuration
: 128 | 9649.65 9026.25 0.0103368 0.00109861 86597 0
: 129 Minimum Test error found - save the configuration
: 129 | 9562.71 8944.79 0.0102168 0.00101276 86918.4 0
: 130 Minimum Test error found - save the configuration
: 130 | 9475.3 8867.61 0.0102076 0.00102037 87077.1 0
: 131 Minimum Test error found - save the configuration
: 131 | 9389.51 8789.19 0.010189 0.00101288 87182.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9305.79 8707.52 0.0102021 0.00100908 87022.7 0
: 133 Minimum Test error found - save the configuration
: 133 | 9220.83 8635.36 0.0102169 0.00101037 86894.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 9136.69 8560.88 0.0102054 0.00101024 87002.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 9054.29 8486.72 0.0102438 0.00103521 86874.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8972.69 8409.25 0.0102084 0.0010125 86995.7 0
: 137 Minimum Test error found - save the configuration
: 137 | 8891.49 8330.78 0.0102081 0.00101249 86997.8 0
: 138 Minimum Test error found - save the configuration
: 138 | 8810.6 8259.9 0.0102243 0.00101444 86863.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8729.8 8188.25 0.0104248 0.00102924 85146.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8651.12 8113.85 0.0102606 0.00102603 86631.2 0
: 141 Minimum Test error found - save the configuration
: 141 | 8574.31 8036.28 0.0102522 0.00102197 86671.5 0
: 142 Minimum Test error found - save the configuration
: 142 | 8493.98 7971.18 0.0103266 0.00104341 86177.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8417.76 7896.27 0.010263 0.00102424 86591.2 0
: 144 Minimum Test error found - save the configuration
: 144 | 8341.44 7833.98 0.0103064 0.00101585 86109.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8265.77 7757.84 0.0104003 0.00104611 85523.4 0
: 146 Minimum Test error found - save the configuration
: 146 | 8191.15 7685.43 0.0104555 0.00103571 84927.3 0
: 147 Minimum Test error found - save the configuration
: 147 | 8114.54 7627.26 0.0103425 0.001032 85924.5 0
: 148 Minimum Test error found - save the configuration
: 148 | 8042.49 7551.19 0.0102948 0.00103987 86440.5 0
: 149 Minimum Test error found - save the configuration
: 149 | 7968.77 7483.85 0.0105057 0.00103692 84488.3 0
: 150 Minimum Test error found - save the configuration
: 150 | 7896.19 7421.6 0.0103072 0.00102071 86146.3 0
: 151 Minimum Test error found - save the configuration
: 151 | 7825.31 7345.15 0.010232 0.00101349 86781.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7753.3 7287.8 0.0102348 0.00101138 86735.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7681.49 7217.85 0.0105554 0.00106087 84258.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7614.68 7154.97 0.0102382 0.0010138 86726.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7542.95 7098.18 0.0102694 0.0010386 86666.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7473.46 7021.16 0.0102398 0.00101722 86743.6 0
: 157 Minimum Test error found - save the configuration
: 157 | 7407.21 6967.08 0.0102286 0.00101537 86831.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7338.23 6901.2 0.0102476 0.00101864 86683.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7271.16 6834.53 0.0102352 0.00101987 86811.5 0
: 160 Minimum Test error found - save the configuration
: 160 | 7205.41 6778.71 0.0102436 0.00101647 86701 0
: 161 Minimum Test error found - save the configuration
: 161 | 7140.06 6721.8 0.0102535 0.00101886 86630.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7074.38 6651.34 0.0102276 0.00101563 86843.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 7010.28 6599.83 0.0102327 0.00101721 86810.1 0
: 164 Minimum Test error found - save the configuration
: 164 | 6945.04 6527.95 0.0102291 0.00101616 86834.3 0
: 165 Minimum Test error found - save the configuration
: 165 | 6882.21 6477.95 0.0103296 0.0010334 86056.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6819.54 6420.44 0.0103113 0.00101827 86085.9 0
: 167 Minimum Test error found - save the configuration
: 167 | 6758.13 6362.03 0.0102626 0.00101618 86519.8 0
: 168 Minimum Test error found - save the configuration
: 168 | 6694.66 6305.62 0.0102873 0.00106166 86715.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6633.69 6248.7 0.0103378 0.00102362 85890.6 0
: 170 Minimum Test error found - save the configuration
: 170 | 6573.07 6181.03 0.0103719 0.0010374 85703.8 0
: 171 Minimum Test error found - save the configuration
: 171 | 6512.76 6131.25 0.0102576 0.00101929 86595.6 0
: 172 Minimum Test error found - save the configuration
: 172 | 6453.53 6073.82 0.0102448 0.00101495 86675.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6394.65 6025.74 0.0102494 0.00101523 86635.1 0
: 174 Minimum Test error found - save the configuration
: 174 | 6335.24 5966.3 0.0102459 0.00101503 86666.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6277.91 5911.01 0.0102751 0.00103514 86580.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6219.52 5850.81 0.0102569 0.00101677 86578.5 0
: 177 Minimum Test error found - save the configuration
: 177 | 6163.01 5796.88 0.0102678 0.0010286 86587.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 6106.19 5744.25 0.0102468 0.00101654 86671 0
: 179 Minimum Test error found - save the configuration
: 179 | 6050.65 5685.94 0.0102399 0.00101868 86756.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 5993.96 5641.54 0.0102818 0.00101805 86357.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5940.06 5578.86 0.0104305 0.0010435 85224.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5885.03 5546.78 0.0104584 0.00103348 84881.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5830.9 5474.34 0.0105387 0.00102246 84067.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5778.3 5422.33 0.0105067 0.00104912 84587.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5723.57 5374.8 0.0106359 0.0010679 83612.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5670.73 5329.95 0.010519 0.0010334 84338.5 0
: 187 Minimum Test error found - save the configuration
: 187 | 5619.47 5276.88 0.0105162 0.00103366 84365.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5567.46 5226.26 0.0104619 0.00101834 84713.7 0
: 189 Minimum Test error found - save the configuration
: 189 | 5516.44 5188.34 0.0106366 0.00106714 83599 0
: 190 Minimum Test error found - save the configuration
: 190 | 5465.28 5128.72 0.0106227 0.00104013 83485.1 0
: 191 Minimum Test error found - save the configuration
: 191 | 5415.13 5093.58 0.0105798 0.0010743 84161.6 0
: 192 Minimum Test error found - save the configuration
: 192 | 5366.72 5035.27 0.0104639 0.00107305 85189.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5315.6 4995.33 0.010535 0.00102006 84078.6 0
: 194 Minimum Test error found - save the configuration
: 194 | 5266.97 4956.61 0.0104942 0.0010487 84696.3 0
: 195 Minimum Test error found - save the configuration
: 195 | 5218.19 4891.95 0.010574 0.001059 84077.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5171.97 4874.83 0.010493 0.00103699 84602.3 0
: 197 Minimum Test error found - save the configuration
: 197 | 5122.05 4809.38 0.0104216 0.00102959 85178.5 0
: 198 Minimum Test error found - save the configuration
: 198 | 5076.16 4762.3 0.0102488 0.00101765 86663.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5029.48 4719 0.0102764 0.0010275 86496.9 0
: 200 Minimum Test error found - save the configuration
: 200 | 4982.49 4680.7 0.0102472 0.00101865 86687 0
: 201 Minimum Test error found - save the configuration
: 201 | 4935.91 4641.41 0.0103658 0.00103037 85695.1 0
: 202 Minimum Test error found - save the configuration
: 202 | 4891.67 4594.09 0.0104393 0.00103187 85038.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4846.56 4554.86 0.0104316 0.00103589 85145.5 0
: 204 Minimum Test error found - save the configuration
: 204 | 4801.55 4509.74 0.0103928 0.00102288 85379.6 0
: 205 Minimum Test error found - save the configuration
: 205 | 4757.15 4461.69 0.0102981 0.00103394 86354.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4714.85 4416.52 0.010404 0.00102051 85256 0
: 207 Minimum Test error found - save the configuration
: 207 | 4671.03 4384.27 0.0104954 0.00102704 84492.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4627.03 4357.25 0.0103059 0.00102302 86180.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4585 4306.28 0.0105476 0.00103847 84130 0
: 210 Minimum Test error found - save the configuration
: 210 | 4543.02 4264.45 0.0104043 0.00104012 85432.3 0
: 211 Minimum Test error found - save the configuration
: 211 | 4500.59 4221.06 0.010372 0.00103747 85703.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4460.97 4194.44 0.0103015 0.00101988 86191.5 0
: 213 Minimum Test error found - save the configuration
: 213 | 4418.78 4169.71 0.0102795 0.00101728 86372.5 0
: 214 Minimum Test error found - save the configuration
: 214 | 4378.34 4108.51 0.010292 0.00101997 86280.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4337.71 4070.86 0.0103286 0.00103986 86125.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4298.32 4045.07 0.0103382 0.00106879 86305 0
: 217 Minimum Test error found - save the configuration
: 217 | 4259.97 3989.26 0.0102628 0.00102009 86554.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4219.98 3956.9 0.010298 0.00101852 86212.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4181.15 3921.04 0.0102723 0.00102109 86475 0
: 220 Minimum Test error found - save the configuration
: 220 | 4143.26 3874.61 0.0102672 0.00102141 86526.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4105.45 3846.61 0.0102656 0.00102848 86607.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4067.71 3813.07 0.0102874 0.00102066 86329.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4030.96 3774.2 0.0102757 0.00102129 86445.1 0
: 224 Minimum Test error found - save the configuration
: 224 | 3993.19 3745.18 0.0102764 0.00102127 86438.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3957.14 3708.18 0.0103065 0.00103412 86277.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3921.07 3662.57 0.0102822 0.00101902 86363.5 0
: 227 Minimum Test error found - save the configuration
: 227 | 3885.51 3623.7 0.0102862 0.00101923 86327.8 0
: 228 Minimum Test error found - save the configuration
: 228 | 3850.11 3604.5 0.0102808 0.00102146 86399.4 0
: 229 Minimum Test error found - save the configuration
: 229 | 3814.82 3556.43 0.0103857 0.00104102 85610.1 0
: 230 Minimum Test error found - save the configuration
: 230 | 3780.23 3522.41 0.0102766 0.00102075 86431.6 0
: 231 Minimum Test error found - save the configuration
: 231 | 3745.53 3482.16 0.0102533 0.00101746 86619.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3711.99 3464.37 0.0103143 0.00103574 86220.2 0
: 233 Minimum Test error found - save the configuration
: 233 | 3677.36 3421.52 0.0102942 0.0010222 86281.6 0
: 234 Minimum Test error found - save the configuration
: 234 | 3644.21 3390.3 0.0103113 0.00101912 86094.3 0
: 235 Minimum Test error found - save the configuration
: 235 | 3612.12 3358.06 0.0103483 0.00103733 85919.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3578.06 3322.94 0.0102595 0.00102113 86595.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3545.82 3293.44 0.0102834 0.00103179 86471 0
: 238 Minimum Test error found - save the configuration
: 238 | 3513.49 3260.94 0.0102569 0.00102471 86653.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3483.08 3228.25 0.0102817 0.00101977 86374.8 0
: 240 Minimum Test error found - save the configuration
: 240 | 3450.33 3209.69 0.0102636 0.00102066 86552.4 0
: 241 Minimum Test error found - save the configuration
: 241 | 3419.3 3175.03 0.0102748 0.00101978 86439.5 0
: 242 Minimum Test error found - save the configuration
: 242 | 3387.99 3145.33 0.010299 0.00103253 86332.6 0
: 243 Minimum Test error found - save the configuration
: 243 | 3357.06 3114.57 0.0102659 0.00102187 86541.9 0
: 244 Minimum Test error found - save the configuration
: 244 | 3326.87 3078.75 0.0102722 0.00102462 86508.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3296.83 3055.01 0.0103646 0.0010382 85778.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3266.29 3021.25 0.0102938 0.00101774 86243.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3237.41 2992.93 0.0102894 0.00101963 86302.1 0
: 248 Minimum Test error found - save the configuration
: 248 | 3207.77 2964.16 0.0104083 0.00102434 85251.4 0
: 249 Minimum Test error found - save the configuration
: 249 | 3178.82 2938.7 0.0104738 0.00103126 84722.6 0
: 250 Minimum Test error found - save the configuration
: 250 | 3150.48 2906.43 0.0103554 0.00102274 85720.8 0
: 251 Minimum Test error found - save the configuration
: 251 | 3120.93 2884.62 0.0103499 0.00102385 85780.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3092.7 2853.59 0.0103333 0.00105622 86233.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3065.13 2827.1 0.0103313 0.00103562 86061 0
: 254 Minimum Test error found - save the configuration
: 254 | 3036.45 2801.4 0.0103459 0.00102002 85783 0
: 255 Minimum Test error found - save the configuration
: 255 | 3010.37 2773.89 0.0104413 0.00104149 85108.1 0
: 256 Minimum Test error found - save the configuration
: 256 | 2982.29 2747.71 0.0103451 0.00103546 85932.2 0
: 257 Minimum Test error found - save the configuration
: 257 | 2954.87 2722.28 0.0103794 0.00103042 85570.5 0
: 258 Minimum Test error found - save the configuration
: 258 | 2928.36 2696.74 0.0102764 0.00101866 86414.2 0
: 259 Minimum Test error found - save the configuration
: 259 | 2902.31 2671.02 0.0103593 0.00103503 85798 0
: 260 Minimum Test error found - save the configuration
: 260 | 2875.29 2645.46 0.0102948 0.00102333 86286.6 0
: 261 Minimum Test error found - save the configuration
: 261 | 2849.96 2618.79 0.0102918 0.00102187 86300.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2823.79 2595.38 0.0102691 0.00101877 86483.2 0
: 263 Minimum Test error found - save the configuration
: 263 | 2798.44 2571.49 0.0102667 0.00101797 86497.9 0
: 264 Minimum Test error found - save the configuration
: 264 | 2773.25 2548.81 0.0102946 0.0010231 86286.2 0
: 265 Minimum Test error found - save the configuration
: 265 | 2747.38 2525.75 0.0103269 0.00104862 86223.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2723.21 2502.25 0.0102749 0.00101921 86432.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2698.69 2480.28 0.0102546 0.00101936 86624.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2673.84 2455.05 0.0102889 0.00102263 86334.3 0
: 269 Minimum Test error found - save the configuration
: 269 | 2649.41 2432.7 0.0104461 0.00105817 85216 0
: 270 Minimum Test error found - save the configuration
: 270 | 2626.05 2407.53 0.0103086 0.00101838 86111.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2602.66 2386.95 0.0102796 0.00101971 86394.3 0
: 272 Minimum Test error found - save the configuration
: 272 | 2578.56 2364.88 0.0103087 0.00102226 86146.9 0
: 273 Minimum Test error found - save the configuration
: 273 | 2554.71 2343.42 0.0102962 0.00102794 86316.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2532.56 2321.12 0.0102836 0.00101959 86355.5 0
: 275 Minimum Test error found - save the configuration
: 275 | 2508.32 2299.85 0.0102838 0.00103874 86532.3 0
: 276 Minimum Test error found - save the configuration
: 276 | 2486.91 2279.73 0.0103033 0.00103744 86338.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2464.12 2256.15 0.0102771 0.00102477 86465 0
: 278 Minimum Test error found - save the configuration
: 278 | 2440.69 2236.06 0.0102686 0.00102085 86507.4 0
: 279 Minimum Test error found - save the configuration
: 279 | 2419.53 2214.53 0.0103089 0.00103733 86284.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2396.59 2194.81 0.0102893 0.00103355 86432.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2375.63 2175.2 0.0102973 0.00102334 86263.1 0
: 282 Minimum Test error found - save the configuration
: 282 | 2353.86 2153.3 0.0104706 0.00105013 84921.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2332.74 2133.55 0.0103808 0.00102911 85545.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2310.91 2113.76 0.0104471 0.00103124 84963.3 0
: 285 Minimum Test error found - save the configuration
: 285 | 2289.96 2094.98 0.0104621 0.00105774 85066.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2269.18 2074.96 0.0103786 0.00105243 85779.9 0
: 287 Minimum Test error found - save the configuration
: 287 | 2247.79 2056.29 0.0104088 0.00103691 85361.2 0
: 288 Minimum Test error found - save the configuration
: 288 | 2228.47 2036.7 0.010472 0.00102588 84690.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2207.05 2018.48 0.0105135 0.0010676 84692.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2186.95 1999.4 0.0104748 0.0010495 84878 0
: 291 Minimum Test error found - save the configuration
: 291 | 2167.38 1980.57 0.0103293 0.00102119 85946.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2146.95 1963.01 0.0103372 0.00102754 85932 0
: 293 Minimum Test error found - save the configuration
: 293 | 2127.42 1945.51 0.0103083 0.00102446 86171.4 0
: 294 Minimum Test error found - save the configuration
: 294 | 2107.53 1927.47 0.0103258 0.00102251 85991.2 0
: 295 Minimum Test error found - save the configuration
: 295 | 2088.61 1909.35 0.0104476 0.00108433 85440.2 0
: 296 Minimum Test error found - save the configuration
: 296 | 2069.47 1891.68 0.0105042 0.00105199 84636.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2049.83 1874.59 0.0105438 0.0010455 84225.7 0
: 298 Minimum Test error found - save the configuration
: 298 | 2031.01 1857.59 0.0105107 0.0010371 84444.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2012.28 1840.32 0.0104964 0.00102126 84431.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1993.92 1823.96 0.0106038 0.00103744 83626.4 0
: 301 Minimum Test error found - save the configuration
: 301 | 1975.62 1805.88 0.0104577 0.00103508 84902.2 0
: 302 Minimum Test error found - save the configuration
: 302 | 1956.78 1789.57 0.0102961 0.00101965 86239.8 0
: 303 Minimum Test error found - save the configuration
: 303 | 1938.38 1773.57 0.0103049 0.00101886 86150.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1920.62 1757.51 0.0103023 0.00102005 86186.3 0
: 305 Minimum Test error found - save the configuration
: 305 | 1902.67 1741.83 0.0103242 0.00105298 86288.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1885.13 1726.29 0.0102859 0.00101974 86335.9 0
: 307 Minimum Test error found - save the configuration
: 307 | 1867.56 1710.17 0.0102821 0.00102131 86385.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1850.12 1693.5 0.0103939 0.00104403 85562.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1832.75 1678.21 0.0104536 0.00105145 85087 0
: 310 Minimum Test error found - save the configuration
: 310 | 1815.42 1663.23 0.0104316 0.00102205 85020.2 0
: 311 Minimum Test error found - save the configuration
: 311 | 1798.58 1647.63 0.010476 0.00103484 84735 0
: 312 Minimum Test error found - save the configuration
: 312 | 1781.8 1632.58 0.0104583 0.00103642 84909.1 0
: 313 Minimum Test error found - save the configuration
: 313 | 1764.71 1617.62 0.0104767 0.0010369 84747.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1748.36 1602.65 0.0105108 0.00103459 84422 0
: 315 Minimum Test error found - save the configuration
: 315 | 1731.85 1588.83 0.010407 0.00106326 85619 0
: 316 Minimum Test error found - save the configuration
: 316 | 1715.39 1573.63 0.0103666 0.00103621 85741.3 0
: 317 Minimum Test error found - save the configuration
: 317 | 1698.99 1559.39 0.0103273 0.00102259 85978 0
: 318 Minimum Test error found - save the configuration
: 318 | 1682.95 1545.72 0.01038 0.00102674 85531.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1667.15 1531.38 0.0103615 0.00102446 85679.9 0
: 320 Minimum Test error found - save the configuration
: 320 | 1651.83 1516.44 0.0103428 0.00102172 85827.2 0
: 321 Minimum Test error found - save the configuration
: 321 | 1635.66 1502.41 0.0103121 0.00102118 86105.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1619.86 1489.47 0.0103496 0.00102644 85808.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1605.13 1475.16 0.0103488 0.00102128 85767.5 0
: 324 Minimum Test error found - save the configuration
: 324 | 1589.78 1461.85 0.0103017 0.00102067 86197.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1574.22 1448.1 0.0102989 0.00104101 86412.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1559.5 1434.19 0.010324 0.00103971 86167.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1544.16 1421.97 0.0102809 0.0010197 86382.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1530.06 1408.39 0.0103064 0.00102486 86192.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1515.01 1395.52 0.0103968 0.00112954 86325 0
: 330 Minimum Test error found - save the configuration
: 330 | 1500.72 1382.41 0.0103008 0.00102172 86215.2 0
: 331 Minimum Test error found - save the configuration
: 331 | 1486.36 1369.35 0.0102846 0.00102096 86359 0
: 332 Minimum Test error found - save the configuration
: 332 | 1471.87 1356.62 0.0102998 0.00103748 86371.6 0
: 333 Minimum Test error found - save the configuration
: 333 | 1457.57 1344.42 0.010287 0.00102274 86352.9 0
: 334 Minimum Test error found - save the configuration
: 334 | 1443.88 1332.18 0.0102924 0.00102084 86285.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1429.82 1319.73 0.0102796 0.00101806 86378.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1416.19 1307.86 0.0103259 0.00103841 86137.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1402.51 1296.63 0.0102877 0.00102865 86401.8 0
: 338 Minimum Test error found - save the configuration
: 338 | 1389.38 1283.86 0.0102735 0.00102068 86460.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1376.01 1272.41 0.010316 0.00102359 86091.8 0
: 340 Minimum Test error found - save the configuration
: 340 | 1362.49 1260.28 0.0102789 0.00102096 86412.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1349.48 1248.11 0.0103142 0.00104385 86296.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1336.61 1236.42 0.010301 0.00103703 86355.8 0
: 343 Minimum Test error found - save the configuration
: 343 | 1323.32 1225.17 0.0102909 0.00102212 86311.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1310.75 1213.64 0.0102919 0.0010217 86298.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1298.39 1201.87 0.0103092 0.00102494 86167.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1285.48 1191.35 0.0103169 0.00102354 86083.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1273.3 1180.06 0.0103266 0.00104655 86206.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1261.44 1169.21 0.01029 0.00102085 86307.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1248.53 1158.39 0.0103013 0.00102312 86223.7 0
: 350 Minimum Test error found - save the configuration
: 350 | 1237.1 1147.04 0.0104083 0.00103206 85322.3 0
: 351 Minimum Test error found - save the configuration
: 351 | 1224.33 1136.98 0.0102997 0.00103114 86312.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1213.01 1125.73 0.0102931 0.00102066 86277.5 0
: 353 Minimum Test error found - save the configuration
: 353 | 1201.03 1115.28 0.0102775 0.00101871 86404.8 0
: 354 Minimum Test error found - save the configuration
: 354 | 1189.68 1104.12 0.0102837 0.00102185 86375.4 0
: 355 Minimum Test error found - save the configuration
: 355 | 1178.09 1094.55 0.0102951 0.00102321 86282.2 0
: 356 Minimum Test error found - save the configuration
: 356 | 1166.46 1084.04 0.01034 0.00103962 86018.3 0
: 357 Minimum Test error found - save the configuration
: 357 | 1155.33 1073.26 0.0103767 0.00102494 85545.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1144.18 1064.18 0.0103165 0.00102361 86086.9 0
: 359 Minimum Test error found - save the configuration
: 359 | 1132.94 1053.69 0.0102795 0.00101943 86392 0
: 360 Minimum Test error found - save the configuration
: 360 | 1122.6 1043.66 0.01035 0.00102254 85768.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1111.09 1033.33 0.0103084 0.00101953 86124.9 0
: 362 Minimum Test error found - save the configuration
: 362 | 1100.11 1023.6 0.0103129 0.00102337 86118.7 0
: 363 Minimum Test error found - save the configuration
: 363 | 1089.5 1013.99 0.0104438 0.00102679 84953 0
: 364 Minimum Test error found - save the configuration
: 364 | 1078.66 1004.3 0.0103478 0.00102195 85783.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1068.44 994.359 0.0103382 0.00102152 85867.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1057.71 984.986 0.0103712 0.0010402 85735.4 0
: 367 Minimum Test error found - save the configuration
: 367 | 1047.53 975.673 0.0103671 0.00102179 85604.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1037.18 966.557 0.0103646 0.00102003 85611.5 0
: 369 Minimum Test error found - save the configuration
: 369 | 1027.3 957.622 0.0103056 0.00102102 86163.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 1017.61 947.655 0.010419 0.00103824 85281.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 1007.06 939.201 0.0104611 0.0010315 84839.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 997.511 930.258 0.0103051 0.00102122 86170.6 0
: 373 Minimum Test error found - save the configuration
: 373 | 987.614 921.166 0.0102873 0.0010224 86346.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 977.595 912.47 0.0103245 0.00102616 86037 0
: 375 Minimum Test error found - save the configuration
: 375 | 968.228 903.866 0.010304 0.00101974 86167.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 958.885 894.853 0.0103251 0.00103918 86152.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 949.636 885.821 0.0103494 0.0010206 85756 0
: 378 Minimum Test error found - save the configuration
: 378 | 939.71 877.631 0.0103052 0.00102333 86189.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 931.226 868.699 0.010281 0.00102033 86386.9 0
: 380 Minimum Test error found - save the configuration
: 380 | 921.547 860.252 0.0102866 0.00102098 86341.1 0
: 381 Minimum Test error found - save the configuration
: 381 | 912.484 851.961 0.0103406 0.00102296 85859 0
: 382 Minimum Test error found - save the configuration
: 382 | 903.635 843.797 0.0102965 0.00102425 86279.1 0
: 383 Minimum Test error found - save the configuration
: 383 | 894.581 835.568 0.0103402 0.00103711 85992.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 885.865 827.194 0.0103044 0.00102846 86244.4 0
: 385 Minimum Test error found - save the configuration
: 385 | 876.785 819.306 0.010286 0.00101974 86334.4 0
: 386 Minimum Test error found - save the configuration
: 386 | 868.175 811.259 0.0103386 0.0010553 86176.2 0
: 387 Minimum Test error found - save the configuration
: 387 | 859.596 803.401 0.0102994 0.00102596 86267.5 0
: 388 Minimum Test error found - save the configuration
: 388 | 851.126 795.775 0.0102899 0.00102212 86320.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 842.739 787.654 0.0103571 0.00103948 85858.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 834.182 780.056 0.0104293 0.00103072 85118.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 825.738 773.171 0.0103288 0.00102204 85959.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 817.931 764.979 0.0103585 0.00102052 85671.8 0
: 393 Minimum Test error found - save the configuration
: 393 | 809.607 757.245 0.0103676 0.0010287 85662.9 0
: 394 Minimum Test error found - save the configuration
: 394 | 801.744 749.393 0.0103402 0.00102236 85856.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 793.551 742.083 0.0102819 0.0010215 86389.2 0
: 396 Minimum Test error found - save the configuration
: 396 | 785.628 734.747 0.0103146 0.00103548 86215.3 0
: 397 Minimum Test error found - save the configuration
: 397 | 777.73 727.136 0.0102846 0.00102105 86359.7 0
: 398 Minimum Test error found - save the configuration
: 398 | 770.044 719.793 0.0103055 0.00102256 86179.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 762.277 713.151 0.0103625 0.00102157 85644.4 0
: 400 Minimum Test error found - save the configuration
: 400 | 754.767 705.574 0.0103766 0.00102143 85514.1 0
: 401 Minimum Test error found - save the configuration
: 401 | 747.061 698.591 0.0103924 0.00102965 85444.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 739.395 691.882 0.0103505 0.00102413 85778.5 0
: 403 Minimum Test error found - save the configuration
: 403 | 732.032 684.652 0.0103596 0.00102415 85695 0
: 404 Minimum Test error found - save the configuration
: 404 | 724.737 677.818 0.0103164 0.0010233 86085.5 0
: 405 Minimum Test error found - save the configuration
: 405 | 717.707 670.694 0.0103105 0.00102473 86153.6 0
: 406 Minimum Test error found - save the configuration
: 406 | 710.075 664.085 0.0103273 0.00104028 86141.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 703.011 657.569 0.0103539 0.00102166 85724.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 696.142 650.837 0.010345 0.00102206 85810 0
: 409 Minimum Test error found - save the configuration
: 409 | 688.779 644.234 0.0103428 0.00102889 85892.9 0
: 410 Minimum Test error found - save the configuration
: 410 | 682.007 637.55 0.0104398 0.0010519 85216 0
: 411 Minimum Test error found - save the configuration
: 411 | 674.986 631.145 0.0103213 0.00103662 86163.6 0
: 412 Minimum Test error found - save the configuration
: 412 | 667.979 624.505 0.0102997 0.00102049 86214.4 0
: 413 Minimum Test error found - save the configuration
: 413 | 661.6 618.583 0.010364 0.00102141 85629.6 0
: 414 Minimum Test error found - save the configuration
: 414 | 654.884 611.701 0.0103531 0.00105582 86046.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 647.982 605.194 0.0103524 0.00102579 85775.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 641.26 599.204 0.0103542 0.00103819 85873.7 0
: 417 Minimum Test error found - save the configuration
: 417 | 634.69 592.945 0.010319 0.00102164 86045.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 628.158 586.929 0.0103512 0.00102369 85767.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 621.76 580.678 0.0103243 0.00102573 86034.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 615.511 574.786 0.0104027 0.0010455 85495.9 0
: 421 Minimum Test error found - save the configuration
: 421 | 609.412 568.707 0.0104142 0.00103232 85270.5 0
: 422 Minimum Test error found - save the configuration
: 422 | 602.949 562.676 0.0103467 0.00102252 85798 0
: 423 Minimum Test error found - save the configuration
: 423 | 596.625 557.134 0.0103416 0.00102689 85886 0
: 424 Minimum Test error found - save the configuration
: 424 | 590.812 551.214 0.0103548 0.00104526 85933.5 0
: 425 Minimum Test error found - save the configuration
: 425 | 584.469 545.183 0.0109558 0.00115672 81640.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 578.298 539.706 0.0114182 0.00121435 78401.7 0
: 427 Minimum Test error found - save the configuration
: 427 | 572.542 534.483 0.0112519 0.00108624 78696.4 0
: 428 Minimum Test error found - save the configuration
: 428 | 566.695 528.235 0.0108392 0.00105392 81755.4 0
: 429 Minimum Test error found - save the configuration
: 429 | 560.739 522.742 0.010815 0.00104384 81873.9 0
: 430 Minimum Test error found - save the configuration
: 430 | 555.187 516.965 0.0109862 0.00106323 80621 0
: 431 Minimum Test error found - save the configuration
: 431 | 549.269 511.674 0.0107301 0.00109568 83035.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 543.292 506.624 0.0105793 0.00109845 84380.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 538.046 501.036 0.0109877 0.00111897 81063.8 0
: 434 Minimum Test error found - save the configuration
: 434 | 532.479 495.76 0.0110226 0.00113832 80936.6 0
: 435 Minimum Test error found - save the configuration
: 435 | 526.866 490.154 0.0111126 0.00106268 79602.8 0
: 436 Minimum Test error found - save the configuration
: 436 | 521.378 485.639 0.0111802 0.001119 79513.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 516.379 479.675 0.0108637 0.00106968 81682.8 0
: 438 Minimum Test error found - save the configuration
: 438 | 510.618 474.631 0.0106439 0.00106195 83490 0
: 439 Minimum Test error found - save the configuration
: 439 | 505.407 469.409 0.0105137 0.00102256 84289.1 0
: 440 Minimum Test error found - save the configuration
: 440 | 499.604 464.926 0.0113779 0.00118286 78469.6 0
: 441 Minimum Test error found - save the configuration
: 441 | 495.14 459.811 0.0115944 0.0012238 77141.3 0
: 442 Minimum Test error found - save the configuration
: 442 | 489.813 454.725 0.0113689 0.00114101 78217.2 0
: 443 Minimum Test error found - save the configuration
: 443 | 484.611 449.991 0.0114766 0.00118871 77761.1 0
: 444 Minimum Test error found - save the configuration
: 444 | 479.571 445.53 0.0114632 0.00116658 77695.7 0
: 445 Minimum Test error found - save the configuration
: 445 | 474.534 440.128 0.0109171 0.00108623 81376.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 469.393 435.733 0.0112924 0.00120341 79294.3 0
: 447 Minimum Test error found - save the configuration
: 447 | 464.68 431.208 0.0108471 0.00108789 81974.2 0
: 448 Minimum Test error found - save the configuration
: 448 | 460.007 425.956 0.0109177 0.00113199 81751.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 454.902 421.983 0.0111295 0.00105795 79431.8 0
: 450 Minimum Test error found - save the configuration
: 450 | 450.396 416.991 0.0107461 0.00103623 82390.7 0
: 451 Minimum Test error found - save the configuration
: 451 | 445.567 412.756 0.0107131 0.00105945 82870.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 441.019 407.85 0.011115 0.00106911 79634.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 436.422 403.178 0.0110558 0.0011281 80582.5 0
: 454 Minimum Test error found - save the configuration
: 454 | 431.869 399.589 0.0120598 0.00129648 74326.6 0
: 455 Minimum Test error found - save the configuration
: 455 | 427.395 394.945 0.0118287 0.00130381 76010 0
: 456 Minimum Test error found - save the configuration
: 456 | 422.667 390.052 0.0117782 0.00115329 75294.8 0
: 457 Minimum Test error found - save the configuration
: 457 | 418.075 386.236 0.0118044 0.00117116 75235.8 0
: 458 Minimum Test error found - save the configuration
: 458 | 413.794 382.094 0.011492 0.00112818 77191.9 0
: 459 Minimum Test error found - save the configuration
: 459 | 409.632 377.817 0.0112631 0.00114645 79077.8 0
: 460 Minimum Test error found - save the configuration
: 460 | 405.064 373.542 0.011411 0.00102986 77062.6 0
: 461 Minimum Test error found - save the configuration
: 461 | 400.725 369.605 0.0103527 0.00102638 85779 0
: 462 Minimum Test error found - save the configuration
: 462 | 396.702 365.077 0.0103173 0.00102187 86063.9 0
: 463 Minimum Test error found - save the configuration
: 463 | 392.415 360.75 0.0103153 0.00102203 86084 0
: 464 Minimum Test error found - save the configuration
: 464 | 388.361 357.257 0.0103459 0.00104084 85974.4 0
: 465 Minimum Test error found - save the configuration
: 465 | 384.009 353.231 0.0106432 0.00115469 84312.1 0
: 466 Minimum Test error found - save the configuration
: 466 | 380.009 349.211 0.0111914 0.00109736 79254.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 376.024 345.121 0.0115733 0.00135443 78286.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 372.008 341.661 0.011429 0.0011416 77765.4 0
: 469 Minimum Test error found - save the configuration
: 469 | 368.25 337.777 0.0110179 0.00111155 80756.3 0
: 470 Minimum Test error found - save the configuration
: 470 | 364.321 333.433 0.0112328 0.00113273 79207.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 360.352 329.927 0.0112425 0.00109362 78826.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 356.4 326.445 0.0105318 0.00106862 84538.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 352.535 322.589 0.0104188 0.00106687 85543.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 349.183 318.395 0.0103439 0.00104371 86020.1 0
: 475 Minimum Test error found - save the configuration
: 475 | 344.839 315.424 0.0103115 0.00102178 86116.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 341.29 311.787 0.0103265 0.00102772 86032.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 337.646 308.751 0.0103496 0.00102037 85752.3 0
: 478 Minimum Test error found - save the configuration
: 478 | 334.063 304.713 0.0103344 0.00102104 85898 0
: 479 Minimum Test error found - save the configuration
: 479 | 330.464 301.479 0.0103359 0.00103342 85998.2 0
: 480 Minimum Test error found - save the configuration
: 480 | 326.978 297.832 0.0103375 0.00104065 86050.7 0
: 481 Minimum Test error found - save the configuration
: 481 | 323.479 294.419 0.0103297 0.00102132 85943.8 0
: 482 Minimum Test error found - save the configuration
: 482 | 320.135 291.247 0.0103251 0.00101946 85969.7 0
: 483 Minimum Test error found - save the configuration
: 483 | 316.606 288.88 0.0103755 0.00103799 85675.7 0
: 484 Minimum Test error found - save the configuration
: 484 | 313.468 284.721 0.0103118 0.00102443 86138.3 0
: 485 Minimum Test error found - save the configuration
: 485 | 309.952 281.215 0.0103117 0.00102096 86107.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 306.285 277.912 0.0103147 0.00102402 86107.5 0
: 487 Minimum Test error found - save the configuration
: 487 | 302.966 274.504 0.0104285 0.00102783 85100.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 299.703 272.256 0.0103671 0.00102228 85609.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 296.738 268.576 0.010488 0.00104922 84757.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 293.434 265.59 0.0105228 0.00111295 85017.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 290.112 262.484 0.0104863 0.0010639 84904.2 0
: 492 Minimum Test error found - save the configuration
: 492 | 287.118 259.738 0.0103989 0.00106084 85671.1 0
: 493 Minimum Test error found - save the configuration
: 493 | 283.991 256.696 0.0104494 0.00105625 85168.3 0
: 494 Minimum Test error found - save the configuration
: 494 | 280.898 253.534 0.0103599 0.00102244 85676.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 277.619 250.71 0.010321 0.00101929 86005.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 274.913 248.073 0.0103378 0.00102282 85882.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 271.887 245.63 0.0103241 0.00102213 86003.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 269.018 242.302 0.0103246 0.00102195 85996.7 0
: 499 Minimum Test error found - save the configuration
: 499 | 265.997 239.382 0.0103142 0.00102141 86088.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 263.035 237.542 0.0103554 0.00103566 85839.3 0
: 501 Minimum Test error found - save the configuration
: 501 | 260.348 234.44 0.0103529 0.00102367 85751.9 0
: 502 Minimum Test error found - save the configuration
: 502 | 257.312 232.657 0.0103329 0.0010374 86063 0
: 503 Minimum Test error found - save the configuration
: 503 | 254.71 228.903 0.0103415 0.00102748 85892.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 251.88 226.101 0.0103001 0.00102137 86218.3 0
: 505 Minimum Test error found - save the configuration
: 505 | 248.915 223.869 0.0103028 0.00101902 86171.5 0
: 506 Minimum Test error found - save the configuration
: 506 | 246.468 220.867 0.0102713 0.00102048 86478.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 243.567 218.362 0.0103845 0.00102966 85516.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 240.878 215.824 0.0103067 0.001022 86162.8 0
: 509 Minimum Test error found - save the configuration
: 509 | 238.926 214.459 0.0103278 0.00102315 85978.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 236.047 212.342 0.0103195 0.00102056 86031.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 233.434 209.052 0.0103298 0.00104557 86167.4 0
: 512 Minimum Test error found - save the configuration
: 512 | 230.559 206.347 0.010517 0.00109173 84878.3 0
: 513 Minimum Test error found - save the configuration
: 513 | 228.057 205.309 0.0105547 0.00105307 84196.2 0
: 514 Minimum Test error found - save the configuration
: 514 | 225.721 201.933 0.0104672 0.00103206 84789.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 222.998 201.685 0.0103909 0.00102239 85392.5 0
: 516 Minimum Test error found - save the configuration
: 516 | 220.617 197.286 0.0103744 0.00102599 85576.1 0
: 517 Minimum Test error found - save the configuration
: 517 | 218.053 197.284 0.0103947 0.00102267 85360.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 215.815 193.146 0.0106139 0.00102226 83405.5 0
: 519 Minimum Test error found - save the configuration
: 519 | 213.335 191.412 0.0105024 0.00102983 84454.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 210.859 190.264 0.0105096 0.00103773 84460.4 0
: 521 Minimum Test error found - save the configuration
: 521 | 208.659 187.174 0.0105303 0.0011023 84853.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 206.347 185.822 0.0104073 0.00102993 85311.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 204.031 183.622 0.0104735 0.0010598 84982.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 201.81 180.808 0.0105358 0.00103789 84229.1 0
: 525 Minimum Test error found - save the configuration
: 525 | 199.463 179.113 0.010422 0.0010354 85228.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 197.15 176.355 0.0105117 0.0010373 84438.4 0
: 527 Minimum Test error found - save the configuration
: 527 | 195.088 175.839 0.010625 0.00107665 83784 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.018 173.032 0.0103765 0.00102267 85526.8 0
: 529 Minimum Test error found - save the configuration
: 529 | 190.888 170.185 0.0104764 0.00106167 84973 0
: 530 Minimum Test error found - save the configuration
: 530 | 188.37 168.768 0.0104255 0.00103539 85195.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 186.744 165.591 0.0103904 0.00102058 85380.3 0
: 532 Minimum Test error found - save the configuration
: 532 | 184.361 164.639 0.0103884 0.00102247 85415.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 182.255 163.863 0.0104738 0.00104951 84886.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 180.104 160.911 0.0104229 0.00103399 85206.7 0
: 535 Minimum Test error found - save the configuration
: 535 | 178.147 159.294 0.0105101 0.00108235 84855.9 0
: 536 Minimum Test error found - save the configuration
: 536 | 175.975 157.503 0.0104353 0.00102322 84997 0
: 537 Minimum Test error found - save the configuration
: 537 | 174.177 155.82 0.0103542 0.00102227 85726.7 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.005 152.646 0.0104549 0.00106426 85191.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 170.27 151.463 0.0104362 0.00102296 84987 0
: 540 | 168.105 152.071 0.0102902 0.000989926 86018.6 1
: 541 Minimum Test error found - save the configuration
: 541 | 166.193 148.046 0.0102898 0.00102061 86307.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 164.407 147.003 0.010321 0.00101966 86009.2 0
: 543 Minimum Test error found - save the configuration
: 543 | 162.303 146.272 0.0103158 0.00103579 86206.9 0
: 544 Minimum Test error found - save the configuration
: 544 | 160.6 144.401 0.0104024 0.00106152 85644.9 0
: 545 Minimum Test error found - save the configuration
: 545 | 158.817 141.461 0.0118787 0.00106329 73968.5 0
: 546 Minimum Test error found - save the configuration
: 546 | 156.924 140.868 0.0104939 0.00103374 84564.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.005 138.446 0.0105311 0.00103564 84250.5 0
: 548 Minimum Test error found - save the configuration
: 548 | 153.368 136.364 0.0104393 0.00104829 85188.1 0
: 549 Minimum Test error found - save the configuration
: 549 | 151.527 135.567 0.0104931 0.0010233 84479.3 0
: 550 Minimum Test error found - save the configuration
: 550 | 149.58 134.3 0.0104734 0.00103909 84796.7 0
: 551 Minimum Test error found - save the configuration
: 551 | 147.916 132.291 0.0105421 0.00104873 84269 0
: 552 Minimum Test error found - save the configuration
: 552 | 146.16 130.213 0.0105524 0.00105256 84212.3 0
: 553 Minimum Test error found - save the configuration
: 553 | 144.656 129.454 0.0105449 0.00105085 84263.2 0
: 554 Minimum Test error found - save the configuration
: 554 | 142.769 128.216 0.0105621 0.00106901 84271.7 0
: 555 Minimum Test error found - save the configuration
: 555 | 141.282 127.057 0.0106222 0.0010792 83830.9 0
: 556 Minimum Test error found - save the configuration
: 556 | 139.76 124.633 0.0104455 0.00102646 84934 0
: 557 Minimum Test error found - save the configuration
: 557 | 138.381 124.216 0.010437 0.0010418 85150.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.857 122.839 0.0106481 0.00106546 83484 0
: 559 Minimum Test error found - save the configuration
: 559 | 134.998 120.553 0.0105763 0.00105373 84011 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.489 118.459 0.0104123 0.00102641 85234.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.712 116.905 0.0105075 0.00112636 85277.6 0
: 562 | 130.124 117.563 0.0104234 0.000989896 84804.5 1
: 563 Minimum Test error found - save the configuration
: 563 | 128.433 114.629 0.0103579 0.00105597 86003.2 0
: 564 Minimum Test error found - save the configuration
: 564 | 127.189 112.511 0.010346 0.00102334 85812.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.333 112.419 0.0103084 0.00102281 86154.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 123.924 110.727 0.0103787 0.0011065 86279.2 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.889 109.496 0.0103103 0.00102137 86124.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 121.169 107.93 0.0103764 0.00102237 85524.9 0
: 569 | 119.505 108.324 0.0104158 0.000987857 84854 1
: 570 Minimum Test error found - save the configuration
: 570 | 118.333 106.393 0.0105452 0.00107837 84505.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 116.718 104.886 0.0106626 0.00105501 83267.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.316 103.735 0.0107543 0.00104624 82406.1 0
: 573 Minimum Test error found - save the configuration
: 573 | 114.092 102.65 0.0104161 0.00106266 85530.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 112.739 100.446 0.0104075 0.0010342 85348.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.358 100.034 0.0103422 0.00103007 85909.6 0
: 576 | 110.131 100.095 0.010252 0.000986197 86339.3 1
: 577 Minimum Test error found - save the configuration
: 577 | 108.864 98.5517 0.0102859 0.00102681 86401.6 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.612 96.7519 0.0103136 0.00102549 86131.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.309 95.3954 0.0102928 0.00102403 86311.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 105.477 94.1045 0.0103679 0.00104145 85777.7 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.622 92.3278 0.0104579 0.00106607 85180.6 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.447 90.8704 0.0104696 0.00102816 84733 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.301 90.4903 0.0104093 0.00102611 85259 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.069 90.0185 0.0102997 0.00102151 86223.8 0
: 585 Minimum Test error found - save the configuration
: 585 | 98.7635 88.3803 0.0102843 0.0010269 86417 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.6797 87.3366 0.0103008 0.00102619 86257.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.5331 86.6563 0.0103744 0.00103343 85644.5 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.5061 85.0747 0.0102983 0.00102475 86266.8 0
: 589 | 94.118 85.5279 0.0102578 0.000994176 86359.3 1
: 590 Minimum Test error found - save the configuration
: 590 | 93.5396 82.892 0.0103323 0.00102448 85948.9 0
: 591 | 92.2246 82.9275 0.0103078 0.000988486 85843 1
: 592 Minimum Test error found - save the configuration
: 592 | 90.9978 81.9823 0.0103141 0.00102893 86158.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 90.0991 80.3432 0.0104311 0.00111456 85869.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 89.0748 78.1179 0.010347 0.00102551 85823 0
: 595 | 87.869 78.9266 0.0102704 0.000983587 86143.6 1
: 596 Minimum Test error found - save the configuration
: 596 | 87.0081 77.2686 0.0102768 0.00102244 86445.6 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.6916 76.5978 0.0102679 0.00101955 86501.6 0
: 598 | 84.8264 76.931 0.010245 0.000986086 86403.6 1
: 599 Minimum Test error found - save the configuration
: 599 | 83.9956 75.6396 0.0102817 0.00102031 86380.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.9471 73.9201 0.0103377 0.00102617 85915 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.7987 73.2176 0.0103525 0.00102604 85777.3 0
: 602 Minimum Test error found - save the configuration
: 602 | 81.0484 71.4961 0.0103295 0.00102195 85951.7 0
: 603 | 79.965 72.5246 0.0102598 0.000985597 86260.8 1
: 604 | 79.1511 71.5512 0.0102476 0.000987146 86389.2 2
: 605 Minimum Test error found - save the configuration
: 605 | 78.1467 69.6497 0.0103175 0.00102462 86087.1 0
: 606 Minimum Test error found - save the configuration
: 606 | 77.3251 68.7589 0.0102889 0.00102198 86329 0
: 607 Minimum Test error found - save the configuration
: 607 | 76.2602 68.1438 0.0103858 0.00102801 85489.9 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.3674 67.7247 0.0102843 0.00101972 86350.5 0
: 609 Minimum Test error found - save the configuration
: 609 | 75.0549 66.9025 0.0102745 0.00102003 86445 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.9474 65.207 0.0103597 0.00105977 86022.1 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.7645 65.0069 0.0103392 0.00102459 85886.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.8213 63.0479 0.010284 0.00102124 86367.4 0
: 613 | 70.9571 64.6463 0.0102436 0.000985847 86413.8 1
: 614 Minimum Test error found - save the configuration
: 614 | 70.1389 61.5107 0.0103006 0.00101971 86198.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.3974 61.019 0.0102719 0.00101868 86455.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.5989 59.7503 0.0103577 0.00101964 85671 0
: 617 | 67.7311 60.7326 0.0102613 0.000984596 86237.3 1
: 618 Minimum Test error found - save the configuration
: 618 | 66.762 58.6663 0.0102661 0.00101903 86513.6 0
: 619 | 66.0153 59.8965 0.0103278 0.000993046 85701.2 1
: 620 Minimum Test error found - save the configuration
: 620 | 65.4081 57.5754 0.0104021 0.00109588 85963.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.5745 57.1529 0.0102965 0.00102678 86302.6 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.6922 55.8119 0.0102747 0.00101911 86434.6 0
: 623 Minimum Test error found - save the configuration
: 623 | 63.1276 54.7771 0.0103172 0.00104197 86251.5 0
: 624 Minimum Test error found - save the configuration
: 624 | 62.3248 54.1572 0.010287 0.00101837 86312.9 0
: 625 | 61.6907 54.43 0.010252 0.000985446 86332.4 1
: 626 Minimum Test error found - save the configuration
: 626 | 60.7239 53.7392 0.0102858 0.00103588 86487.6 0
: 627 Minimum Test error found - save the configuration
: 627 | 60.0265 52.8251 0.0105004 0.00104707 84626.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 59.3759 52.2928 0.0104342 0.00103941 85153.9 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.5985 51.122 0.010398 0.00104708 85552.6 0
: 630 | 57.8232 51.7028 0.0104579 0.00100413 84622.6 1
: 631 Minimum Test error found - save the configuration
: 631 | 57.246 50.1613 0.0103967 0.0010454 85549.2 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.7679 48.9472 0.0105992 0.0011083 84291.3 0
: 633 | 55.9885 49.5206 0.0109497 0.00105629 80862.2 1
: 634 Minimum Test error found - save the configuration
: 634 | 55.4894 48.4946 0.0109514 0.00110062 81211.5 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.9039 46.1667 0.0108187 0.00105303 81919.4 0
: 636 | 53.8911 46.2778 0.01065 0.00103005 83160.2 1
: 637 | 53.2095 46.697 0.0106655 0.00101872 82929.5 2
: 638 Minimum Test error found - save the configuration
: 638 | 52.5186 45.1836 0.0108565 0.00110953 82076.8 0
: 639 Minimum Test error found - save the configuration
: 639 | 52.0189 44.7076 0.0108194 0.00112482 82520.4 0
: 640 Minimum Test error found - save the configuration
: 640 | 51.4094 44.0357 0.0107973 0.00108001 82327.4 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.7589 43.4213 0.011158 0.00115866 80005.2 0
: 642 | 50.0884 43.4924 0.010709 0.00105768 82890.5 1
: 643 Minimum Test error found - save the configuration
: 643 | 49.5312 41.5843 0.0106334 0.0010507 83484.1 0
: 644 | 49.1052 42.5401 0.0106373 0.00104928 83437.1 1
: 645 Minimum Test error found - save the configuration
: 645 | 48.6416 41.4961 0.0107496 0.00106532 82608.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 48.0586 40.8353 0.0107634 0.00106436 82482.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 47.2336 40.0709 0.0106618 0.00103955 83140.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.5224 39.7215 0.0104559 0.00102444 84822.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 46.0746 39.453 0.0105714 0.00103153 83858.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.5894 38.9403 0.0104505 0.0010201 84831.7 0
: 651 | 45.078 39.192 0.0104535 0.00101698 84777.4 1
: 652 Minimum Test error found - save the configuration
: 652 | 44.3295 37.8619 0.0105486 0.00108008 84490.1 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.8877 37.3972 0.0104069 0.00104277 85431.9 0
: 654 | 43.2955 37.7929 0.010443 0.00101809 84881.3 1
: 655 Minimum Test error found - save the configuration
: 655 | 42.881 36.8673 0.0103842 0.00102656 85491.2 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.235 36.6312 0.0104532 0.00105546 85127.1 0
: 657 Minimum Test error found - save the configuration
: 657 | 41.8562 36.1507 0.0108417 0.00109274 82059.9 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.4503 35.6286 0.010707 0.00110068 83278.4 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.9548 35.1255 0.010504 0.00105137 84632.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.4928 33.4077 0.0104444 0.00104448 85107.2 0
: 661 | 39.8166 34.6472 0.0103341 0.0010008 85715 1
: 662 Minimum Test error found - save the configuration
: 662 | 39.7214 33.3045 0.0104636 0.00105335 85013.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 39.1776 32.9488 0.0103761 0.00104084 85696.6 0
: 664 | 38.4148 33.269 0.0104134 0.00101283 85101.1 1
: 665 Minimum Test error found - save the configuration
: 665 | 37.9597 32.025 0.0104562 0.00103759 84938.2 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.3872 31.8135 0.0106677 0.00109793 83596.4 0
: 667 | 37.0416 31.9673 0.0105688 0.00101525 83738.1 1
: 668 Minimum Test error found - save the configuration
: 668 | 36.6162 31.2893 0.010612 0.00108123 83938.6 0
: 669 | 36.1321 31.9685 0.0106525 0.00100865 82954.2 1
: 670 Minimum Test error found - save the configuration
: 670 | 35.7506 29.8484 0.0105242 0.00105662 84498.4 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.3751 28.7339 0.0105451 0.00103902 84156.4 0
: 672 | 34.8074 29.4681 0.0108476 0.00102947 81481.7 1
: 673 Minimum Test error found - save the configuration
: 673 | 34.3285 28.5691 0.0107041 0.00108856 83198.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.8552 28.3206 0.0106724 0.00108915 83478.7 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.4187 27.775 0.010697 0.00106653 83069.2 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.0588 27.2825 0.0107604 0.00107587 82606.2 0
: 677 Minimum Test error found - save the configuration
: 677 | 33.1813 27.0189 0.0106871 0.00103029 82842.9 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.7275 26.8224 0.0106193 0.00105653 83658.1 0
: 679 | 31.9453 27.4912 0.0105988 0.00101814 83501.5 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.5735 26.7215 0.0105778 0.00107068 84147.8 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.5182 26.4923 0.0106331 0.00105273 83503.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.9439 24.7895 0.0105276 0.00106625 84554.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.3849 24.7472 0.010483 0.00105157 84822.4 0
: 684 | 29.9412 25.2325 0.0104522 0.000999306 84630.3 1
: 685 Minimum Test error found - save the configuration
: 685 | 29.7389 24.5538 0.0104062 0.00102985 85321.1 0
: 686 | 29.3617 25.9832 0.0104623 0.000990336 84459.5 1
: 687 | 28.8913 24.7549 0.0103302 0.000992166 85671.4 2
: 688 Minimum Test error found - save the configuration
: 688 | 28.4839 23.3241 0.0103496 0.00103862 85919.8 0
: 689 Minimum Test error found - save the configuration
: 689 | 28.2724 22.9661 0.0103677 0.00104568 85818.7 0
: 690 Minimum Test error found - save the configuration
: 690 | 28.0089 22.9111 0.0103544 0.00102432 85744.5 0
: 691 | 27.6071 22.9114 0.0115557 0.00101392 75888.8 1
: 692 Minimum Test error found - save the configuration
: 692 | 27.1438 22.8905 0.0107424 0.00108253 82816.9 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.9103 22.6564 0.0106718 0.00112638 83809.6 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.8128 22.1326 0.0107125 0.00105228 82813.5 0
: 695 Minimum Test error found - save the configuration
: 695 | 26.2771 21.9047 0.0107468 0.00103042 82335.2 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.8175 21.3824 0.0106969 0.00108955 83269.4 0
: 697 | 25.4418 21.7864 0.0106487 0.00103236 83191.5 1
: 698 | 25.1368 21.431 0.0106544 0.00100988 82948.8 2
: 699 Minimum Test error found - save the configuration
: 699 | 24.8436 20.9282 0.0106075 0.00108278 83991.7 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.3935 20.6331 0.0104731 0.00103023 84719.9 0
: 701 Minimum Test error found - save the configuration
: 701 | 24.0659 20.3872 0.0106224 0.00106784 83730 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.6521 19.8258 0.0104468 0.00104792 85116.9 0
: 703 | 23.2981 19.9741 0.010375 0.00100352 85365.3 1
: 704 Minimum Test error found - save the configuration
: 704 | 23.3579 19.7322 0.0104845 0.00105835 84870.1 0
: 705 | 23.227 20.6118 0.0106636 0.00103036 83046 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.7616 19.1445 0.0105384 0.00103596 84188.5 0
: 707 | 22.3997 19.6024 0.0103708 0.000990276 85282.7 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.9712 18.5456 0.0103705 0.00103135 85661.1 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.7609 18.0665 0.0103325 0.00102475 85949.7 0
: 710 | 21.6019 20.165 0.0102674 0.000990226 86232.8 1
: 711 Minimum Test error found - save the configuration
: 711 | 21.4256 17.3063 0.010337 0.00104433 86089.5 0
: 712 | 20.8532 17.7614 0.010298 0.000987286 85922.9 1
: 713 | 20.5364 17.3602 0.0103139 0.000988116 85783.5 2
: 714 | 20.1534 17.5185 0.0103804 0.00111195 86314.5 3
: 715 Minimum Test error found - save the configuration
: 715 | 20.1148 17.1984 0.0103853 0.00103196 85530.7 0
: 716 Minimum Test error found - save the configuration
: 716 | 19.8233 16.5409 0.0104614 0.00111375 85583.2 0
: 717 | 19.6946 18.6205 0.0103077 0.000990157 85859.8 1
: 718 | 19.9587 17.1246 0.0103038 0.00100478 86030.5 2
: 719 | 19.1435 16.9054 0.0105501 0.00103326 84061.9 3
: 720 | 19.0683 16.6037 0.0105596 0.000989257 83591.9 4
: 721 Minimum Test error found - save the configuration
: 721 | 18.6292 15.46 0.0106077 0.00107632 83933.3 0
: 722 | 18.26 16.7596 0.0104997 0.00101052 84306.2 1
: 723 | 17.9923 15.8721 0.0105747 0.00101332 83669.5 2
: 724 | 17.8609 16.3616 0.010548 0.0010186 83950.3 3
: 725 Minimum Test error found - save the configuration
: 725 | 17.5315 15.182 0.0107328 0.00107797 82859.7 0
: 726 | 17.2381 15.5285 0.0105498 0.00101161 83873.1 1
: 727 | 17.0205 15.4999 0.0105868 0.00103092 83718.3 2
: 728 | 16.9331 16.227 0.0105817 0.00103256 83777 3
: 729 Minimum Test error found - save the configuration
: 729 | 16.8768 14.5289 0.0105493 0.00104863 84204.5 0
: 730 Minimum Test error found - save the configuration
: 730 | 16.3541 14.4847 0.0105832 0.00110866 84436.8 0
: 731 | 16.1032 14.7724 0.0105556 0.00101437 83846.4 1
: 732 | 15.8478 15.1162 0.0105367 0.00103066 84157.4 2
: 733 Minimum Test error found - save the configuration
: 733 | 15.7329 13.8772 0.0107787 0.00113989 82997.6 0
: 734 | 15.4809 14.9621 0.0105822 0.00101983 83661 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.301 13.7244 0.0105939 0.00104249 83757 0
: 736 | 15.2355 13.7969 0.0105064 0.00100993 84242.2 1
: 737 Minimum Test error found - save the configuration
: 737 | 14.9561 13.3371 0.0105021 0.0010253 84417 0
: 738 | 14.852 14.2934 0.0104905 0.00101819 84456.7 1
: 739 Minimum Test error found - save the configuration
: 739 | 14.5543 13.1785 0.0106192 0.00107614 83830.4 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.2749 12.6109 0.0105935 0.00105883 83903.9 0
: 741 | 14.5443 13.1521 0.0104788 0.000996577 84368.2 1
: 742 | 14.2164 13.0466 0.0105126 0.000998986 84090 2
: 743 | 14.0303 13.621 0.010715 0.00102082 82523.8 3
: 744 Minimum Test error found - save the configuration
: 744 | 13.7296 12.3987 0.0105547 0.00105167 84183.2 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.7181 12.3081 0.0106996 0.00110494 83379.7 0
: 746 | 13.4685 12.9731 0.0104889 0.00101017 84399.6 1
: 747 Minimum Test error found - save the configuration
: 747 | 13.2674 11.873 0.0105457 0.00102571 84033.4 0
: 748 | 12.8981 12.5435 0.0104856 0.00101547 84475.8 1
: 749 | 12.8543 13.7248 0.0104771 0.000998557 84400.8 2
: 750 | 12.6424 12.1728 0.0104798 0.000983486 84243.3 3
: 751 | 12.4063 12.2502 0.0105478 0.00100089 83796.7 4
: 752 Minimum Test error found - save the configuration
: 752 | 12.1611 11.5348 0.0104716 0.00103393 84767 0
: 753 Minimum Test error found - save the configuration
: 753 | 12.0219 11.4797 0.010532 0.00104837 84355.9 0
: 754 | 11.8766 11.7509 0.0105386 0.00101706 84019.9 1
: 755 | 11.8244 12.0851 0.0104439 0.00101179 84816.2 2
: 756 | 11.5519 11.5177 0.0104052 0.00100199 85077.3 3
: 757 Minimum Test error found - save the configuration
: 757 | 11.4744 11.1242 0.0103648 0.00102988 85699.5 0
: 758 | 11.4187 11.382 0.0103001 0.00100335 86051.1 1
: 759 Minimum Test error found - save the configuration
: 759 | 11.142 11.0893 0.0103282 0.00102254 85969.6 0
: 760 | 11.0504 11.3996 0.0103487 0.000990456 85486 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.9171 11.0222 0.0104809 0.00104363 84770 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.6869 10.4655 0.0105307 0.00106763 84538.9 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.6305 10.3601 0.0103623 0.00102318 85661.2 0
: 764 | 10.4748 12.4619 0.0104843 0.00102963 84614.1 1
: 765 Minimum Test error found - save the configuration
: 765 | 10.3438 9.99275 0.0106622 0.00109151 83588.7 0
: 766 | 10.1209 10.0245 0.0106003 0.000995926 83295 1
: 767 Minimum Test error found - save the configuration
: 767 | 10.0272 9.70394 0.0105215 0.00106797 84624 0
: 768 | 10.0307 10.8691 0.0105789 0.00104646 83923.9 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.98972 9.62367 0.0107127 0.00105563 82840.7 0
: 770 | 9.81202 9.94846 0.0105799 0.000989408 83416.1 1
: 771 | 9.65491 10.2358 0.0104792 0.00101846 84559.9 2
: 772 Minimum Test error found - save the configuration
: 772 | 9.37089 9.23033 0.010711 0.00102891 82626.9 0
: 773 | 9.41074 9.68811 0.0105411 0.00101988 84022.5 1
: 774 | 9.28756 10.4405 0.0107351 0.00101164 82274.8 2
: 775 Minimum Test error found - save the configuration
: 775 | 9.23982 9.16126 0.010646 0.00105094 83375.9 0
: 776 Minimum Test error found - save the configuration
: 776 | 8.9641 8.89407 0.0107695 0.00106667 82450.2 0
: 777 | 8.77275 9.26849 0.0106742 0.00103708 83012.2 1
: 778 | 8.85791 9.1222 0.0106104 0.00104547 83639.1 2
: 779 | 8.80813 10.0331 0.0105701 0.00104299 83970.8 3
: 780 Minimum Test error found - save the configuration
: 780 | 8.55395 8.42291 0.010743 0.00105138 82545.2 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.38962 8.11411 0.0107076 0.00108301 83120.2 0
: 782 | 8.27423 8.55479 0.0106236 0.00103475 83429.9 1
: 783 | 8.24822 8.43478 0.0106266 0.00102288 83300.6 2
: 784 | 8.00264 8.66904 0.0108169 0.00103325 81768.9 3
: 785 Minimum Test error found - save the configuration
: 785 | 8.03839 7.76895 0.0106736 0.00110096 83571.2 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.92326 7.33372 0.0107523 0.00106504 82582.4 0
: 787 | 7.90178 8.02406 0.0110275 0.00113273 80850.9 1
: 788 | 7.76021 8.0186 0.0111249 0.00105461 79441.8 2
: 789 Minimum Test error found - save the configuration
: 789 | 7.59625 7.31391 0.0114279 0.00118248 78083.8 0
: 790 | 7.61253 7.95952 0.0117888 0.00111072 74919.7 1
: 791 | 7.41803 8.40151 0.0114663 0.00104494 76765.4 2
: 792 Minimum Test error found - save the configuration
: 792 | 7.47526 6.61287 0.0110719 0.00110573 80271.4 0
: 793 | 7.28618 7.38566 0.0107965 0.00101576 81793.1 1
: 794 | 7.07078 7.21027 0.0106095 0.000989135 83157.1 2
: 795 | 7.09891 7.00453 0.0105663 0.00101585 83765.2 3
: 796 Minimum Test error found - save the configuration
: 796 | 6.93212 6.54268 0.0107212 0.00108742 83041.2 0
: 797 | 6.77111 7.57918 0.0107328 0.00109286 82988 1
: 798 | 6.93262 7.87777 0.0109948 0.00108588 80735.6 2
: 799 | 6.81523 6.66015 0.0109273 0.00104201 80928.4 3
: 800 | 6.80368 6.74553 0.0110442 0.00103052 79890.3 4
: 801 | 6.79385 6.54549 0.0107593 0.00102825 82210.7 5
: 802 | 6.5042 7.45157 0.0106639 0.001027 83014.4 6
: 803 Minimum Test error found - save the configuration
: 803 | 6.28358 6.17588 0.0107566 0.00104411 82368.3 0
: 804 Minimum Test error found - save the configuration
: 804 | 6.1828 6.11234 0.0105125 0.00103831 84439.6 0
: 805 | 6.27319 6.13109 0.0106095 0.0010236 83456.2 1
: 806 Minimum Test error found - save the configuration
: 806 | 6.32319 5.65652 0.0106517 0.00108221 83598.6 0
: 807 Minimum Test error found - save the configuration
: 807 | 6.1233 5.36188 0.0107139 0.00108543 83086.6 0
: 808 | 6.04141 6.49496 0.0106702 0.00101466 82853.5 1
: 809 | 6.25796 5.83273 0.0105837 0.00100717 83537.2 2
: 810 Minimum Test error found - save the configuration
: 810 | 6.00857 5.23309 0.010547 0.00103913 84140.9 0
: 811 | 5.97543 5.47132 0.0106359 0.00101271 83132.6 1
: 812 | 6.08618 6.80563 0.0107297 0.00103888 82552.7 2
: 813 Minimum Test error found - save the configuration
: 813 | 5.87268 4.96308 0.0107992 0.00106851 82213.8 0
: 814 | 5.72862 5.85632 0.0106916 0.00107083 83153.4 1
: 815 | 5.7344 5.02057 0.0107058 0.00100577 82473.9 2
: 816 | 5.40233 5.40425 0.0105974 0.000997606 83335.4 3
: 817 | 5.42371 7.10254 0.0104112 0.00100849 85081.8 4
: 818 Minimum Test error found - save the configuration
: 818 | 5.39343 4.56448 0.0105119 0.00106163 84653.2 0
: 819 | 5.3003 4.99393 0.0104661 0.00102383 84725.6 1
: 820 | 5.22327 5.93108 0.0104349 0.000990917 84710 2
: 821 Minimum Test error found - save the configuration
: 821 | 5.15658 4.47678 0.0105091 0.00104646 84543.4 0
: 822 | 5.11665 5.03733 0.0104147 0.00100215 84993 1
: 823 | 5.09618 4.78745 0.010644 0.00103618 83265.3 2
: 824 | 5.0929 4.8367 0.0104735 0.00100334 84475.8 3
: 825 Minimum Test error found - save the configuration
: 825 | 4.79771 4.07086 0.0104425 0.00104507 85129.5 0
: 826 | 4.85168 6.21953 0.0104703 0.00100935 84557.7 1
: 827 | 4.70487 4.14732 0.0104554 0.0010138 84731.1 2
: 828 | 4.79451 5.17546 0.0105123 0.00105193 84563.3 3
: 829 Minimum Test error found - save the configuration
: 829 | 4.67572 3.80505 0.0104877 0.00104998 84766.1 0
: 830 | 4.6132 6.30385 0.0104209 0.00100262 84941.4 1
: 831 | 4.9198 3.80906 0.0103796 0.00101233 85403.6 2
: 832 | 4.61992 4.0495 0.0104274 0.000993147 84797.5 3
: 833 | 4.53371 5.55484 0.0103912 0.000996167 85151.2 4
: 834 | 4.48612 4.43968 0.0103465 0.000994098 85539.6 5
: 835 Minimum Test error found - save the configuration
: 835 | 4.4329 3.77317 0.0105292 0.00106113 84494.3 0
: 836 | 4.29737 4.31314 0.0103446 0.000994307 85558.9 1
: 837 | 4.46528 4.63073 0.0103898 0.00102761 85450.1 2
: 838 Minimum Test error found - save the configuration
: 838 | 4.50679 3.40985 0.0106489 0.00105058 83347.7 0
: 839 | 4.44353 3.85328 0.0105123 0.000999575 84097.7 1
: 840 | 4.18287 5.13931 0.0104272 0.0010147 84993.2 2
: 841 | 4.04554 3.89988 0.0105664 0.0010135 83744.4 3
: 842 Minimum Test error found - save the configuration
: 842 | 4.00861 3.30032 0.0105758 0.00105504 84027 0
: 843 | 3.9423 4.54156 0.0106355 0.00102232 83218.6 1
: 844 | 3.89558 3.94396 0.0105384 0.0010038 83904.7 2
: 845 | 3.9532 3.40755 0.01049 0.00102246 84499.5 3
: 846 | 4.00497 5.28604 0.0106165 0.00101084 83284.5 4
: 847 | 4.24172 4.12084 0.0105274 0.00101202 84074 5
: 848 | 4.35194 4.42452 0.0104558 0.00101726 84759.1 6
: 849 | 3.95395 4.27408 0.0115463 0.00130359 78104.6 7
: 850 | 3.80794 3.92154 0.01251 0.0013022 71378.6 8
: 851 Minimum Test error found - save the configuration
: 851 | 3.64634 3.22996 0.0105475 0.00104382 84178 0
: 852 | 3.57616 3.69735 0.0103358 0.00103391 86004.1 1
: 853 | 3.50841 3.83475 0.0104885 0.00101123 84412.8 2
: 854 | 3.52963 4.00226 0.01048 0.000997656 84367.2 3
: 855 | 3.55494 4.17171 0.0105259 0.00100222 84001.2 4
: 856 | 3.45341 3.86411 0.0106739 0.00113183 83839.2 5
: 857 | 3.45654 3.54337 0.0104741 0.00100675 84501.1 6
: 858 | 3.46312 3.70929 0.0104111 0.00100616 85061.5 7
: 859 Minimum Test error found - save the configuration
: 859 | 3.35058 3.03595 0.0104524 0.00103377 84937.6 0
: 860 | 3.34215 4.2591 0.0103994 0.000990076 85021.6 1
: 861 | 3.65492 3.48501 0.0104593 0.00100409 84609.2 2
: 862 | 3.79836 4.02816 0.0105616 0.000999517 83664 3
: 863 | 3.3957 4.14166 0.0104929 0.000999616 84269.8 4
: 864 | 3.2329 3.59924 0.0104586 0.000994897 84533.5 5
: 865 | 3.26825 4.56037 0.0104587 0.000992957 84515.5 6
: 866 | 3.24249 3.88781 0.0103777 0.000993967 85253.8 7
: 867 | 3.13199 3.34893 0.0103914 0.00100508 85230 8
: 868 | 3.05845 3.90607 0.0104077 0.00100375 85070.4 9
: 869 | 2.97967 4.09068 0.010386 0.000996346 85200.2 10
: 870 | 3.08859 3.71774 0.0103619 0.00100196 85470.2 11
: 871 | 3.04164 4.75639 0.0103702 0.000996696 85346.9 12
: 872 | 3.01546 4.03992 0.0104088 0.0010114 85129.7 13
: 873 | 2.93953 4.00901 0.010409 0.000995366 84982.7 14
: 874 | 3.03465 3.05636 0.010446 0.00100302 84719.1 15
: 875 | 2.90599 3.36374 0.0103636 0.000996837 85408.5 16
: 876 | 2.85252 4.35958 0.0105083 0.00101133 84237.1 17
: 877 | 2.90023 3.52449 0.0104028 0.00100349 85112.3 18
: 878 | 2.79248 3.74181 0.0104336 0.00101481 84937 19
: 879 | 2.85446 4.01289 0.0104045 0.0010032 85094.5 20
: 880 | 2.73596 3.67628 0.01038 0.000992936 85224 21
:
: Elapsed time for training with 1000 events: 9.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.011 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.836 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.161 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= 3.34691e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.1305e+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: 0.0335 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: KNN for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of KNN on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0365 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: LD for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of LD on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.00131 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0949 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: 0.927 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: 0.0203 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00261 sec
TFHandler_PDEFoam : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: KNN
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.0377 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00437 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: 0.00223 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000406 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: 0.104 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0122 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: 0.932 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.101 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.736 0.0111 5.20 1.58 | 3.204 3.225
: 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 : -0.0468 0.0699 1.79 1.13 | 3.339 3.338
: 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.