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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Unsigned integer 4 bytes (unsigned int)
Definition RtypesCore.h:60
Double_t
double Double_t
Double 8 bytes.
Definition RtypesCore.h:73
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:359
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:411
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A file, usually with extension .root, that stores data and code in the form of serialized objects in ...
Definition TFile.h:130
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:3786
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:1108
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:1265
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1370
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, MethodName theMethodName, TString methodTitle, TString theOption="")
Books an MVA classifier or regression method.
Definition Factory.cxx:357
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:138
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1311
TTree
A TTree represents a columnar dataset.
Definition TTree.h:89
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.252 sec
: Elapsed time for training with 1000 events: 0.256 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00249 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: 0.000714 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0039 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: 0.000192 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00031 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 = 31506.3
: --------------------------------------------------------------
: 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 | 33016.2 31105.5 0.0100824 0.00103883 88460.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32464.8 30509.9 0.0102222 0.00104633 87185.4 0
: 3 Minimum Test error found - save the configuration
: 3 | 31781.5 29880.9 0.0103218 0.00101579 85965.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31108.6 29307.4 0.0102881 0.000999613 86128.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30451 28654.4 0.0102664 0.00100226 86354.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29684.4 27814.3 0.0102617 0.00102043 86568.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28944.7 27100.8 0.0101247 0.000983184 87512.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28457.5 26715.3 0.00997715 0.000970943 88827.6 0
: 9 Minimum Test error found - save the configuration
: 9 | 28099.1 26390.3 0.00991993 0.000967503 89361.2 0
: 10 Minimum Test error found - save the configuration
: 10 | 27776.9 26090.4 0.00993891 0.000966233 89159.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27470.3 25812.3 0.00997363 0.000967805 88831.4 0
: 12 Minimum Test error found - save the configuration
: 12 | 27184.2 25541.8 0.0100032 0.000984293 88702.1 0
: 13 Minimum Test error found - save the configuration
: 13 | 26906.4 25279.6 0.00991949 0.000960324 89294.1 0
: 14 Minimum Test error found - save the configuration
: 14 | 26639 25022.3 0.00989294 0.000965234 89608.7 0
: 15 Minimum Test error found - save the configuration
: 15 | 26375.9 24773.6 0.00991114 0.000984753 89621.9 0
: 16 Minimum Test error found - save the configuration
: 16 | 26118.9 24531.8 0.00991831 0.000966763 89370.1 0
: 17 Minimum Test error found - save the configuration
: 17 | 25868.4 24294.9 0.0099007 0.000962334 89501.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25621.8 24063.6 0.00990755 0.000972953 89539.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25381.4 23834.9 0.0100364 0.000970103 88238.4 0
: 20 Minimum Test error found - save the configuration
: 20 | 25145.6 23608 0.00993428 0.000965033 89193.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24910.3 23387.5 0.00992185 0.000969783 89364.9 0
: 22 Minimum Test error found - save the configuration
: 22 | 24680 23170.6 0.0100142 0.000999594 88744.6 0
: 23 Minimum Test error found - save the configuration
: 23 | 24453.8 22956.1 0.00990353 0.000966963 89519.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24232.1 22742.3 0.0098911 0.000964784 89622.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 24010.7 22532.9 0.00989218 0.000962373 89587.6 0
: 26 Minimum Test error found - save the configuration
: 26 | 23791 22329.4 0.00989555 0.000970463 89635 0
: 27 Minimum Test error found - save the configuration
: 27 | 23576.5 22127.8 0.0099208 0.000966934 89346.9 0
: 28 Minimum Test error found - save the configuration
: 28 | 23367.6 21923.7 0.00994281 0.000965845 89117 0
: 29 Minimum Test error found - save the configuration
: 29 | 23156.6 21724.3 0.00993037 0.000963474 89217.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22947.7 21530 0.00991786 0.000966364 89370.5 0
: 31 Minimum Test error found - save the configuration
: 31 | 22743.4 21337.2 0.00992558 0.000968253 89312.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22541.9 21145.4 0.00995431 0.000999304 89335.5 0
: 33 Minimum Test error found - save the configuration
: 33 | 22340.7 20957.3 0.00993491 0.000984903 89385.5 0
: 34 Minimum Test error found - save the configuration
: 34 | 22145.5 20767.5 0.00990977 0.000978494 89572.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21946.1 20585.2 0.00991652 0.000966623 89386.6 0
: 36 Minimum Test error found - save the configuration
: 36 | 21756.6 20398.8 0.00992018 0.000959363 89277.5 0
: 37 Minimum Test error found - save the configuration
: 37 | 21560.1 20221.9 0.00994069 0.000967503 89154.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21373.5 20042.4 0.00993567 0.000970694 89236.2 0
: 39 Minimum Test error found - save the configuration
: 39 | 21186.6 19863.9 0.0099257 0.000967273 89301.4 0
: 40 Minimum Test error found - save the configuration
: 40 | 20999.1 19690.2 0.0100401 0.000974623 88247 0
: 41 Minimum Test error found - save the configuration
: 41 | 20819.2 19513.2 0.00992778 0.000967634 89284.3 0
: 42 Minimum Test error found - save the configuration
: 42 | 20634.3 19342.8 0.00993668 0.000967413 89193.5 0
: 43 Minimum Test error found - save the configuration
: 43 | 20456.5 19171.6 0.00994969 0.000986904 89258 0
: 44 Minimum Test error found - save the configuration
: 44 | 20274.5 19008.1 0.00995927 0.000986734 89161 0
: 45 Minimum Test error found - save the configuration
: 45 | 20100.8 18842.7 0.00994939 0.000968904 89082.1 0
: 46 Minimum Test error found - save the configuration
: 46 | 19927.7 18677.2 0.00994582 0.000978104 89208.9 0
: 47 Minimum Test error found - save the configuration
: 47 | 19754.5 18514.3 0.00996807 0.000968863 88896.7 0
: 48 Minimum Test error found - save the configuration
: 48 | 19585.3 18351.1 0.00999881 0.000971663 88621.6 0
: 49 Minimum Test error found - save the configuration
: 49 | 19413.4 18193.6 0.00994639 0.000969474 89117.5 0
: 50 Minimum Test error found - save the configuration
: 50 | 19245.6 18038.4 0.00994368 0.000971863 89168.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19080.8 17883.4 0.00994202 0.000968133 89147.6 0
: 52 Minimum Test error found - save the configuration
: 52 | 18916.5 17730.2 0.00997296 0.000972463 88884 0
: 53 Minimum Test error found - save the configuration
: 53 | 18755.7 17576.2 0.00997395 0.000972503 88874.6 0
: 54 Minimum Test error found - save the configuration
: 54 | 18593.5 17425.8 0.0100067 0.000987644 88700.9 0
: 55 Minimum Test error found - save the configuration
: 55 | 18435.8 17274.4 0.0100007 0.000971404 88600.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18277.4 17125.2 0.0099663 0.000973014 88955.3 0
: 57 Minimum Test error found - save the configuration
: 57 | 18118.1 16978.3 0.00998702 0.000975724 88777.5 0
: 58 Minimum Test error found - save the configuration
: 58 | 17958.4 16816.9 0.0100121 0.000986425 88635.7 0
: 59 Minimum Test error found - save the configuration
: 59 | 17803.6 16675.6 0.0100626 0.000984374 88122.9 0
: 60 Minimum Test error found - save the configuration
: 60 | 17643.1 16531.4 0.0100608 0.000984774 88144.4 0
: 61 Minimum Test error found - save the configuration
: 61 | 17484.8 16370.2 0.0102907 0.00105232 86595.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17331.5 16228.8 0.01015 0.000995664 87390.2 0
: 63 Minimum Test error found - save the configuration
: 63 | 17178.1 16087.5 0.0101381 0.000993033 87478.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17033.2 15932.7 0.0101994 0.00101609 87114.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16875.6 15801.8 0.0101351 0.00100288 87601.9 0
: 66 Minimum Test error found - save the configuration
: 66 | 16732.1 15644.4 0.0101793 0.000996664 87120.8 0
: 67 Minimum Test error found - save the configuration
: 67 | 16574.2 15500.7 0.0101885 0.00101217 87181.1 0
: 68 Minimum Test error found - save the configuration
: 68 | 16424.1 15360.5 0.0101944 0.00100139 87022.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16278.2 15217.6 0.0101976 0.00100268 87004.3 0
: 70 Minimum Test error found - save the configuration
: 70 | 16128.5 15080.4 0.0102183 0.00100567 86836.9 0
: 71 Minimum Test error found - save the configuration
: 71 | 15986.7 14943 0.0102584 0.00100736 86476.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15842.3 14805.7 0.0102675 0.00101855 86496.4 0
: 73 Minimum Test error found - save the configuration
: 73 | 15698.4 14668.5 0.0103209 0.00102065 86019.2 0
: 74 Minimum Test error found - save the configuration
: 74 | 15556.4 14534.4 0.0102815 0.00102253 86402.5 0
: 75 Minimum Test error found - save the configuration
: 75 | 15414.8 14402.1 0.0102335 0.00100835 86719.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15277 14267.9 0.0102499 0.00100882 86570.1 0
: 77 Minimum Test error found - save the configuration
: 77 | 15137.4 14139.9 0.0102768 0.00100822 86312.8 0
: 78 Minimum Test error found - save the configuration
: 78 | 15002.4 14009.1 0.0102589 0.00100969 86494.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14865.1 13883.8 0.0102493 0.00100637 86552.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14733 13755.9 0.0102805 0.00101029 86298 0
: 81 Minimum Test error found - save the configuration
: 81 | 14598.1 13633.5 0.0103811 0.00101319 85398.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14472.3 13504 0.0102652 0.00100751 86414.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14338.1 13382.2 0.0102457 0.00100554 86578.2 0
: 84 Minimum Test error found - save the configuration
: 84 | 14209 13261.8 0.0102499 0.00102151 86689 0
: 85 Minimum Test error found - save the configuration
: 85 | 14081.4 13142 0.0102499 0.00100571 86541 0
: 86 Minimum Test error found - save the configuration
: 86 | 13956 13022.2 0.0102596 0.00100393 86433.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13829.8 12904.7 0.0102839 0.00100593 86225.3 0
: 88 Minimum Test error found - save the configuration
: 88 | 13705.6 12788.2 0.0102618 0.00100495 86422.2 0
: 89 Minimum Test error found - save the configuration
: 89 | 13582.4 12673.5 0.0102376 0.00100717 86669.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13461.7 12556.6 0.0102505 0.00100557 86534.1 0
: 91 Minimum Test error found - save the configuration
: 91 | 13340.5 12441.7 0.0102472 0.0010069 86577.2 0
: 92 Minimum Test error found - save the configuration
: 92 | 13219.7 12329.6 0.0103113 0.00100842 85994.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 13101.4 12217.4 0.0102511 0.00100731 86544.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12983 12107.2 0.0103226 0.00102608 86054.1 0
: 95 Minimum Test error found - save the configuration
: 95 | 12867.3 11996.9 0.0102655 0.00100473 86385.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12749.8 11890.5 0.0102707 0.00100924 86379.8 0
: 97 Minimum Test error found - save the configuration
: 97 | 12638.4 11779.6 0.0102812 0.00100818 86272.1 0
: 98 Minimum Test error found - save the configuration
: 98 | 12522.3 11673.8 0.010278 0.00100652 86285.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12411 11566.9 0.0102459 0.00100813 86601.2 0
: 100 Minimum Test error found - save the configuration
: 100 | 12299 11461.7 0.0102597 0.00100743 86465 0
: 101 Minimum Test error found - save the configuration
: 101 | 12187.8 11357.9 0.0104183 0.00106071 85492.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 12078.7 11254.5 0.0102923 0.00101224 86206.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11969.8 11152.3 0.0102994 0.00102677 86275.1 0
: 104 Minimum Test error found - save the configuration
: 104 | 11862.2 11050.8 0.010332 0.00102779 85982.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11753.6 10953.1 0.0102891 0.00101135 86227.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11652 10849.9 0.0102767 0.00100786 86310.7 0
: 107 Minimum Test error found - save the configuration
: 107 | 11542.7 10753.9 0.0102974 0.00101035 86141.8 0
: 108 Minimum Test error found - save the configuration
: 108 | 11440.5 10656.1 0.0102708 0.00100633 86351.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11337.6 10558.8 0.010311 0.00101088 86020.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11235.1 10462.9 0.0102955 0.0010108 86163 0
: 111 Minimum Test error found - save the configuration
: 111 | 11134 10367.6 0.0103479 0.00101527 85720.8 0
: 112 Minimum Test error found - save the configuration
: 112 | 11033.4 10273.5 0.0102919 0.00100857 86176 0
: 113 Minimum Test error found - save the configuration
: 113 | 10934.5 10179 0.0103308 0.00101446 85870.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10835.1 10086.8 0.0103445 0.00104062 85985.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10735.3 9998.3 0.010297 0.00101151 86156.3 0
: 116 Minimum Test error found - save the configuration
: 116 | 10640.9 9906.59 0.0102853 0.00101262 86275.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10544 9816.69 0.0103007 0.00101215 86127.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10450.6 9724.87 0.0103084 0.00101112 86047.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10353.8 9637.53 0.0103231 0.00101511 85947.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10260.9 9549.79 0.0103272 0.00101467 85905.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10167.2 9464.35 0.0104528 0.00111041 85631 0
: 122 Minimum Test error found - save the configuration
: 122 | 10076 9378.22 0.0103224 0.0010137 85941.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9985.18 9292.36 0.0103053 0.00101123 86076 0
: 124 Minimum Test error found - save the configuration
: 124 | 9894.99 9207.05 0.0102962 0.00101086 86157.4 0
: 125 Minimum Test error found - save the configuration
: 125 | 9805.08 9122.93 0.0103295 0.00103249 86049.1 0
: 126 Minimum Test error found - save the configuration
: 126 | 9716.77 9038.81 0.0103313 0.00101689 85888.9 0
: 127 Minimum Test error found - save the configuration
: 127 | 9627.35 8957.58 0.0103337 0.00101423 85842 0
: 128 Minimum Test error found - save the configuration
: 128 | 9540.88 8876.14 0.0103124 0.00100997 85999.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9456.13 8792.57 0.0103291 0.00101522 85893.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9367.1 8714.94 0.01031 0.0010229 86141 0
: 131 Minimum Test error found - save the configuration
: 131 | 9284.37 8634.71 0.0103116 0.0010158 86060.1 0
: 132 Minimum Test error found - save the configuration
: 132 | 9199.75 8555.31 0.0103548 0.00101833 85685.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9116.59 8476.44 0.0103163 0.00101835 86040.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 9032.57 8399.85 0.0103246 0.00101653 85947.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 8950.97 8323.48 0.0103919 0.00103488 85497.5 0
: 136 Minimum Test error found - save the configuration
: 136 | 8869.92 8247.31 0.0104012 0.00101819 85260.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8788.71 8172.87 0.0103388 0.00101083 85763.5 0
: 138 Minimum Test error found - save the configuration
: 138 | 8710.52 8096.42 0.0103346 0.00101848 85872.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8629.92 8022.5 0.0103592 0.00101864 85647.8 0
: 140 Minimum Test error found - save the configuration
: 140 | 8552.09 7948.37 0.0103514 0.00103725 85890.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8473.79 7875.66 0.0103231 0.00101744 85969.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8395.86 7804.79 0.0104346 0.00102185 84991.2 0
: 143 Minimum Test error found - save the configuration
: 143 | 8320.18 7733.39 0.010348 0.00101793 85744.7 0
: 144 Minimum Test error found - save the configuration
: 144 | 8244.7 7662.04 0.0103513 0.00101484 85685.7 0
: 145 Minimum Test error found - save the configuration
: 145 | 8169.26 7591.69 0.0103813 0.0010349 85594.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 8095.41 7521.43 0.0103546 0.0010352 85842.6 0
: 147 Minimum Test error found - save the configuration
: 147 | 8021.48 7451.56 0.0103237 0.00101516 85942.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7948.09 7382.58 0.0103616 0.00102926 85723.4 0
: 149 Minimum Test error found - save the configuration
: 149 | 7873.96 7317.17 0.0103121 0.00101315 86031.1 0
: 150 Minimum Test error found - save the configuration
: 150 | 7803.92 7249.13 0.01036 0.00101694 85624.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7732.37 7182.41 0.0103638 0.00101704 85591.1 0
: 152 Minimum Test error found - save the configuration
: 152 | 7661.42 7116.36 0.0103501 0.001016 85707.5 0
: 153 Minimum Test error found - save the configuration
: 153 | 7592.99 7048.97 0.0103563 0.00101464 85637.7 0
: 154 Minimum Test error found - save the configuration
: 154 | 7522.35 6983.86 0.0103623 0.00101632 85598.2 0
: 155 Minimum Test error found - save the configuration
: 155 | 7453.06 6920.59 0.0103641 0.00103615 85764.2 0
: 156 Minimum Test error found - save the configuration
: 156 | 7385.47 6856.61 0.0103388 0.00101956 85843.5 0
: 157 Minimum Test error found - save the configuration
: 157 | 7317.87 6793.54 0.010346 0.0010295 85869.5 0
: 158 Minimum Test error found - save the configuration
: 158 | 7250.79 6731.01 0.0103952 0.00102129 85342.9 0
: 159 Minimum Test error found - save the configuration
: 159 | 7184.96 6668.83 0.0103692 0.00101428 85516.7 0
: 160 Minimum Test error found - save the configuration
: 160 | 7118.85 6607.92 0.0103634 0.0010203 85624.6 0
: 161 Minimum Test error found - save the configuration
: 161 | 7053.96 6546.42 0.0103764 0.00101729 85477.9 0
: 162 Minimum Test error found - save the configuration
: 162 | 6989.23 6486.22 0.0104649 0.00102671 84762.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6925.17 6426.67 0.0103387 0.00101676 85818.6 0
: 164 Minimum Test error found - save the configuration
: 164 | 6862.67 6366.34 0.0103528 0.00102124 85730.5 0
: 165 Minimum Test error found - save the configuration
: 165 | 6799.06 6307.74 0.0104004 0.00103738 85442.7 0
: 166 Minimum Test error found - save the configuration
: 166 | 6737.02 6248.98 0.0103735 0.0010211 85539.7 0
: 167 Minimum Test error found - save the configuration
: 167 | 6674.71 6191.79 0.0103789 0.00102062 85485.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6612.93 6135.82 0.0103775 0.00101791 85473.8 0
: 169 Minimum Test error found - save the configuration
: 169 | 6553.31 6078.85 0.0103864 0.00102222 85432.3 0
: 170 Minimum Test error found - save the configuration
: 170 | 6493.39 6021.94 0.0103602 0.00101994 85651.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6434.58 5964.46 0.0104176 0.00102135 85140.4 0
: 172 Minimum Test error found - save the configuration
: 172 | 6373.82 5910.08 0.0103659 0.00102075 85606 0
: 173 Minimum Test error found - save the configuration
: 173 | 6315.68 5855.23 0.0103521 0.00101863 85712.9 0
: 174 Minimum Test error found - save the configuration
: 174 | 6257.58 5801.2 0.0103603 0.00102043 85654.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6200.79 5746.86 0.0104401 0.0010386 85092.4 0
: 176 Minimum Test error found - save the configuration
: 176 | 6143.45 5693.33 0.010393 0.00102096 85359.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6086.28 5640.8 0.0103824 0.00101989 85447.3 0
: 178 Minimum Test error found - save the configuration
: 178 | 6030.82 5588.22 0.01037 0.00102095 85569.8 0
: 179 Minimum Test error found - save the configuration
: 179 | 5975.72 5535.84 0.0104048 0.00102281 85270.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5920.2 5483.97 0.0103705 0.00102401 85593.7 0
: 181 Minimum Test error found - save the configuration
: 181 | 5865.74 5433.46 0.0103595 0.00101876 85646 0
: 182 Minimum Test error found - save the configuration
: 182 | 5812.46 5382.34 0.010463 0.00102511 84764.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5757.12 5333.88 0.0103863 0.00103521 85551.3 0
: 184 Minimum Test error found - save the configuration
: 184 | 5706.8 5281.71 0.0103873 0.0010214 85416.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5652 5234.04 0.010406 0.00104024 85417.2 0
: 186 Minimum Test error found - save the configuration
: 186 | 5600 5185.83 0.0103801 0.00102317 85498.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5550.16 5136.72 0.0103961 0.00101964 85320.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5497.59 5088.46 0.0104038 0.00102588 85306.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5447.25 5040.69 0.0103587 0.00101934 85658.7 0
: 190 Minimum Test error found - save the configuration
: 190 | 5396.12 4995.36 0.0104146 0.00102161 85170 0
: 191 Minimum Test error found - save the configuration
: 191 | 5347.16 4948.68 0.0103871 0.00102225 85425.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5297.61 4903.19 0.010394 0.0010204 85346.1 0
: 193 Minimum Test error found - save the configuration
: 193 | 5250.01 4855.61 0.0103854 0.0010219 85438 0
: 194 Minimum Test error found - save the configuration
: 194 | 5200.41 4811.12 0.0103843 0.0010222 85451.2 0
: 195 Minimum Test error found - save the configuration
: 195 | 5153.3 4764.81 0.0104307 0.0010371 85164.5 0
: 196 Minimum Test error found - save the configuration
: 196 | 5104.77 4722.09 0.0104216 0.0010463 85331 0
: 197 Minimum Test error found - save the configuration
: 197 | 5058.49 4676.82 0.0103773 0.00101808 85477.4 0
: 198 Minimum Test error found - save the configuration
: 198 | 5011.2 4633.92 0.0104287 0.0010235 85059.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4965.05 4591.21 0.0103924 0.0010243 85396.5 0
: 200 Minimum Test error found - save the configuration
: 200 | 4919.85 4548.39 0.0104265 0.00103588 85191.4 0
: 201 Minimum Test error found - save the configuration
: 201 | 4874.12 4506.03 0.0104081 0.00103022 85307.3 0
: 202 Minimum Test error found - save the configuration
: 202 | 4829.59 4463.73 0.010504 0.00104583 84583.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4784.92 4422.1 0.0103805 0.00101891 85455.4 0
: 204 Minimum Test error found - save the configuration
: 204 | 4740.01 4381.7 0.0103867 0.00101878 85398.2 0
: 205 Minimum Test error found - save the configuration
: 205 | 4697.85 4340.36 0.0103863 0.00102367 85446.5 0
: 206 Minimum Test error found - save the configuration
: 206 | 4653.85 4300.29 0.0104711 0.00107635 85154 0
: 207 Minimum Test error found - save the configuration
: 207 | 4611.4 4259.83 0.0104152 0.00102589 85203.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4568.99 4219.55 0.0107206 0.00103438 82591.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4526.12 4181.46 0.0106985 0.00114472 83736.4 0
: 210 Minimum Test error found - save the configuration
: 210 | 4484.41 4143.84 0.0104139 0.00102448 85202 0
: 211 Minimum Test error found - save the configuration
: 211 | 4444.57 4103.98 0.0104224 0.00104194 85283.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4403.11 4066.14 0.010412 0.00102455 85220.1 0
: 213 Minimum Test error found - save the configuration
: 213 | 4362.87 4027.27 0.0103894 0.00102 85384.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4322.56 3990.14 0.0103787 0.00102276 85507.4 0
: 215 Minimum Test error found - save the configuration
: 215 | 4283.38 3952.64 0.0104862 0.00105188 84797 0
: 216 Minimum Test error found - save the configuration
: 216 | 4243.35 3916.32 0.0104194 0.00102618 85168.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4204.1 3880.39 0.0104355 0.00102572 85018.1 0
: 218 Minimum Test error found - save the configuration
: 218 | 4166.56 3843.32 0.0104301 0.00102578 85067.3 0
: 219 Minimum Test error found - save the configuration
: 219 | 4128.52 3806.86 0.010416 0.00102389 85177.5 0
: 220 Minimum Test error found - save the configuration
: 220 | 4089.68 3771.73 0.0104198 0.00102334 85138.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4052.38 3737.66 0.0104115 0.00102235 85204.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4016.33 3702.02 0.0105052 0.00102781 84411.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3979.26 3666.94 0.0104114 0.00102478 85227.7 0
: 224 Minimum Test error found - save the configuration
: 224 | 3943 3632.03 0.0103985 0.00102492 85345.9 0
: 225 Minimum Test error found - save the configuration
: 225 | 3905.94 3599.46 0.0104597 0.00104334 84958.8 0
: 226 Minimum Test error found - save the configuration
: 226 | 3871.25 3565.59 0.0104201 0.00102454 85146.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3835.41 3532.83 0.0104056 0.00102369 85270.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3800.62 3500.04 0.0103872 0.00101918 85397.1 0
: 229 Minimum Test error found - save the configuration
: 229 | 3766.36 3467.36 0.0103933 0.00103708 85504.5 0
: 230 Minimum Test error found - save the configuration
: 230 | 3731.94 3434.75 0.0103832 0.00102324 85470.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3697.68 3402.78 0.0104122 0.00102356 85209.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3664.84 3370.45 0.010401 0.00102799 85351.6 0
: 233 Minimum Test error found - save the configuration
: 233 | 3629.97 3340.49 0.010399 0.00102098 85305.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3598.54 3308.37 0.0104083 0.00102553 85262.9 0
: 235 Minimum Test error found - save the configuration
: 235 | 3564.8 3278.1 0.0104563 0.00104517 85005.4 0
: 236 Minimum Test error found - save the configuration
: 236 | 3533.06 3247.09 0.0104555 0.00102537 84834.4 0
: 237 Minimum Test error found - save the configuration
: 237 | 3500.49 3217.95 0.0103862 0.00102559 85464.3 0
: 238 Minimum Test error found - save the configuration
: 238 | 3469.03 3187.58 0.0103937 0.00102243 85367.6 0
: 239 Minimum Test error found - save the configuration
: 239 | 3437.1 3158.52 0.0103963 0.00102355 85354 0
: 240 Minimum Test error found - save the configuration
: 240 | 3406.52 3128.54 0.0104165 0.00102603 85192.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3375.4 3099.37 0.0104997 0.00111085 85207.3 0
: 242 Minimum Test error found - save the configuration
: 242 | 3344.8 3070.26 0.0104138 0.00102261 85186.5 0
: 243 Minimum Test error found - save the configuration
: 243 | 3314.01 3042.71 0.0103782 0.00102249 85509.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3284.34 3014.17 0.0104117 0.00103611 85327.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3254.13 2986.37 0.0104143 0.00103649 85307.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3225.28 2958.2 0.0104613 0.00102536 84782.6 0
: 247 Minimum Test error found - save the configuration
: 247 | 3195.38 2931.11 0.0104 0.00102368 85321.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3166.33 2904.06 0.010421 0.00102543 85146.3 0
: 249 Minimum Test error found - save the configuration
: 249 | 3137.73 2877.26 0.0104227 0.00101902 85073.5 0
: 250 Minimum Test error found - save the configuration
: 250 | 3109.41 2850.44 0.0104168 0.00102238 85157.1 0
: 251 Minimum Test error found - save the configuration
: 251 | 3081.55 2823.26 0.0104005 0.00102445 85323.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 3053.06 2797.16 0.0103958 0.00102746 85393.6 0
: 253 Minimum Test error found - save the configuration
: 253 | 3025.14 2771.38 0.0103847 0.00102757 85495.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2997.94 2745.76 0.0104098 0.00102632 85256.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2970.55 2720.53 0.0104372 0.00103893 85121.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2944.3 2694.8 0.0104511 0.00102761 84894.4 0
: 257 Minimum Test error found - save the configuration
: 257 | 2916.95 2670.4 0.0104017 0.00102277 85297.9 0
: 258 Minimum Test error found - save the configuration
: 258 | 2890.37 2646 0.0103955 0.00102354 85360.9 0
: 259 Minimum Test error found - save the configuration
: 259 | 2864.57 2621.42 0.0104187 0.0010261 85173.2 0
: 260 Minimum Test error found - save the configuration
: 260 | 2838.82 2597.41 0.0103963 0.00102314 85350.4 0
: 261 Minimum Test error found - save the configuration
: 261 | 2813.24 2572.4 0.0104947 0.00111823 85320.1 0
: 262 Minimum Test error found - save the configuration
: 262 | 2787.64 2548.68 0.0104118 0.00102342 85212 0
: 263 Minimum Test error found - save the configuration
: 263 | 2762.25 2525.09 0.0103968 0.00101967 85313.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2736.96 2502.1 0.0104619 0.00105043 85002.8 0
: 265 Minimum Test error found - save the configuration
: 265 | 2712.56 2478.96 0.0105201 0.00104809 84459.6 0
: 266 Minimum Test error found - save the configuration
: 266 | 2688.11 2455.84 0.0104342 0.00105366 85282.7 0
: 267 Minimum Test error found - save the configuration
: 267 | 2663.58 2433.5 0.0103959 0.0010261 85380.4 0
: 268 Minimum Test error found - save the configuration
: 268 | 2639.49 2411.23 0.0103974 0.00102394 85347.6 0
: 269 Minimum Test error found - save the configuration
: 269 | 2616.36 2388.09 0.0104395 0.00102437 84969.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2591.64 2366.71 0.010392 0.00102176 85376.7 0
: 271 Minimum Test error found - save the configuration
: 271 | 2568.36 2345.19 0.0104134 0.00102268 85190.2 0
: 272 Minimum Test error found - save the configuration
: 272 | 2545.43 2323.27 0.0104022 0.00102376 85301.8 0
: 273 Minimum Test error found - save the configuration
: 273 | 2522.65 2301.69 0.0104075 0.00102161 85234.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2499.25 2281.15 0.0104607 0.00105232 85030.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2476.77 2259.74 0.0104157 0.00102524 85192.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2454.38 2239.08 0.0104372 0.00102554 85000.9 0
: 277 Minimum Test error found - save the configuration
: 277 | 2431.31 2219.61 0.0104198 0.00102474 85151.5 0
: 278 Minimum Test error found - save the configuration
: 278 | 2410.37 2198.42 0.010389 0.00102234 85409.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2388.02 2178.17 0.010415 0.00102508 85197.3 0
: 280 Minimum Test error found - save the configuration
: 280 | 2365.81 2158.74 0.0104393 0.00102542 84980.8 0
: 281 Minimum Test error found - save the configuration
: 281 | 2344.7 2138.78 0.0105047 0.00104182 84541 0
: 282 Minimum Test error found - save the configuration
: 282 | 2323.78 2118.74 0.0103797 0.00102105 85482.6 0
: 283 Minimum Test error found - save the configuration
: 283 | 2302.04 2099.15 0.0104247 0.00102457 85105.6 0
: 284 Minimum Test error found - save the configuration
: 284 | 2280.9 2080.1 0.0104706 0.00105278 84945 0
: 285 Minimum Test error found - save the configuration
: 285 | 2259.73 2062.12 0.0104416 0.00102695 84973.7 0
: 286 Minimum Test error found - save the configuration
: 286 | 2240 2042.1 0.0104145 0.00102475 85199.7 0
: 287 Minimum Test error found - save the configuration
: 287 | 2218.94 2023.17 0.0104272 0.00102414 85079.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2198.81 2004.37 0.0104401 0.00103828 85090.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2178.29 1986.15 0.0104264 0.0010291 85131.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2158.48 1968.05 0.0104283 0.00103126 85133.4 0
: 291 Minimum Test error found - save the configuration
: 291 | 2138.72 1949.72 0.0104034 0.00102273 85282.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2118.54 1932.64 0.0104119 0.00102345 85210.9 0
: 293 Minimum Test error found - save the configuration
: 293 | 2099.67 1914.44 0.0104246 0.0010298 85153.5 0
: 294 Minimum Test error found - save the configuration
: 294 | 2079.97 1897.02 0.0104411 0.0010412 85107 0
: 295 Minimum Test error found - save the configuration
: 295 | 2060.74 1879.86 0.0106836 0.00102768 82851 0
: 296 Minimum Test error found - save the configuration
: 296 | 2042.34 1862.26 0.0104649 0.00104579 84933.4 0
: 297 Minimum Test error found - save the configuration
: 297 | 2022.7 1845.56 0.0104095 0.0010212 85212.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2003.84 1829.11 0.0104366 0.00102036 84959.4 0
: 299 Minimum Test error found - save the configuration
: 299 | 1985.8 1812.16 0.0104171 0.00102672 85193.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1968.05 1794.84 0.0104229 0.0010235 85111.5 0
: 301 Minimum Test error found - save the configuration
: 301 | 1949.35 1777.88 0.0105412 0.00103423 84148.9 0
: 302 Minimum Test error found - save the configuration
: 302 | 1930.33 1762.28 0.0103979 0.00102188 85324.1 0
: 303 Minimum Test error found - save the configuration
: 303 | 1912.61 1746.57 0.0104332 0.00102264 85011 0
: 304 Minimum Test error found - save the configuration
: 304 | 1894.81 1730.85 0.0105147 0.00104457 84475.8 0
: 305 Minimum Test error found - save the configuration
: 305 | 1877.19 1715.09 0.0104106 0.001021 85201 0
: 306 Minimum Test error found - save the configuration
: 306 | 1859.87 1699.19 0.0104215 0.00102345 85123.7 0
: 307 Minimum Test error found - save the configuration
: 307 | 1842.09 1684.31 0.0104047 0.00102381 85279.9 0
: 308 Minimum Test error found - save the configuration
: 308 | 1825.23 1668.43 0.0104238 0.00102293 85098.7 0
: 309 Minimum Test error found - save the configuration
: 309 | 1807.73 1653.68 0.0104004 0.00102376 85318.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1790.94 1638.86 0.0103995 0.00102187 85309.5 0
: 311 Minimum Test error found - save the configuration
: 311 | 1774.41 1623.01 0.010409 0.00102141 85219 0
: 312 Minimum Test error found - save the configuration
: 312 | 1757.36 1608.38 0.0104304 0.00102416 85050.2 0
: 313 Minimum Test error found - save the configuration
: 313 | 1741.23 1593.39 0.010464 0.00102513 84756.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1724.38 1578.34 0.0104486 0.00103824 85012.8 0
: 315 Minimum Test error found - save the configuration
: 315 | 1708.11 1563.57 0.010432 0.00104051 85183.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1691.72 1549.45 0.0104167 0.00102688 85199 0
: 317 Minimum Test error found - save the configuration
: 317 | 1675.74 1535.43 0.0103947 0.00102363 85369.4 0
: 318 Minimum Test error found - save the configuration
: 318 | 1660.19 1521.13 0.0104087 0.00102065 85214.3 0
: 319 Minimum Test error found - save the configuration
: 319 | 1644.13 1507.48 0.0104352 0.00102519 85016.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1628.51 1493.95 0.0104271 0.00102163 85056.9 0
: 321 Minimum Test error found - save the configuration
: 321 | 1612.97 1480.19 0.0105377 0.00102913 84134.4 0
: 322 Minimum Test error found - save the configuration
: 322 | 1597.88 1466.21 0.0104441 0.00102573 84940.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1582.55 1452.75 0.0104741 0.00102947 84703.8 0
: 324 Minimum Test error found - save the configuration
: 324 | 1567.04 1439.7 0.0104552 0.00104629 85025.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1552.14 1427.4 0.0104085 0.00102433 85249.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1538.23 1412.73 0.0103962 0.00102183 85339.1 0
: 327 Minimum Test error found - save the configuration
: 327 | 1522.27 1400.91 0.0104297 0.00102988 85107.8 0
: 328 Minimum Test error found - save the configuration
: 328 | 1508.99 1387.05 0.0104482 0.0010225 84874 0
: 329 Minimum Test error found - save the configuration
: 329 | 1493.47 1374.65 0.0104246 0.00102269 85089.1 0
: 330 Minimum Test error found - save the configuration
: 330 | 1479.43 1362.15 0.0104242 0.0010209 85076.1 0
: 331 Minimum Test error found - save the configuration
: 331 | 1465.41 1349.38 0.0104248 0.00102304 85090.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1451.37 1336.76 0.0104263 0.00102204 85068.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1437.41 1324.31 0.0104575 0.00102644 84825.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1423.27 1312.46 0.0104661 0.00104047 84874.7 0
: 335 Minimum Test error found - save the configuration
: 335 | 1409.69 1300.33 0.0104148 0.00102186 85170.4 0
: 336 Minimum Test error found - save the configuration
: 336 | 1396.43 1288.07 0.0104341 0.00101988 84978.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1383.27 1275.33 0.0104273 0.00102223 85060.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1369.04 1264.16 0.0104211 0.00102169 85111.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1355.99 1252.66 0.0104178 0.00102444 85166.9 0
: 340 Minimum Test error found - save the configuration
: 340 | 1343.13 1241.16 0.0104173 0.00102356 85163 0
: 341 Minimum Test error found - save the configuration
: 341 | 1330.34 1229.31 0.0105265 0.00103268 84265.3 0
: 342 Minimum Test error found - save the configuration
: 342 | 1317.56 1217.66 0.0104237 0.0010252 85120.2 0
: 343 Minimum Test error found - save the configuration
: 343 | 1304.33 1206.99 0.0104591 0.00102476 84796.7 0
: 344 Minimum Test error found - save the configuration
: 344 | 1292.5 1195 0.0104732 0.00103969 84804 0
: 345 Minimum Test error found - save the configuration
: 345 | 1279.29 1184.18 0.0104211 0.00102185 85113 0
: 346 Minimum Test error found - save the configuration
: 346 | 1267.21 1173.14 0.0104262 0.00103017 85142.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1254.97 1162.5 0.0104278 0.0010252 85082.5 0
: 348 Minimum Test error found - save the configuration
: 348 | 1242.88 1151.05 0.0103995 0.0010239 85327.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1230.7 1140.41 0.0104028 0.00102352 85294 0
: 350 Minimum Test error found - save the configuration
: 350 | 1218.98 1129.41 0.0104333 0.00102289 85012.4 0
: 351 Minimum Test error found - save the configuration
: 351 | 1207.19 1118.48 0.0104156 0.00103311 85265.6 0
: 352 Minimum Test error found - save the configuration
: 352 | 1195.11 1108.62 0.0104961 0.00102777 84492.3 0
: 353 Minimum Test error found - save the configuration
: 353 | 1183.54 1097.83 0.0104407 0.00102738 84985.7 0
: 354 Minimum Test error found - save the configuration
: 354 | 1172.48 1087.32 0.0104481 0.00104727 85098.7 0
: 355 Minimum Test error found - save the configuration
: 355 | 1160.62 1077 0.0104006 0.00102291 85308.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1149.45 1066.57 0.0104115 0.00102289 85209.6 0
: 357 Minimum Test error found - save the configuration
: 357 | 1138.35 1056.45 0.010442 0.00102669 84968 0
: 358 Minimum Test error found - save the configuration
: 358 | 1126.54 1047.35 0.0103949 0.00102124 85345.1 0
: 359 Minimum Test error found - save the configuration
: 359 | 1116.46 1037 0.0104528 0.00103578 84952.3 0
: 360 Minimum Test error found - save the configuration
: 360 | 1105.32 1027.36 0.0104256 0.00102176 85071.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1094.71 1017.11 0.0105631 0.00102893 83908.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1083.7 1007.79 0.0104564 0.00102349 84809.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1073.39 998.172 0.0104013 0.00102276 85301.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1062.49 989.203 0.0104222 0.00104073 85274.4 0
: 365 Minimum Test error found - save the configuration
: 365 | 1052.45 979.582 0.0104105 0.00102401 85228.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1042.43 970.096 0.0104246 0.00102219 85084.3 0
: 367 Minimum Test error found - save the configuration
: 367 | 1032.16 961.121 0.0104142 0.00102188 85176.2 0
: 368 Minimum Test error found - save the configuration
: 368 | 1021.82 951.856 0.0104358 0.00102337 84993.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1012.18 942.388 0.0104615 0.00102522 84779.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1002.12 933.152 0.0104219 0.00102156 85103.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 992.028 924.356 0.0104452 0.00104399 85095.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 982.484 915.523 0.0104078 0.00102311 85245.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 972.902 906.494 0.010406 0.00102517 85279.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 963.102 898.079 0.0104183 0.00103839 85288.4 0
: 375 Minimum Test error found - save the configuration
: 375 | 953.88 889.245 0.0104312 0.00102609 85060.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 944.371 880.56 0.0104491 0.00102304 84870.7 0
: 377 Minimum Test error found - save the configuration
: 377 | 935.117 872.041 0.0104341 0.00102003 84979.2 0
: 378 Minimum Test error found - save the configuration
: 378 | 926.045 863.732 0.0104306 0.00104005 85192 0
: 379 Minimum Test error found - save the configuration
: 379 | 916.541 855.93 0.0104301 0.00102525 85062.6 0
: 380 Minimum Test error found - save the configuration
: 380 | 908.378 846.799 0.0104466 0.0010246 84907.3 0
: 381 Minimum Test error found - save the configuration
: 381 | 898.526 838.759 0.0106013 0.00103363 83615.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 890.184 831.203 0.0103927 0.00102268 85378.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 881.417 822.187 0.0104181 0.00102343 85154.3 0
: 384 Minimum Test error found - save the configuration
: 384 | 872.336 814.243 0.0104582 0.00104088 84950.2 0
: 385 Minimum Test error found - save the configuration
: 385 | 863.466 806.57 0.0104488 0.00102199 84864.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 855.007 798.906 0.0104348 0.0010223 84993 0
: 387 Minimum Test error found - save the configuration
: 387 | 846.668 790.88 0.0104028 0.00102349 85294.2 0
: 388 Minimum Test error found - save the configuration
: 388 | 838.223 783.026 0.010408 0.00102144 85228.7 0
: 389 Minimum Test error found - save the configuration
: 389 | 829.871 775.857 0.0104039 0.0010269 85315.1 0
: 390 Minimum Test error found - save the configuration
: 390 | 821.707 768.037 0.0104146 0.00102096 85164.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 813.422 760.11 0.0104317 0.00102145 85014.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 805.387 752.848 0.010424 0.00102333 85100.2 0
: 393 Minimum Test error found - save the configuration
: 393 | 797.32 745.304 0.0104665 0.00102398 84723.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 789.322 738.002 0.010461 0.00104144 84929.5 0
: 395 Minimum Test error found - save the configuration
: 395 | 781.594 730.427 0.0104215 0.0010212 85103.8 0
: 396 Minimum Test error found - save the configuration
: 396 | 773.607 722.972 0.0104005 0.00102163 85298.2 0
: 397 Minimum Test error found - save the configuration
: 397 | 765.78 715.807 0.0104095 0.00104361 85416.1 0
: 398 Minimum Test error found - save the configuration
: 398 | 758.622 708.336 0.0104163 0.00102167 85154.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 750.501 701.411 0.0104525 0.00103392 84938.1 0
: 400 Minimum Test error found - save the configuration
: 400 | 743.233 694.351 0.0104245 0.00102358 85097.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 735.638 687.617 0.0105558 0.00103148 83995.8 0
: 402 Minimum Test error found - save the configuration
: 402 | 728.152 680.502 0.0104145 0.00102363 85189.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 720.677 674.172 0.0104167 0.00102451 85176.9 0
: 404 Minimum Test error found - save the configuration
: 404 | 713.831 666.91 0.0104471 0.00104069 85048.4 0
: 405 Minimum Test error found - save the configuration
: 405 | 706.38 660.159 0.0103954 0.00102431 85369 0
: 406 Minimum Test error found - save the configuration
: 406 | 699.156 653.274 0.0104056 0.00102116 85247.3 0
: 407 Minimum Test error found - save the configuration
: 407 | 692.269 646.544 0.0104158 0.00102144 85157.8 0
: 408 Minimum Test error found - save the configuration
: 408 | 685.359 640.39 0.0104217 0.0010224 85112.6 0
: 409 Minimum Test error found - save the configuration
: 409 | 678.317 633.719 0.0104674 0.00102452 84720.3 0
: 410 Minimum Test error found - save the configuration
: 410 | 671.519 627.09 0.0104701 0.00102704 84718.4 0
: 411 Minimum Test error found - save the configuration
: 411 | 664.599 620.368 0.010421 0.00102132 85109.2 0
: 412 Minimum Test error found - save the configuration
: 412 | 657.732 614.42 0.0104021 0.00102146 85282 0
: 413 Minimum Test error found - save the configuration
: 413 | 651.237 607.7 0.0104277 0.00103216 85146.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 644.622 601.58 0.010435 0.00103975 85149 0
: 415 Minimum Test error found - save the configuration
: 415 | 637.82 595.297 0.0104323 0.00103287 85111.9 0
: 416 Minimum Test error found - save the configuration
: 416 | 631.296 589.678 0.0104199 0.00102155 85121.1 0
: 417 Minimum Test error found - save the configuration
: 417 | 625.019 583.49 0.0104134 0.00102348 85197.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 618.698 577.262 0.0104245 0.00102407 85102.3 0
: 419 Minimum Test error found - save the configuration
: 419 | 612.012 571.478 0.0104691 0.00103053 84758.7 0
: 420 Minimum Test error found - save the configuration
: 420 | 606.128 565.117 0.010435 0.00104022 85154 0
: 421 Minimum Test error found - save the configuration
: 421 | 599.439 560.217 0.0105212 0.00102946 84284 0
: 422 Minimum Test error found - save the configuration
: 422 | 593.71 553.445 0.0104013 0.00101791 85256.6 0
: 423 Minimum Test error found - save the configuration
: 423 | 587.257 547.882 0.0104204 0.00104758 85353.2 0
: 424 Minimum Test error found - save the configuration
: 424 | 581.317 541.904 0.0104869 0.00105945 84858.2 0
: 425 Minimum Test error found - save the configuration
: 425 | 575.227 536.261 0.0104466 0.00102848 84942.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 569.405 530.948 0.0104071 0.00101849 85210 0
: 427 Minimum Test error found - save the configuration
: 427 | 563.605 525.373 0.0104091 0.00102233 85226.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 557.793 519.289 0.0104401 0.00105115 85207 0
: 429 Minimum Test error found - save the configuration
: 429 | 551.581 514.229 0.0104111 0.00102031 85189.7 0
: 430 Minimum Test error found - save the configuration
: 430 | 546.327 508.526 0.0104129 0.00101767 85149.5 0
: 431 Minimum Test error found - save the configuration
: 431 | 540.474 503.39 0.0104215 0.00102087 85100.8 0
: 432 Minimum Test error found - save the configuration
: 432 | 535.02 497.844 0.0104948 0.00103574 84574.9 0
: 433 Minimum Test error found - save the configuration
: 433 | 529.235 492.617 0.0104318 0.00102138 85012 0
: 434 Minimum Test error found - save the configuration
: 434 | 523.878 487.327 0.0104436 0.0010359 85036.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 518.609 482.247 0.0104274 0.00102315 85068.2 0
: 436 Minimum Test error found - save the configuration
: 436 | 513.103 476.907 0.0103899 0.0010207 85386 0
: 437 Minimum Test error found - save the configuration
: 437 | 507.817 472.452 0.0104011 0.00102404 85314.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 502.362 466.773 0.0104776 0.00102635 84644.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 497.141 461.649 0.0104012 0.00102235 85297.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 491.852 456.904 0.0104362 0.00102423 84997.9 0
: 441 Minimum Test error found - save the configuration
: 441 | 487.02 451.748 0.0105282 0.00103358 84257.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 481.767 446.988 0.0104202 0.00102257 85128.1 0
: 443 Minimum Test error found - save the configuration
: 443 | 476.82 442.293 0.0104387 0.00102599 84991.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 471.97 437.207 0.0104546 0.00105652 85123.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 466.958 432.575 0.0104105 0.00101944 85187.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 461.905 428.261 0.0104057 0.00103576 85379.7 0
: 447 Minimum Test error found - save the configuration
: 447 | 457.275 423.784 0.0104001 0.00102596 85341 0
: 448 Minimum Test error found - save the configuration
: 448 | 452.777 418.702 0.0104309 0.00103031 85101.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 447.373 414.404 0.0104208 0.00102409 85136.6 0
: 450 Minimum Test error found - save the configuration
: 450 | 442.96 409.809 0.0104279 0.00102297 85061.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 438.468 405.262 0.0104132 0.00102503 85213.6 0
: 452 Minimum Test error found - save the configuration
: 452 | 433.576 400.696 0.0104152 0.00102929 85234.6 0
: 453 Minimum Test error found - save the configuration
: 453 | 429.247 396.398 0.0104012 0.00102389 85312.4 0
: 454 Minimum Test error found - save the configuration
: 454 | 424.796 392.749 0.0104407 0.00105533 85238.7 0
: 455 Minimum Test error found - save the configuration
: 455 | 420.383 387.74 0.0104072 0.00101977 85220.2 0
: 456 Minimum Test error found - save the configuration
: 456 | 415.87 383.516 0.0104179 0.00102161 85140.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 411.782 378.974 0.010459 0.00102688 84816.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 407.068 375.007 0.0104118 0.00102278 85206.2 0
: 459 Minimum Test error found - save the configuration
: 459 | 402.691 371.09 0.0104303 0.00102258 85036.1 0
: 460 Minimum Test error found - save the configuration
: 460 | 398.606 367.589 0.0104229 0.0010244 85120.2 0
: 461 Minimum Test error found - save the configuration
: 461 | 394.574 362.714 0.0105205 0.00102775 84275 0
: 462 Minimum Test error found - save the configuration
: 462 | 389.991 358.892 0.0104066 0.00102165 85243.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 385.978 354.693 0.0103997 0.00102043 85294.5 0
: 464 Minimum Test error found - save the configuration
: 464 | 381.911 350.704 0.010454 0.00104001 84979.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 378.017 347.105 0.0104449 0.00104262 85085.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 374.027 342.805 0.0103937 0.00101805 85327.7 0
: 467 Minimum Test error found - save the configuration
: 467 | 370.39 339.836 0.010461 0.00102382 84771.2 0
: 468 Minimum Test error found - save the configuration
: 468 | 366.201 335.396 0.01045 0.00103812 84998.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 362.073 331.552 0.0104299 0.00102118 85027.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 358.291 327.8 0.0103874 0.00102613 85458.7 0
: 471 Minimum Test error found - save the configuration
: 471 | 354.283 324.47 0.0103951 0.00102125 85343.5 0
: 472 Minimum Test error found - save the configuration
: 472 | 350.82 321.369 0.010421 0.00102203 85115.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 347.024 317.363 0.0104306 0.00102307 85038.7 0
: 474 Minimum Test error found - save the configuration
: 474 | 343.404 313.379 0.010449 0.00103522 84981.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 339.511 309.951 0.0104501 0.00102444 84874.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 335.864 306.153 0.0104725 0.0010515 84916.5 0
: 477 Minimum Test error found - save the configuration
: 477 | 332.033 302.805 0.0104428 0.00102392 84935.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 328.753 299.203 0.010391 0.0010208 85376.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 324.96 295.862 0.0104085 0.00102488 85254.9 0
: 480 Minimum Test error found - save the configuration
: 480 | 321.589 292.578 0.010422 0.00102249 85111.1 0
: 481 Minimum Test error found - save the configuration
: 481 | 318.335 289.337 0.0105171 0.00103098 84333.7 0
: 482 Minimum Test error found - save the configuration
: 482 | 314.766 285.687 0.0104134 0.00101964 85163.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 311.143 282.692 0.0104115 0.00102011 85184.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 308.036 279.905 0.0104539 0.00104004 84981.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 304.559 276.183 0.010414 0.00101914 85152.8 0
: 486 Minimum Test error found - save the configuration
: 486 | 301.385 273.348 0.0104367 0.00102755 85023.2 0
: 487 Minimum Test error found - save the configuration
: 487 | 298.172 269.916 0.0103857 0.00102219 85438.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 294.97 266.984 0.0104305 0.00103565 85153.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 291.869 264.289 0.0104355 0.00102329 84996.1 0
: 490 Minimum Test error found - save the configuration
: 490 | 288.51 260.762 0.0104085 0.00101555 85169.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 285.44 258.254 0.0104316 0.00102 85001.5 0
: 492 Minimum Test error found - save the configuration
: 492 | 282.416 255.604 0.0103989 0.00102226 85318.2 0
: 493 Minimum Test error found - save the configuration
: 493 | 279.112 252.283 0.0104129 0.00102712 85235.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 276.186 249.677 0.0104384 0.00103887 85110.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 273.212 246.442 0.0103836 0.00101948 85432.3 0
: 496 Minimum Test error found - save the configuration
: 496 | 270.104 243.507 0.0104588 0.00102343 84787.1 0
: 497 Minimum Test error found - save the configuration
: 497 | 267.263 240.308 0.0104397 0.00102263 84952.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 264.43 237.619 0.0104564 0.00103171 84883.3 0
: 499 Minimum Test error found - save the configuration
: 499 | 261.436 234.593 0.010415 0.00102199 85169.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 258.59 232.066 0.0104698 0.00109344 85320.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 255.623 229.144 0.0104164 0.00102026 85141.8 0
: 502 Minimum Test error found - save the configuration
: 502 | 252.659 226.634 0.0103836 0.00101915 85429.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 250.112 223.964 0.0103984 0.00102074 85308.7 0
: 504 Minimum Test error found - save the configuration
: 504 | 247.269 221.534 0.0104541 0.00103755 84957.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 244.514 218.92 0.0104906 0.00105532 84788.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 241.983 216.508 0.0103911 0.00101655 85337.7 0
: 507 Minimum Test error found - save the configuration
: 507 | 239.548 213.799 0.0104104 0.00101901 85184.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 236.772 211.295 0.0103963 0.0010192 85314.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 233.957 209.047 0.0103805 0.00101652 85433.4 0
: 510 Minimum Test error found - save the configuration
: 510 | 231.488 206.612 0.0103933 0.00101858 85335.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 228.982 203.922 0.0103897 0.00101811 85364.1 0
: 512 Minimum Test error found - save the configuration
: 512 | 226.294 201.603 0.0103998 0.00101919 85281.9 0
: 513 Minimum Test error found - save the configuration
: 513 | 224.021 199.675 0.0104423 0.00103734 85061.4 0
: 514 Minimum Test error found - save the configuration
: 514 | 221.494 197.578 0.0104167 0.00103323 85255.9 0
: 515 Minimum Test error found - save the configuration
: 515 | 219.146 194.956 0.0104864 0.00103579 84651 0
: 516 Minimum Test error found - save the configuration
: 516 | 216.733 192.349 0.0104112 0.00103066 85282.9 0
: 517 Minimum Test error found - save the configuration
: 517 | 214.298 190.778 0.0103782 0.00101674 85456.3 0
: 518 Minimum Test error found - save the configuration
: 518 | 211.825 187.909 0.0103847 0.00101793 85407.9 0
: 519 Minimum Test error found - save the configuration
: 519 | 209.613 185.478 0.0103806 0.00101724 85439 0
: 520 Minimum Test error found - save the configuration
: 520 | 207.148 183.429 0.0103975 0.00102194 85328 0
: 521 Minimum Test error found - save the configuration
: 521 | 205.036 181.295 0.0104926 0.00102631 84510.8 0
: 522 Minimum Test error found - save the configuration
: 522 | 202.684 179.092 0.0104068 0.00101524 85182.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 200.455 177.059 0.0104127 0.00102119 85183.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 198.081 175.066 0.0105125 0.00107674 84783.9 0
: 525 Minimum Test error found - save the configuration
: 525 | 196.148 172.73 0.0104388 0.00102256 84959.7 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.107 171.28 0.0103811 0.0010168 85430.5 0
: 527 Minimum Test error found - save the configuration
: 527 | 191.709 168.96 0.0103763 0.00101929 85497.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 189.465 167.177 0.0104014 0.00101611 85240 0
: 529 Minimum Test error found - save the configuration
: 529 | 187.282 165.1 0.0104035 0.00101758 85234.4 0
: 530 Minimum Test error found - save the configuration
: 530 | 185.528 162.902 0.0104083 0.00101661 85181.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 183.652 161.704 0.0104 0.00101962 85284.6 0
: 532 Minimum Test error found - save the configuration
: 532 | 181.389 159.042 0.0103854 0.00102203 85439.5 0
: 533 Minimum Test error found - save the configuration
: 533 | 179.123 157.21 0.0104033 0.001019 85248.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 177.036 155.211 0.0104541 0.00102461 84839.8 0
: 535 Minimum Test error found - save the configuration
: 535 | 174.801 153.239 0.0103829 0.00101662 85412.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 172.813 151.484 0.0104298 0.00104059 85204.3 0
: 537 Minimum Test error found - save the configuration
: 537 | 170.761 149.499 0.0104144 0.0010168 85128.1 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.882 148.549 0.0104237 0.00101833 85058.1 0
: 539 Minimum Test error found - save the configuration
: 539 | 167.13 146.709 0.0104037 0.00101866 85241.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 165.144 144.129 0.0105482 0.00114179 85048.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 163.325 142.682 0.0103756 0.00101855 85496.8 0
: 542 Minimum Test error found - save the configuration
: 542 | 161.429 141.273 0.0103923 0.00102131 85369.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 159.653 139.066 0.0104294 0.00104437 85242 0
: 544 Minimum Test error found - save the configuration
: 544 | 157.612 137.567 0.0104188 0.00102152 85131.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 155.762 136.313 0.0104118 0.00101445 85130.3 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.089 134.533 0.0104166 0.00102319 85165.9 0
: 547 Minimum Test error found - save the configuration
: 547 | 152.33 132.676 0.0104486 0.00104462 85070.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 150.401 131.059 0.0103871 0.00101899 85396.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 148.753 129.104 0.0103989 0.00101731 85273.4 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.803 127.649 0.0103902 0.00102017 85378.8 0
: 551 Minimum Test error found - save the configuration
: 551 | 145.219 126.563 0.0103718 0.00101641 85511.8 0
: 552 Minimum Test error found - save the configuration
: 552 | 143.498 124.794 0.0104082 0.00103079 85311.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 141.853 123.521 0.0104504 0.00104594 85066 0
: 554 Minimum Test error found - save the configuration
: 554 | 140.206 121.628 0.0104367 0.00102059 84960.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 138.747 120.534 0.0103873 0.00101655 85372 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.131 118.862 0.0104039 0.00102008 85252.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 135.321 117.406 0.0104187 0.00101719 85092.5 0
: 558 Minimum Test error found - save the configuration
: 558 | 133.744 116.287 0.010396 0.00102105 85333.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.144 114.614 0.0103631 0.0010173 85600 0
: 560 Minimum Test error found - save the configuration
: 560 | 130.554 113.352 0.0104937 0.00103575 84584.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 129.008 112.037 0.0104105 0.00101785 85173.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 127.655 110.369 0.0104282 0.00101842 85018.2 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.1 109.065 0.0104752 0.00105192 84896 0
: 564 Minimum Test error found - save the configuration
: 564 | 124.425 108.004 0.0104324 0.00103905 85166.3 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.019 106.276 0.0103973 0.00101743 85289.1 0
: 566 Minimum Test error found - save the configuration
: 566 | 121.505 104.782 0.0103763 0.00101854 85491 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.989 104.111 0.0103756 0.00101596 85473.8 0
: 568 Minimum Test error found - save the configuration
: 568 | 118.806 102.673 0.0104128 0.00102032 85174.6 0
: 569 Minimum Test error found - save the configuration
: 569 | 117.166 101.1 0.0104043 0.00101773 85227.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.811 99.7947 0.0104071 0.00101798 85205.3 0
: 571 Minimum Test error found - save the configuration
: 571 | 114.37 99.2353 0.0104135 0.00101836 85150 0
: 572 Minimum Test error found - save the configuration
: 572 | 113.066 97.4642 0.0104323 0.0010223 85015.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.8 96.3706 0.0104439 0.00104756 85139.2 0
: 574 Minimum Test error found - save the configuration
: 574 | 110.6 94.8173 0.0103996 0.00102714 85356.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 109.038 93.7413 0.0103898 0.00101721 85354.9 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.677 92.719 0.0103915 0.00102119 85376.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 106.533 91.6367 0.0104191 0.00102313 85143.1 0
: 578 Minimum Test error found - save the configuration
: 578 | 105.284 90.2625 0.010428 0.00101791 85015.3 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.087 89.3109 0.0104014 0.00102158 85289.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.733 88.2025 0.0104938 0.00103235 84553.5 0
: 581 | 101.53 88.2047 0.0103769 0.000984353 85173.6 1
: 582 Minimum Test error found - save the configuration
: 582 | 100.511 86.2378 0.0104311 0.00102243 85027.8 0
: 583 Minimum Test error found - save the configuration
: 583 | 99.3203 84.6686 0.0104429 0.00103752 85057.4 0
: 584 Minimum Test error found - save the configuration
: 584 | 98.0454 83.5197 0.0104038 0.00101862 85240.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.8007 82.6751 0.0104046 0.00102421 85284.2 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.5615 81.4928 0.0104162 0.00101771 85120.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.4304 80.4343 0.0104339 0.00102099 84990.1 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.2423 79.4511 0.0104024 0.00101917 85258.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 92.1575 78.6793 0.0103849 0.00101732 85401.3 0
: 590 Minimum Test error found - save the configuration
: 590 | 91.5951 77.686 0.0104243 0.00102419 85105.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.3134 77.1114 0.0103886 0.00102419 85429.4 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.1913 76.3341 0.0104428 0.00101962 84896.8 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.0825 74.6555 0.0104278 0.00103831 85202.1 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.7287 73.4649 0.0104119 0.00102098 85188.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.7776 72.4256 0.0104069 0.00102056 85230.7 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.7491 71.3406 0.0104133 0.00102015 85168 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.7003 70.6131 0.0103905 0.00101662 85343.9 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.7566 70.2098 0.0104141 0.00102118 85170.4 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.9287 68.7012 0.0103729 0.00101895 85525.4 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.7208 67.7261 0.0104991 0.00102605 84449.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.9297 66.8227 0.0104691 0.00102182 84680.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.8919 65.9231 0.0104424 0.00102818 84977.4 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.905 65.1467 0.0104258 0.00103714 85209 0
: 604 Minimum Test error found - save the configuration
: 604 | 77.075 64.3629 0.0103948 0.0010211 85345.5 0
: 605 Minimum Test error found - save the configuration
: 605 | 76.2136 63.8977 0.0103977 0.0010173 85284.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 75.2719 62.942 0.010423 0.00102121 85090.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.4423 61.8522 0.010408 0.00101778 85195.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.5808 61.4333 0.0103936 0.00101942 85340.6 0
: 609 | 72.6739 61.4801 0.0103757 0.000987483 85213.5 1
: 610 Minimum Test error found - save the configuration
: 610 | 71.9511 59.7044 0.0104303 0.00103094 85111.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8475 58.7336 0.0104365 0.00102996 85046.8 0
: 612 Minimum Test error found - save the configuration
: 612 | 70.2398 58.5004 0.0103922 0.00101978 85356.8 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.3301 57.2793 0.0104428 0.00105115 85182.5 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.4748 56.6988 0.0103972 0.00101946 85308.8 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.5214 55.5649 0.010383 0.00101796 85423.8 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.0648 54.7575 0.0104208 0.00101994 85098.9 0
: 617 Minimum Test error found - save the configuration
: 617 | 66.0297 54.351 0.010417 0.00102654 85192.6 0
: 618 Minimum Test error found - save the configuration
: 618 | 65.1928 53.3048 0.0104274 0.00103881 85209.5 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.4027 52.4969 0.0104146 0.00101858 85142.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.8049 51.9954 0.0105327 0.00103035 84189.6 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.971 51.7349 0.0104309 0.00102157 85021.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 62.3431 50.5786 0.010395 0.00101696 85305.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.6256 50.2789 0.0104196 0.00103593 85254.8 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.0886 49.7453 0.0103912 0.00101876 85356.3 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.4434 48.9742 0.010421 0.00103513 85234.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.6068 47.7352 0.0104382 0.00103725 85097.7 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.4655 47.0178 0.0104073 0.00102044 85225.2 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.8126 46.6785 0.0104123 0.00102186 85192.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.9975 45.7885 0.0104081 0.00101888 85204.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.2711 45.2304 0.0104135 0.00102023 85167.8 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.7645 45.2024 0.0104699 0.00102321 84685.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 55.0425 44.1631 0.0103943 0.00102623 85396.3 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4559 44.0593 0.0104294 0.0010394 85196.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7289 43.3918 0.010416 0.00102683 85204.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.1098 42.4484 0.0104425 0.00105271 85198.6 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.451 42.1534 0.0104281 0.00102423 85071.1 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.936 41.3165 0.0103976 0.00102213 85329.4 0
: 638 Minimum Test error found - save the configuration
: 638 | 51.1702 40.536 0.0104108 0.0010183 85174.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5875 40.2672 0.0104173 0.00102964 85217.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.1234 40.2667 0.0105648 0.00103352 83934.2 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.5781 39.4464 0.0104497 0.00102321 84867.2 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.0566 39.04 0.010408 0.0010266 85274.8 0
: 643 Minimum Test error found - save the configuration
: 643 | 48.3593 38.1341 0.0104598 0.00103813 84910.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.4657 37.5203 0.0104204 0.0010209 85111 0
: 645 Minimum Test error found - save the configuration
: 645 | 47.0518 36.8256 0.0104356 0.00102322 84994.8 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4381 36.2251 0.010407 0.00101868 85211.9 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.7288 36.1007 0.0104063 0.00102153 85244.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2631 35.3184 0.0104093 0.0010206 85208.7 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.7831 35.0705 0.0104459 0.00102404 84908.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1601 34.0919 0.0105224 0.00103494 84321.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.0154 33.6342 0.0104131 0.00101917 85161 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.4512 33.4198 0.010412 0.00102203 85197.7 0
: 653 | 42.934 33.9712 0.010407 0.000985233 84909.8 1
: 654 Minimum Test error found - save the configuration
: 654 | 42.6858 33.3046 0.0104085 0.00103848 85378.9 0
: 655 Minimum Test error found - save the configuration
: 655 | 41.6174 31.9 0.0104059 0.00101795 85216 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.1037 31.5496 0.0103925 0.00102302 85383.5 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.6663 31.1849 0.0104198 0.00102268 85132.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 40.1296 30.3783 0.0104401 0.00102397 84960.3 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.6512 29.9957 0.0104326 0.00101823 84976.2 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2606 29.6484 0.010536 0.00102873 84146.1 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.8337 28.7557 0.010407 0.00102296 85250.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.1344 28.6098 0.0103972 0.00102156 85327.7 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.6138 27.9469 0.0104265 0.00104048 85233.3 0
: 664 | 37.3902 28.6655 0.0104113 0.000988974 84904.8 1
: 665 | 37.0106 28.0065 0.0103798 0.000984944 85152.6 2
: 666 Minimum Test error found - save the configuration
: 666 | 36.574 27.0014 0.0104176 0.00102247 85150.1 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.9976 26.4448 0.0104341 0.00101783 84959.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.4029 26.1075 0.0104446 0.00102467 84926 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0749 25.4961 0.0104106 0.00102646 85250.6 0
: 670 | 34.537 25.736 0.0103838 0.000987623 85141.4 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.1674 24.8786 0.0104047 0.0010222 85264.7 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.9725 24.2332 0.0104039 0.00102113 85262.3 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.562 24.1813 0.0104408 0.00103638 85066 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.1376 24.1733 0.0104435 0.00102424 84932.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.5965 23.3998 0.0104234 0.00101644 85043.4 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.0829 22.9514 0.0104126 0.00102078 85180.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.725 22.7289 0.010424 0.00104314 85279.9 0
: 678 | 31.4071 23.023 0.0103883 0.000986114 85086.8 1
: 679 Minimum Test error found - save the configuration
: 679 | 31.2499 22.237 0.0104004 0.00103251 85398.3 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.6565 21.7614 0.0105345 0.0010292 84163.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.0935 21.257 0.0104379 0.00102062 84949.9 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.8082 20.9525 0.0104188 0.00102393 85153 0
: 683 Minimum Test error found - save the configuration
: 683 | 29.3898 20.5681 0.0104383 0.00103773 85100.8 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.0113 20.3896 0.0104336 0.00102635 85040.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5524 19.8922 0.0105335 0.0010383 84253.2 0
: 686 | 28.3669 20.3606 0.0103817 0.000986994 85154.1 1
: 687 Minimum Test error found - save the configuration
: 687 | 28.1782 19.3026 0.0104191 0.00102101 85123.7 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.5933 18.9128 0.0115754 0.00104435 75965.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.2444 18.6017 0.0104372 0.00102111 84960.9 0
: 690 | 27.2381 19.6538 0.0104062 0.000987974 84941.3 1
: 691 Minimum Test error found - save the configuration
: 691 | 26.7485 18.1072 0.0112841 0.00102483 77978.1 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.1215 17.9479 0.0104612 0.00102197 84752.3 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.743 17.8734 0.0104561 0.00104576 85012.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.4966 17.168 0.01041 0.00101945 85192.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.2043 16.8973 0.0104101 0.00102633 85254 0
: 696 | 24.9472 17.4438 0.0103814 0.000989713 85181.8 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.6542 16.465 0.010487 0.00102507 84549.5 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.4931 16.2048 0.0104428 0.00102216 84919.9 0
: 699 | 23.9259 16.3658 0.0104064 0.000986273 84924.6 1
: 700 Minimum Test error found - save the configuration
: 700 | 23.5173 15.8308 0.0105469 0.00102908 84052.7 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.3183 15.3874 0.0104363 0.00102308 84986.8 0
: 702 | 23.1223 15.5164 0.010386 0.000988564 85129.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.4523 15.1134 0.0104488 0.00103918 85019 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.2261 14.9086 0.0104179 0.001023 85152.4 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9241 14.5144 0.0104464 0.00102356 84900.4 0
: 706 | 21.6668 14.8658 0.0103896 0.000987503 85087.2 1
: 707 Minimum Test error found - save the configuration
: 707 | 21.5189 14.3039 0.0105258 0.00106434 84553.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.1784 14.0486 0.0104427 0.00102263 84924.8 0
: 709 | 20.8974 14.379 0.0104169 0.000988243 84847.4 1
: 710 | 21.4336 14.2829 0.0103924 0.000991324 85097 2
: 711 Minimum Test error found - save the configuration
: 711 | 20.61 13.5124 0.0104159 0.00102574 85195.7 0
: 712 Minimum Test error found - save the configuration
: 712 | 20.2078 13.1313 0.010431 0.00102545 85056.6 0
: 713 Minimum Test error found - save the configuration
: 713 | 19.7964 12.8516 0.0104454 0.00103847 85043.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.3884 12.6821 0.0104389 0.0010233 84965.6 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.1144 12.2986 0.0104152 0.0010186 85137.2 0
: 716 | 18.9198 12.3165 0.0105429 0.000989954 83743.5 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.5918 12.0448 0.0104119 0.00102595 85233.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.3534 11.6702 0.0104156 0.00102024 85148.5 0
: 719 | 18.2018 11.812 0.0103788 0.000986593 85176.6 1
: 720 Minimum Test error found - save the configuration
: 720 | 17.975 11.2218 0.0105113 0.00103183 84393.3 0
: 721 | 17.9048 11.4043 0.0103928 0.000986244 85046.6 1
: 722 | 17.8514 11.5136 0.0104097 0.000988113 84911.4 2
: 723 Minimum Test error found - save the configuration
: 723 | 17.2008 10.946 0.0104799 0.00103835 84731.8 0
: 724 Minimum Test error found - save the configuration
: 724 | 17.1075 10.3507 0.0104316 0.00103165 85107 0
: 725 | 16.8855 11.0501 0.0103834 0.000988375 85151.3 1
: 726 | 16.6295 10.4346 0.0104444 0.000987633 84595.3 2
: 727 Minimum Test error found - save the configuration
: 727 | 16.2803 10.1904 0.0104025 0.00102256 85288.7 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.1293 9.69082 0.0104195 0.00102065 85116.7 0
: 729 | 15.7834 9.75321 0.0103968 0.000987653 85023.9 1
: 730 | 15.6435 9.8697 0.0104416 0.000996804 84703 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.5601 9.17065 0.0104308 0.00102033 85011.3 0
: 732 | 15.1467 9.33379 0.0103863 0.000987383 85116.1 1
: 733 | 14.9866 10.0063 0.0104215 0.000989933 84821.3 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.8744 8.59546 0.0104318 0.00102458 85041.1 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.5349 8.40553 0.0104338 0.00102998 85071.6 0
: 736 | 14.3965 8.89529 0.0104007 0.000994283 85048.4 1
: 737 | 14.2857 8.65066 0.0104151 0.000987723 84859.6 2
: 738 | 14.1092 8.49149 0.0103989 0.000992873 85051.7 3
: 739 Minimum Test error found - save the configuration
: 739 | 13.9988 7.78474 0.0104333 0.00102301 85013.6 0
: 740 | 13.7266 8.05589 0.0104979 0.000987265 84115.9 1
: 741 | 13.5621 8.06515 0.0103962 0.000986993 85023 2
: 742 Minimum Test error found - save the configuration
: 742 | 13.354 7.24768 0.0104049 0.00102437 85283.2 0
: 743 | 13.2138 7.6699 0.0103927 0.000986303 85048.2 1
: 744 | 13.0244 7.68103 0.0103708 0.000986955 85253.2 2
: 745 Minimum Test error found - save the configuration
: 745 | 13.0213 6.9441 0.0104386 0.0010281 85011.2 0
: 746 | 13.1874 7.21249 0.0104148 0.000989043 84873.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.637 6.65946 0.0104408 0.00102226 84939.1 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.2756 6.52547 0.0104423 0.0010203 84907.7 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.9265 6.30392 0.0104262 0.00102606 85105 0
: 750 | 11.8416 6.52386 0.0103864 0.000989313 85132.9 1
: 751 Minimum Test error found - save the configuration
: 751 | 11.7415 6.17596 0.0104303 0.00103041 85107.6 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.5121 5.87 0.0104154 0.00102155 85162 0
: 753 | 11.5466 6.17085 0.0104271 0.000986995 84745.2 1
: 754 Minimum Test error found - save the configuration
: 754 | 11.3906 5.77123 0.0104451 0.0010256 84930.6 0
: 755 Minimum Test error found - save the configuration
: 755 | 11.1189 5.51146 0.0104602 0.00102133 84755.9 0
: 756 | 10.9952 6.00138 0.0103922 0.000988764 85075.3 1
: 757 Minimum Test error found - save the configuration
: 757 | 10.7826 5.07844 0.0104232 0.00102838 85153.3 0
: 758 | 10.5748 5.40481 0.0103987 0.000990744 85034.2 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.4942 5.0346 0.0104163 0.00102277 85164.8 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.3298 4.75008 0.0105317 0.00102893 84186 0
: 761 | 10.4292 4.90299 0.010405 0.000988214 84954.5 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.1858 4.57082 0.0104594 0.00102324 84780.5 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.0499 4.53243 0.0105654 0.00104204 84003.7 0
: 764 | 10.0848 4.79282 0.0104037 0.000991424 84995.3 1
: 765 | 9.82247 4.71775 0.0103845 0.000987024 85128.8 2
: 766 Minimum Test error found - save the configuration
: 766 | 9.74365 4.22473 0.0104243 0.00102948 85153.1 0
: 767 | 9.43884 4.36893 0.0104027 0.000989154 84983.7 1
: 768 Minimum Test error found - save the configuration
: 768 | 9.41285 4.07174 0.0104305 0.00104079 85199.3 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.23012 3.87326 0.0104294 0.00101963 85018.1 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.05842 3.72428 0.0105003 0.00102446 84425.6 0
: 771 | 9.05348 4.04497 0.0104194 0.000991335 84852.6 1
: 772 | 8.89871 4.17554 0.0104186 0.000988544 84835.4 2
: 773 Minimum Test error found - save the configuration
: 773 | 8.73533 3.44084 0.0105071 0.0010415 84516.5 0
: 774 | 8.85804 3.55846 0.0103883 0.000988923 85112 1
: 775 | 8.80325 3.61937 0.0103802 0.000988034 85177.8 2
: 776 | 8.73695 3.7155 0.0103948 0.000987344 85038.7 3
: 777 Minimum Test error found - save the configuration
: 777 | 8.40437 3.3964 0.0104712 0.0010273 84710.9 0
: 778 | 8.29197 3.49416 0.0104067 0.000988524 84941.8 1
: 779 Minimum Test error found - save the configuration
: 779 | 8.2514 3.12825 0.0105515 0.00112041 84825.8 0
: 780 Minimum Test error found - save the configuration
: 780 | 8.25021 3.02815 0.01045 0.00102425 84873.9 0
: 781 Minimum Test error found - save the configuration
: 781 | 8.14766 3.02311 0.0104501 0.0010226 84857.7 0
: 782 | 8.02548 3.18158 0.0104281 0.000998483 84839 1
: 783 | 7.83587 3.29242 0.0104062 0.000988993 84950.5 2
: 784 | 7.89535 3.31483 0.0103853 0.000987563 85127.3 3
: 785 Minimum Test error found - save the configuration
: 785 | 7.72109 2.97785 0.0104543 0.00102673 84857.4 0
: 786 Minimum Test error found - save the configuration
: 786 | 7.69389 2.87514 0.0104416 0.00102397 84947 0
: 787 Minimum Test error found - save the configuration
: 787 | 7.58498 2.48191 0.0104655 0.00102585 84748.5 0
: 788 | 7.30882 2.74581 0.0104363 0.0010101 84870 1
: 789 | 7.12896 2.4823 0.0103972 0.000989854 85039.5 2
: 790 | 7.41428 3.09269 0.0103829 0.000986124 85135.9 3
: 791 | 7.26523 2.67117 0.0103846 0.000987383 85131.4 4
: 792 | 7.26809 2.96043 0.0104144 0.000998623 84964.1 5
: 793 | 7.05627 2.71892 0.0104003 0.000989763 85010.8 6
: 794 Minimum Test error found - save the configuration
: 794 | 6.68693 2.31642 0.0104824 0.00102908 84626.4 0
: 795 | 6.58421 2.42277 0.0104004 0.000993454 85043.9 1
: 796 | 6.51142 2.48737 0.0104248 0.0010153 85020.6 2
: 797 | 6.50871 2.92845 0.0104065 0.000982813 84892.2 3
: 798 | 6.58573 2.90007 0.0103881 0.000990223 85125.4 4
: 799 | 6.49204 3.13202 0.0104967 0.000996184 84206.1 5
: 800 | 6.3451 2.38316 0.0104057 0.000987984 84946.4 6
: 801 | 6.18172 2.63214 0.010418 0.000989823 84852.1 7
: 802 | 6.25207 2.73713 0.0104377 0.00100039 84770.2 8
: 803 Minimum Test error found - save the configuration
: 803 | 6.10677 2.3054 0.0104659 0.00102972 84779.9 0
: 804 | 5.95264 2.4879 0.0104061 0.000987905 84942.3 1
: 805 | 5.90233 2.45332 0.0103984 0.000990334 85033.3 2
: 806 | 5.8253 2.32688 0.0104084 0.000987334 84916.3 3
: 807 | 5.87411 2.97111 0.0103932 0.000986773 85048.2 4
: 808 | 5.79925 2.66831 0.0103941 0.000989734 85066.6 5
: 809 Minimum Test error found - save the configuration
: 809 | 5.63147 2.14071 0.0104619 0.00104359 84940.9 0
: 810 | 5.62043 2.51684 0.0104211 0.000989113 84817.6 1
: 811 | 5.61156 2.42269 0.0104325 0.000989263 84716.7 2
: 812 | 5.38905 2.29668 0.0104254 0.000988953 84778 3
: 813 | 5.46197 2.64685 0.0104079 0.000987305 84920.1 4
: 814 | 5.39195 2.93789 0.0103902 0.000989753 85102.1 5
: 815 | 5.17823 2.44386 0.0104011 0.000990853 85014.1 6
: 816 | 5.38567 2.88426 0.0104292 0.000986673 84723.3 7
: 817 | 5.2394 2.86537 0.0103935 0.000987663 85053.9 8
: 818 | 5.01856 3.02775 0.0104138 0.000988764 84880 9
: 819 | 4.95464 3.13327 0.0105293 0.000989013 83854.6 10
: 820 | 4.97516 3.16182 0.0104144 0.000989063 84877.3 11
: 821 | 4.80752 2.67505 0.0104246 0.000987293 84770.3 12
: 822 | 4.95754 3.06145 0.0104239 0.000987874 84781.2 13
: 823 | 4.91512 3.58217 0.0103844 0.000988263 85141.2 14
: 824 | 4.74923 3.18124 0.0104317 0.000987532 84708.5 15
: 825 | 4.80604 3.50268 0.0103861 0.000986094 85106.7 16
: 826 | 4.6932 2.7061 0.010454 0.000989704 84528 17
: 827 | 4.68114 3.61891 0.0104518 0.000988074 84533.1 18
: 828 | 4.55198 3.54239 0.0104137 0.000992063 84910.7 19
: 829 | 4.68238 2.83958 0.0104101 0.000987913 84906.1 20
: 830 | 4.49653 4.19132 0.0104173 0.000989383 84854.2 21
:
: Elapsed time for training with 1000 events: 8.63 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: 0.0111 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: 0.802 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.157 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= 3.31309e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.08779e+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: 0.0301 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: 0.0361 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: 0.00134 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: DNN_CPU for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of DNN_CPU on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.0952 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.883 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: 0.0206 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00258 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: 0.0361 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00415 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: 0.00195 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000315 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: 0.0944 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0107 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.881 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0985 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 : -0.784 0.0775 5.88 1.58 | 3.214 3.218
: 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 : -0.0771 0.149 2.21 1.15 | 3.357 3.349
: 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.