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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:360
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:426
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:582
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:3787
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:72
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:1174
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: 0.262 sec
: Elapsed time for training with 1000 events: 0.266 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0028 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: 0.000828 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00417 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: 0.000189 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000419 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 = 31495
: --------------------------------------------------------------
: 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 | 33070.7 31168.5 0.010178 0.00101368 87294.8 0
: 2 Minimum Test error found - save the configuration
: 2 | 32590.7 30616.9 0.0102301 0.00102098 86870.1 0
: 3 Minimum Test error found - save the configuration
: 3 | 31871.2 29883.2 0.0104894 0.00102405 84518.8 0
: 4 Minimum Test error found - save the configuration
: 4 | 31070.2 29218.7 0.011082 0.00106238 79843.5 0
: 5 Minimum Test error found - save the configuration
: 5 | 30342.8 28549.5 0.0117772 0.00102602 74410.2 0
: 6 Minimum Test error found - save the configuration
: 6 | 29574.4 27749.9 0.0109978 0.00105084 80426.6 0
: 7 Minimum Test error found - save the configuration
: 7 | 28836.7 26989.9 0.0102328 0.000996649 86615.9 0
: 8 Minimum Test error found - save the configuration
: 8 | 28315.3 26567.1 0.0100763 0.000980559 87953.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27945.3 26238.7 0.0100437 0.00104048 88857.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27618.7 25940.5 0.0106905 0.000990529 82474.2 0
: 11 Minimum Test error found - save the configuration
: 11 | 27313.8 25658.8 0.0106439 0.000981628 82796.3 0
: 12 Minimum Test error found - save the configuration
: 12 | 27024.4 25388.3 0.0101481 0.00100929 87538.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 26745 25127.2 0.010084 0.0009735 87811.2 0
: 14 Minimum Test error found - save the configuration
: 14 | 26479.5 24868.3 0.00995855 0.000966859 88971 0
: 15 Minimum Test error found - save the configuration
: 15 | 26214.2 24620.3 0.00991725 0.00096883 89401.2 0
: 16 Minimum Test error found - save the configuration
: 16 | 25958.5 24377.4 0.0100045 0.000993408 88779.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 25706.9 24141.6 0.0100675 0.00099211 88150.9 0
: 18 Minimum Test error found - save the configuration
: 18 | 25460.7 23910.7 0.0118498 0.0017124 78915.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25221.5 23681.3 0.0109218 0.00126596 82851.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 24986 23454.2 0.0111076 0.00170228 85058.1 0
: 21 Minimum Test error found - save the configuration
: 21 | 24749.2 23236.1 0.0102969 0.00100716 86116.3 0
: 22 Minimum Test error found - save the configuration
: 22 | 24522.2 23017.8 0.0102477 0.0010194 86689.7 0
: 23 Minimum Test error found - save the configuration
: 23 | 24292.5 22807.8 0.00996288 0.000977939 89037.9 0
: 24 Minimum Test error found - save the configuration
: 24 | 24072.2 22596.3 0.01074 0.000985619 82014.8 0
: 25 Minimum Test error found - save the configuration
: 25 | 23853.4 22386 0.0104332 0.00100999 84897.2 0
: 26 Minimum Test error found - save the configuration
: 26 | 23636 22179.1 0.0113233 0.000984849 77380.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23421.3 21975.6 0.0102953 0.000975978 85843 0
: 28 Minimum Test error found - save the configuration
: 28 | 23209.9 21774.4 0.0100392 0.00097677 88276.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 22999.6 21577.7 0.0102363 0.00113557 87905.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22794.2 21381.7 0.0114972 0.00167675 81462.6 0
: 31 Minimum Test error found - save the configuration
: 31 | 22588.2 21190.8 0.0133511 0.00100287 64786.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22388.8 20998.3 0.0102753 0.00097784 86045.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22188.2 20809.8 0.0100547 0.000975868 88116.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 21990.3 20624.3 0.0152499 0.00173645 59200.3 0
: 35 Minimum Test error found - save the configuration
: 35 | 21797.2 20438 0.0124918 0.00097909 69488.2 0
: 36 Minimum Test error found - save the configuration
: 36 | 21600.3 20259.6 0.010273 0.00097701 86059.1 0
: 37 Minimum Test error found - save the configuration
: 37 | 21411.9 20079.1 0.0102235 0.000976619 86515.8 0
: 38 Minimum Test error found - save the configuration
: 38 | 21225.1 19897.7 0.0102709 0.00102248 86501.3 0
: 39 Minimum Test error found - save the configuration
: 39 | 21035.8 19722.1 0.0124457 0.00100091 69900.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20851.7 19547.5 0.0105243 0.00099027 83909.9 0
: 41 Minimum Test error found - save the configuration
: 41 | 20667.4 19377 0.0114395 0.00167041 81891.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20488.2 19205.8 0.0161979 0.00171695 55245 0
: 43 Minimum Test error found - save the configuration
: 43 | 20309.1 19036.7 0.013958 0.00099391 61709 0
: 44 Minimum Test error found - save the configuration
: 44 | 20132.3 18868.9 0.0100409 0.000997879 88466.2 0
: 45 Minimum Test error found - save the configuration
: 45 | 19957.1 18703.1 0.0110021 0.00163744 85427.2 0
: 46 Minimum Test error found - save the configuration
: 46 | 19781.1 18542.7 0.0154778 0.00169427 58040.4 0
: 47 Minimum Test error found - save the configuration
: 47 | 19611.5 18380.7 0.0118871 0.00167395 78330.5 0
: 48 Minimum Test error found - save the configuration
: 48 | 19439.7 18223.1 0.010691 0.000978038 82364.1 0
: 49 Minimum Test error found - save the configuration
: 49 | 19273.4 18064 0.0104351 0.000984318 84649.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19108.7 17904.1 0.00998436 0.000972959 88776.4 0
: 51 Minimum Test error found - save the configuration
: 51 | 18940.6 17750.5 0.0102992 0.000981959 85862 0
: 52 Minimum Test error found - save the configuration
: 52 | 18778 17597.5 0.0106068 0.00103469 83576 0
: 53 Minimum Test error found - save the configuration
: 53 | 18616.1 17445.9 0.0113183 0.000995829 77501.1 0
: 54 Minimum Test error found - save the configuration
: 54 | 18457.8 17292.2 0.0103371 0.00105356 86174.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18294.9 17138.3 0.0100481 0.000983599 88256.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 18128.5 16980.4 0.0102139 0.00099397 86768.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17964.3 16825.4 0.0100759 0.000987089 88020.6 0
: 58 Minimum Test error found - save the configuration
: 58 | 17825.5 16683.1 0.0100983 0.00099354 87866.6 0
: 59 Minimum Test error found - save the configuration
: 59 | 17661.4 16552.1 0.0105935 0.00104453 83779.1 0
: 60 Minimum Test error found - save the configuration
: 60 | 17508.1 16404 0.010083 0.000984478 87926.6 0
: 61 Minimum Test error found - save the configuration
: 61 | 17349.2 16247.5 0.0104345 0.00109487 85656.6 0
: 62 Minimum Test error found - save the configuration
: 62 | 17195.8 16096.5 0.0101958 0.000994979 86949.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 17046.5 15959.3 0.0101202 0.000992849 87648.6 0
: 64 Minimum Test error found - save the configuration
: 64 | 16892 15808.6 0.0101231 0.00099423 87634.3 0
: 65 Minimum Test error found - save the configuration
: 65 | 16744.9 15678 0.0101291 0.000992339 87558.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16593.5 15526.4 0.0102164 0.00101151 86910.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16450.1 15388.7 0.010196 0.00100728 87063 0
: 68 Minimum Test error found - save the configuration
: 68 | 16299 15236.2 0.010233 0.00104142 87036.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16152 15099.5 0.0101735 0.000999679 87204.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16002.7 14957.8 0.0102296 0.00100792 86752.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 15858.7 14819.9 0.0107022 0.00141411 86131.9 0
: 72 Minimum Test error found - save the configuration
: 72 | 15716 14683.9 0.0105738 0.00107937 84259.9 0
: 73 Minimum Test error found - save the configuration
: 73 | 15572.3 14549.4 0.0102285 0.00100504 86735.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15432.8 14415.8 0.0102349 0.00102971 86907.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15294.3 14281.2 0.0101793 0.000999519 87147.8 0
: 76 Minimum Test error found - save the configuration
: 76 | 15154.4 14152.6 0.0102932 0.00100505 86131.5 0
: 77 Minimum Test error found - save the configuration
: 77 | 15018.8 14023.2 0.0103492 0.00109966 86491.1 0
: 78 Minimum Test error found - save the configuration
: 78 | 14880.9 13895.5 0.0101964 0.00100202 87009.7 0
: 79 Minimum Test error found - save the configuration
: 79 | 14747.8 13769.6 0.0101936 0.00100364 87051.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14617 13641.8 0.0101963 0.00100279 87017.5 0
: 81 Minimum Test error found - save the configuration
: 81 | 14482.7 13516.9 0.0102211 0.00101185 86868.9 0
: 82 Minimum Test error found - save the configuration
: 82 | 14351.2 13395.1 0.0101888 0.000997548 87039.2 0
: 83 Minimum Test error found - save the configuration
: 83 | 14222.7 13272.9 0.0101957 0.00100017 86998.5 0
: 84 Minimum Test error found - save the configuration
: 84 | 14093 13153.5 0.0101847 0.000996749 87070.6 0
: 85 Minimum Test error found - save the configuration
: 85 | 13966.6 13035.7 0.0101984 0.000999388 86966.1 0
: 86 Minimum Test error found - save the configuration
: 86 | 13842.9 12914.3 0.0102398 0.00100649 86643.3 0
: 87 Minimum Test error found - save the configuration
: 87 | 13715.2 12798.4 0.0102075 0.00100035 86888.9 0
: 88 Minimum Test error found - save the configuration
: 88 | 13594.5 12679.9 0.0102037 0.00100862 87003 0
: 89 Minimum Test error found - save the configuration
: 89 | 13469.6 12565.7 0.0101942 0.000998709 86999.2 0
: 90 Minimum Test error found - save the configuration
: 90 | 13350.2 12450.4 0.0102401 0.0010007 86586.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13228.5 12337.5 0.0102079 0.0010071 86949.4 0
: 92 Minimum Test error found - save the configuration
: 92 | 13110.3 12224.8 0.0102014 0.000996648 86911.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 12990.9 12114.4 0.0102107 0.00100216 86876.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 12874.6 12003.4 0.0102158 0.0010025 86830.8 0
: 95 Minimum Test error found - save the configuration
: 95 | 12757.5 11896 0.0102234 0.00100193 86754.3 0
: 96 Minimum Test error found - save the configuration
: 96 | 12643 11788 0.0102219 0.00100287 86777.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12528.7 11681.1 0.0102263 0.00100059 86714.3 0
: 98 Minimum Test error found - save the configuration
: 98 | 12416.9 11573.6 0.0102129 0.0010008 86842.7 0
: 99 Minimum Test error found - save the configuration
: 99 | 12303.8 11468.5 0.0102323 0.00100106 86662 0
: 100 Minimum Test error found - save the configuration
: 100 | 12193.6 11362.8 0.0102217 0.00100032 86754.8 0
: 101 Minimum Test error found - save the configuration
: 101 | 12081.9 11260.3 0.0102225 0.00100149 86758.2 0
: 102 Minimum Test error found - save the configuration
: 102 | 11973.3 11158 0.0102283 0.00100626 86748.3 0
: 103 Minimum Test error found - save the configuration
: 103 | 11866.2 11055 0.0102349 0.00100474 86672 0
: 104 Minimum Test error found - save the configuration
: 104 | 11757.1 10955.9 0.0102372 0.00100498 86653.4 0
: 105 Minimum Test error found - save the configuration
: 105 | 11650.8 10857.3 0.0102426 0.00100327 86586.1 0
: 106 Minimum Test error found - save the configuration
: 106 | 11546 10758.4 0.0102406 0.00100597 86630.3 0
: 107 Minimum Test error found - save the configuration
: 107 | 11441.7 10661.2 0.0102578 0.00100717 86481 0
: 108 Minimum Test error found - save the configuration
: 108 | 11338.2 10563.1 0.0102506 0.00100594 86536.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11235.2 10467.1 0.0102777 0.00100641 86288.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11133.9 10371.7 0.0102852 0.00103279 86464.2 0
: 111 Minimum Test error found - save the configuration
: 111 | 11032.1 10277.9 0.0102826 0.00100858 86262.9 0
: 112 Minimum Test error found - save the configuration
: 112 | 10932.7 10184.4 0.0102876 0.00101205 86248 0
: 113 Minimum Test error found - save the configuration
: 113 | 10835 10089.4 0.0102731 0.00101049 86368.3 0
: 114 Minimum Test error found - save the configuration
: 114 | 10736 9996.94 0.0102652 0.0010073 86412.6 0
: 115 Minimum Test error found - save the configuration
: 115 | 10636.9 9907.54 0.0102594 0.00100999 86491.7 0
: 116 Minimum Test error found - save the configuration
: 116 | 10541.9 9816.53 0.0102844 0.00100822 86242.3 0
: 117 Minimum Test error found - save the configuration
: 117 | 10446.1 9726.75 0.0102691 0.00100865 86389.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10351.4 9637.53 0.0102705 0.00101192 86406.4 0
: 119 Minimum Test error found - save the configuration
: 119 | 10256.6 9550.72 0.0102787 0.00101154 86326 0
: 120 Minimum Test error found - save the configuration
: 120 | 10164.2 9463.19 0.0102794 0.00101439 86346.6 0
: 121 Minimum Test error found - save the configuration
: 121 | 10073 9375.09 0.0102915 0.00101068 86198.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 9980.26 9289.38 0.0102924 0.00101217 86204.6 0
: 123 Minimum Test error found - save the configuration
: 123 | 9888.73 9206.29 0.0102957 0.00101148 86167.7 0
: 124 Minimum Test error found - save the configuration
: 124 | 9800.61 9120.8 0.0102793 0.00101238 86329 0
: 125 Minimum Test error found - save the configuration
: 125 | 9710.9 9037.62 0.0102898 0.00100845 86194.2 0
: 126 Minimum Test error found - save the configuration
: 126 | 9622.43 8955.18 0.0102874 0.00101137 86243.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9534.79 8873.52 0.0102867 0.00101582 86291.9 0
: 128 Minimum Test error found - save the configuration
: 128 | 9449.56 8790.48 0.0103218 0.00102453 86046.6 0
: 129 Minimum Test error found - save the configuration
: 129 | 9362.05 8710.63 0.0103061 0.00101551 86109.1 0
: 130 Minimum Test error found - save the configuration
: 130 | 9277.32 8630.73 0.0102906 0.00101135 86214.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9193.65 8550.29 0.0102948 0.00101249 86185.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9108.64 8472.59 0.0103858 0.00102703 85481.5 0
: 133 Minimum Test error found - save the configuration
: 133 | 9026.09 8394.87 0.0108354 0.00106628 81891 0
: 134 Minimum Test error found - save the configuration
: 134 | 8944.89 8316.71 0.0104001 0.00105959 85648.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8863.06 8239.34 0.0103775 0.00103382 85619.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8781.15 8164.8 0.0103899 0.00101854 85366.5 0
: 137 Minimum Test error found - save the configuration
: 137 | 8701.55 8090 0.010366 0.00102151 85612 0
: 138 Minimum Test error found - save the configuration
: 138 | 8622 8016.35 0.0106089 0.00109869 84120.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8543.17 7943.39 0.0117123 0.00103013 74891.3 0
: 140 Minimum Test error found - save the configuration
: 140 | 8467.09 7868.48 0.0114886 0.00103214 76507.4 0
: 141 Minimum Test error found - save the configuration
: 141 | 8388.42 7796.38 0.010383 0.00102643 85501.4 0
: 142 Minimum Test error found - save the configuration
: 142 | 8311.51 7725.22 0.0103701 0.00102097 85569.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8236.16 7653.9 0.0106323 0.00105666 83545 0
: 144 Minimum Test error found - save the configuration
: 144 | 8162.72 7580.89 0.0105131 0.00103195 84377.8 0
: 145 Minimum Test error found - save the configuration
: 145 | 8085.28 7512.63 0.0104217 0.00103423 85219.7 0
: 146 Minimum Test error found - save the configuration
: 146 | 8012.32 7443.57 0.010357 0.00103417 85810.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 7939.61 7374.3 0.0103898 0.00103205 85490.7 0
: 148 Minimum Test error found - save the configuration
: 148 | 7866.3 7306.72 0.010368 0.0010386 85750.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7794.08 7239.98 0.0107618 0.00102569 82167.9 0
: 150 Minimum Test error found - save the configuration
: 150 | 7724.04 7171.86 0.0104223 0.00105414 85395.5 0
: 151 Minimum Test error found - save the configuration
: 151 | 7652.38 7105.73 0.0104236 0.00106398 85473.4 0
: 152 Minimum Test error found - save the configuration
: 152 | 7582.28 7040.5 0.0104376 0.00106189 85326.6 0
: 153 Minimum Test error found - save the configuration
: 153 | 7512.93 6975.57 0.0104966 0.00106481 84819.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7444.63 6910.24 0.0104653 0.00102312 84726.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7377.22 6844.42 0.0104148 0.00102057 85158.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7307.56 6782.16 0.0103997 0.00102137 85303 0
: 157 Minimum Test error found - save the configuration
: 157 | 7241.65 6719.12 0.0104797 0.0010587 84916.6 0
: 158 Minimum Test error found - save the configuration
: 158 | 7174.73 6657.4 0.0104001 0.0010263 85344.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7109.23 6595.85 0.0103405 0.00102019 85834 0
: 160 Minimum Test error found - save the configuration
: 160 | 7043.49 6535.45 0.0103352 0.0010217 85897 0
: 161 Minimum Test error found - save the configuration
: 161 | 6980.22 6473.83 0.0103353 0.00102111 85890.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6915.21 6414.07 0.0103466 0.00101616 85741.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6851.91 6354.73 0.0103488 0.0010164 85722.9 0
: 164 Minimum Test error found - save the configuration
: 164 | 6788.7 6296.19 0.0103239 0.00101557 85944.6 0
: 165 Minimum Test error found - save the configuration
: 165 | 6727.53 6236.64 0.0103276 0.00101397 85895.4 0
: 166 Minimum Test error found - save the configuration
: 166 | 6665.63 6177.73 0.0103408 0.00101714 85803.4 0
: 167 Minimum Test error found - save the configuration
: 167 | 6603.74 6120.67 0.0103325 0.00102056 85910.7 0
: 168 Minimum Test error found - save the configuration
: 168 | 6541.56 6065.8 0.0104828 0.00102868 84619.6 0
: 169 Minimum Test error found - save the configuration
: 169 | 6484.01 6007.91 0.0103622 0.00102221 85653.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6422.12 5953.63 0.010357 0.00101862 85668 0
: 171 Minimum Test error found - save the configuration
: 171 | 6364.94 5897.34 0.0103434 0.00101838 85790.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6305.25 5842.88 0.0103384 0.00101592 85814 0
: 173 Minimum Test error found - save the configuration
: 173 | 6247.77 5787.97 0.0103313 0.00101502 85871.4 0
: 174 Minimum Test error found - save the configuration
: 174 | 6189.31 5735.19 0.0103364 0.00101634 85836.3 0
: 175 Minimum Test error found - save the configuration
: 175 | 6133.08 5681.65 0.010353 0.00101957 85713.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6077.19 5627.56 0.0103533 0.00101982 85713 0
: 177 Minimum Test error found - save the configuration
: 177 | 6020.61 5574.69 0.0103522 0.00101998 85724.2 0
: 178 Minimum Test error found - save the configuration
: 178 | 5964.99 5522.84 0.0103502 0.00102425 85781.9 0
: 179 Minimum Test error found - save the configuration
: 179 | 5909.34 5472.06 0.0103635 0.00101674 85591.1 0
: 180 Minimum Test error found - save the configuration
: 180 | 5855.19 5421.37 0.0103239 0.00101782 85965.1 0
: 181 Minimum Test error found - save the configuration
: 181 | 5802.1 5370.2 0.0103377 0.0010147 85809.7 0
: 182 Minimum Test error found - save the configuration
: 182 | 5747.13 5320.67 0.0103773 0.00101867 85482.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5695.4 5270.34 0.0103264 0.00101772 85941.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5641.65 5221.83 0.0103523 0.00101939 85718.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5590.72 5172.5 0.0103489 0.00101727 85729.6 0
: 186 Minimum Test error found - save the configuration
: 186 | 5539.11 5123.16 0.0103305 0.00101488 85877.6 0
: 187 Minimum Test error found - save the configuration
: 187 | 5486.78 5076.41 0.0103432 0.00101449 85756.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5437.28 5028.65 0.0103466 0.00101664 85745.2 0
: 189 Minimum Test error found - save the configuration
: 189 | 5386.36 4981.79 0.0103374 0.00101332 85799.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5336.73 4935.28 0.0103426 0.0010156 85772.6 0
: 191 Minimum Test error found - save the configuration
: 191 | 5287.71 4888.95 0.01034 0.00101835 85821.9 0
: 192 Minimum Test error found - save the configuration
: 192 | 5239.13 4843.08 0.0103473 0.00101865 85757.7 0
: 193 Minimum Test error found - save the configuration
: 193 | 5189.62 4798.67 0.0103584 0.00101829 85651.8 0
: 194 Minimum Test error found - save the configuration
: 194 | 5142.9 4753.23 0.010339 0.00101436 85793.9 0
: 195 Minimum Test error found - save the configuration
: 195 | 5094.62 4709.4 0.0103362 0.0010144 85820.8 0
: 196 Minimum Test error found - save the configuration
: 196 | 5047.92 4665.44 0.0103461 0.00101625 85746.5 0
: 197 Minimum Test error found - save the configuration
: 197 | 5001.39 4622.36 0.0103338 0.00101302 85829.7 0
: 198 Minimum Test error found - save the configuration
: 198 | 4955.94 4577.86 0.0103302 0.00101606 85890.5 0
: 199 Minimum Test error found - save the configuration
: 199 | 4909.34 4535.66 0.0103412 0.00102042 85829.7 0
: 200 Minimum Test error found - save the configuration
: 200 | 4864.27 4492.85 0.0103481 0.00102021 85764.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4818.74 4451.69 0.0103617 0.00101885 85627 0
: 202 Minimum Test error found - save the configuration
: 202 | 4775.43 4409.49 0.0103385 0.00101348 85790.9 0
: 203 Minimum Test error found - save the configuration
: 203 | 4730.65 4368.71 0.0103247 0.00101554 85936.8 0
: 204 Minimum Test error found - save the configuration
: 204 | 4687.29 4327.8 0.0103474 0.00101833 85753.1 0
: 205 Minimum Test error found - save the configuration
: 205 | 4643.92 4288.11 0.0103333 0.00101282 85832.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4600.76 4248.7 0.0103348 0.00101503 85839.2 0
: 207 Minimum Test error found - save the configuration
: 207 | 4558.68 4209.34 0.0103747 0.00101952 85514.4 0
: 208 Minimum Test error found - save the configuration
: 208 | 4517.57 4169.23 0.0104069 0.00102099 85234.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4475.19 4130.73 0.0103793 0.00103255 85591.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4434.53 4091.49 0.0103766 0.00101765 85479.2 0
: 211 Minimum Test error found - save the configuration
: 211 | 4393.78 4052.9 0.010359 0.0010141 85607.9 0
: 212 Minimum Test error found - save the configuration
: 212 | 4353.01 4015.48 0.0103567 0.00101792 85664.2 0
: 213 Minimum Test error found - save the configuration
: 213 | 4313.06 3977.61 0.010347 0.00101391 85716.9 0
: 214 Minimum Test error found - save the configuration
: 214 | 4272.55 3941.74 0.0103414 0.00101875 85812.8 0
: 215 Minimum Test error found - save the configuration
: 215 | 4234.18 3904.69 0.0103606 0.00101656 85616.1 0
: 216 Minimum Test error found - save the configuration
: 216 | 4195.53 3867.84 0.0103571 0.00102106 85689.2 0
: 217 Minimum Test error found - save the configuration
: 217 | 4156.6 3832.01 0.0103542 0.00102036 85709.9 0
: 218 Minimum Test error found - save the configuration
: 218 | 4119.25 3795.36 0.0103571 0.00101756 85657.1 0
: 219 Minimum Test error found - save the configuration
: 219 | 4080.52 3760.47 0.0103577 0.00101954 85669.7 0
: 220 Minimum Test error found - save the configuration
: 220 | 4043.21 3725.72 0.0103446 0.00101966 85791.2 0
: 221 Minimum Test error found - save the configuration
: 221 | 4006.85 3690.45 0.0103585 0.00101694 85639.1 0
: 222 Minimum Test error found - save the configuration
: 222 | 3968.93 3657.35 0.0103435 0.00101598 85768 0
: 223 Minimum Test error found - save the configuration
: 223 | 3933.27 3623.14 0.0103659 0.00102895 85681.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3897.45 3589.5 0.0103687 0.00101596 85536.1 0
: 225 Minimum Test error found - save the configuration
: 225 | 3861.93 3555.8 0.0103611 0.00102313 85672.1 0
: 226 Minimum Test error found - save the configuration
: 226 | 3826.53 3522.79 0.0103557 0.00101769 85671.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3791.84 3489.65 0.0103665 0.00102266 85617.7 0
: 228 Minimum Test error found - save the configuration
: 228 | 3757.1 3456.92 0.0103415 0.00101732 85798.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3722.23 3425.12 0.0103747 0.00103757 85679.3 0
: 230 Minimum Test error found - save the configuration
: 230 | 3689.75 3392.1 0.0103645 0.00101762 85590.3 0
: 231 Minimum Test error found - save the configuration
: 231 | 3655.19 3360.67 0.0103574 0.00101963 85673.4 0
: 232 Minimum Test error found - save the configuration
: 232 | 3621.25 3330.36 0.0103688 0.00102264 85596.3 0
: 233 Minimum Test error found - save the configuration
: 233 | 3589.23 3299.06 0.0103629 0.00102246 85649.4 0
: 234 Minimum Test error found - save the configuration
: 234 | 3555.9 3268.54 0.0103669 0.00101728 85565.2 0
: 235 Minimum Test error found - save the configuration
: 235 | 3523.64 3238.5 0.0103595 0.0010174 85633.6 0
: 236 Minimum Test error found - save the configuration
: 236 | 3492.08 3207.74 0.0103551 0.00101645 85665.7 0
: 237 Minimum Test error found - save the configuration
: 237 | 3460.44 3177.61 0.010353 0.00101827 85701.6 0
: 238 Minimum Test error found - save the configuration
: 238 | 3428.37 3148.73 0.0103382 0.00101673 85823.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3397.47 3119.41 0.0103577 0.00101968 85671.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3366.43 3090.57 0.0103745 0.00102167 85536.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3335.78 3062.09 0.0103615 0.00101941 85634.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3305.75 3034.59 0.0103753 0.00101992 85511.9 0
: 243 Minimum Test error found - save the configuration
: 243 | 3275.77 3005.66 0.0103779 0.00102513 85535.8 0
: 244 Minimum Test error found - save the configuration
: 244 | 3246.85 2976.36 0.0103575 0.00101787 85656.5 0
: 245 Minimum Test error found - save the configuration
: 245 | 3216.11 2949.17 0.010364 0.00101952 85612.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3187.33 2922.28 0.0103619 0.00101626 85601.1 0
: 247 Minimum Test error found - save the configuration
: 247 | 3158.29 2895 0.0103539 0.00101764 85687.3 0
: 248 Minimum Test error found - save the configuration
: 248 | 3129.42 2868.29 0.0103644 0.00102197 85630.5 0
: 249 Minimum Test error found - save the configuration
: 249 | 3101.73 2841.05 0.0103576 0.00101819 85658.2 0
: 250 Minimum Test error found - save the configuration
: 250 | 3072.38 2815.83 0.010387 0.00102407 85443.3 0
: 251 Minimum Test error found - save the configuration
: 251 | 3045.49 2789.49 0.010374 0.00101967 85522.3 0
: 252 Minimum Test error found - save the configuration
: 252 | 3017.62 2764.21 0.0103567 0.00101848 85669.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 2990.75 2738.1 0.0103748 0.00101938 85511.9 0
: 254 Minimum Test error found - save the configuration
: 254 | 2962.83 2712.82 0.0103801 0.00102007 85470.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2936.46 2687.2 0.010345 0.00101853 85777.3 0
: 256 Minimum Test error found - save the configuration
: 256 | 2909.29 2662.69 0.010376 0.00102313 85535.3 0
: 257 Minimum Test error found - save the configuration
: 257 | 2883.5 2637.51 0.0103673 0.00102239 85608 0
: 258 Minimum Test error found - save the configuration
: 258 | 2856.83 2613.55 0.0103657 0.00102104 85610 0
: 259 Minimum Test error found - save the configuration
: 259 | 2831.46 2589.2 0.0103674 0.00101603 85548.9 0
: 260 Minimum Test error found - save the configuration
: 260 | 2805.27 2565.4 0.0103711 0.00101832 85536.5 0
: 261 Minimum Test error found - save the configuration
: 261 | 2780.13 2541.64 0.0103821 0.00102071 85456.9 0
: 262 Minimum Test error found - save the configuration
: 262 | 2754.65 2518.56 0.0103872 0.00102568 85456.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2730.24 2494.98 0.0103698 0.00101889 85553.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2705.37 2472.01 0.0103632 0.00102252 85647 0
: 265 Minimum Test error found - save the configuration
: 265 | 2681.15 2448.53 0.0103828 0.00102116 85455.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2655.82 2427.1 0.0103699 0.00101886 85552 0
: 267 Minimum Test error found - save the configuration
: 267 | 2632.86 2403.98 0.0103834 0.00102018 85441.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2608.41 2381.89 0.0103721 0.00101764 85520.9 0
: 269 Minimum Test error found - save the configuration
: 269 | 2585.15 2359.74 0.010365 0.00101705 85580.2 0
: 270 Minimum Test error found - save the configuration
: 270 | 2561.22 2338.63 0.010365 0.00101584 85569.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2538.84 2316.72 0.0103555 0.00101762 85673 0
: 272 Minimum Test error found - save the configuration
: 272 | 2514.86 2296.14 0.0103617 0.00101885 85627.3 0
: 273 Minimum Test error found - save the configuration
: 273 | 2492.89 2274.15 0.0103801 0.00102348 85501.1 0
: 274 Minimum Test error found - save the configuration
: 274 | 2470.42 2252.88 0.0103646 0.00102022 85613.1 0
: 275 Minimum Test error found - save the configuration
: 275 | 2446.96 2232.83 0.0104035 0.00104255 85461.8 0
: 276 Minimum Test error found - save the configuration
: 276 | 2425.4 2211.96 0.0103607 0.00101667 85616.2 0
: 277 Minimum Test error found - save the configuration
: 277 | 2403.22 2191.81 0.0103782 0.00101927 85479.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2380.49 2172.66 0.0104154 0.00101786 85128.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2359.97 2151.96 0.0103695 0.00101788 85546.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2338.06 2131.98 0.0103682 0.00102077 85585.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2316.88 2112.22 0.0103967 0.00102198 85335.7 0
: 282 Minimum Test error found - save the configuration
: 282 | 2295.37 2093.24 0.0103905 0.00102382 85409.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2274.33 2074.01 0.0103829 0.00101864 85431.1 0
: 284 Minimum Test error found - save the configuration
: 284 | 2253.74 2054.72 0.0103751 0.0010183 85499 0
: 285 Minimum Test error found - save the configuration
: 285 | 2233.08 2035.72 0.0103628 0.00101796 85608.5 0
: 286 Minimum Test error found - save the configuration
: 286 | 2212.24 2017.63 0.0103541 0.00101656 85675.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2192.56 1998.56 0.0103867 0.00101981 85407.3 0
: 288 Minimum Test error found - save the configuration
: 288 | 2172.03 1980.2 0.0104007 0.00102013 85282.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2151.86 1962.44 0.0103789 0.00102256 85503.7 0
: 290 Minimum Test error found - save the configuration
: 290 | 2132.3 1944.29 0.0103959 0.00103056 85421.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2112.55 1927.07 0.0103815 0.00101585 85418.6 0
: 292 Minimum Test error found - save the configuration
: 292 | 2093.65 1909.15 0.0103803 0.00101855 85454.5 0
: 293 Minimum Test error found - save the configuration
: 293 | 2073.68 1891.13 0.0103872 0.00102271 85429.6 0
: 294 Minimum Test error found - save the configuration
: 294 | 2054.95 1873.47 0.0103682 0.00101732 85553.8 0
: 295 Minimum Test error found - save the configuration
: 295 | 2035.99 1855.78 0.0103738 0.00101762 85505.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2016.37 1840.13 0.0103735 0.00101958 85525.3 0
: 297 Minimum Test error found - save the configuration
: 297 | 1998.33 1822.52 0.0105481 0.00104517 84184.5 0
: 298 Minimum Test error found - save the configuration
: 298 | 1979.29 1806.28 0.0104714 0.00102917 84725.3 0
: 299 Minimum Test error found - save the configuration
: 299 | 1961.54 1789.06 0.0104798 0.00104566 84798.2 0
: 300 Minimum Test error found - save the configuration
: 300 | 1942.18 1773.73 0.0105716 0.0010505 84024.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1925.34 1756.87 0.0104581 0.00102715 84827.3 0
: 302 Minimum Test error found - save the configuration
: 302 | 1906.61 1741.1 0.0104775 0.00102437 84627.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1888.64 1725.46 0.0104953 0.00103019 84520.6 0
: 304 Minimum Test error found - save the configuration
: 304 | 1871.73 1709.21 0.0104484 0.00102556 84900.1 0
: 305 Minimum Test error found - save the configuration
: 305 | 1853.96 1693.17 0.0105753 0.00104134 83910.4 0
: 306 Minimum Test error found - save the configuration
: 306 | 1836.27 1677.93 0.0105231 0.00104473 84402.5 0
: 307 Minimum Test error found - save the configuration
: 307 | 1819.27 1662.56 0.0104642 0.00103935 84881.7 0
: 308 Minimum Test error found - save the configuration
: 308 | 1802.39 1647.27 0.0104415 0.00102693 84974.8 0
: 309 Minimum Test error found - save the configuration
: 309 | 1784.8 1632.58 0.0104222 0.00102455 85127.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1768 1617.93 0.0103835 0.00102094 85446.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1752.04 1602.63 0.010416 0.00102279 85167.9 0
: 312 Minimum Test error found - save the configuration
: 312 | 1735.25 1589.49 0.0104234 0.00104129 85268.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1719.33 1573.27 0.0104187 0.00103324 85238.1 0
: 314 Minimum Test error found - save the configuration
: 314 | 1702.34 1559.04 0.0104318 0.00102489 85044 0
: 315 Minimum Test error found - save the configuration
: 315 | 1686.41 1544.58 0.0104147 0.00102267 85178.9 0
: 316 Minimum Test error found - save the configuration
: 316 | 1669.97 1530.98 0.0105077 0.0010295 84404.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1654.45 1516.85 0.0105433 0.00102827 84077.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1638.96 1502.53 0.0105162 0.00102367 84276.5 0
: 319 Minimum Test error found - save the configuration
: 319 | 1623.1 1489.15 0.0105003 0.00102333 84415.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1607.71 1475.07 0.010462 0.00102673 84788 0
: 321 Minimum Test error found - save the configuration
: 321 | 1592.46 1461.06 0.0104367 0.00103918 85128.7 0
: 322 Minimum Test error found - save the configuration
: 322 | 1576.64 1448.52 0.0104834 0.00102734 84601.6 0
: 323 Minimum Test error found - save the configuration
: 323 | 1562.45 1434.89 0.0104701 0.00102242 84676.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1547.09 1421.97 0.0104547 0.00102417 84830.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1532.38 1408.44 0.0106246 0.00103238 83401.1 0
: 326 Minimum Test error found - save the configuration
: 326 | 1517.62 1395.46 0.0104118 0.00101952 85176.8 0
: 327 Minimum Test error found - save the configuration
: 327 | 1503.35 1382.54 0.0104118 0.00102266 85205.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1488.75 1370.21 0.0104406 0.00102331 84950.2 0
: 329 Minimum Test error found - save the configuration
: 329 | 1474.2 1357.4 0.0104267 0.0010313 85147.6 0
: 330 Minimum Test error found - save the configuration
: 330 | 1460.41 1344.91 0.0104508 0.00103918 85001.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1446.63 1332.19 0.0105107 0.00105909 84641.7 0
: 332 Minimum Test error found - save the configuration
: 332 | 1431.88 1319.89 0.0104109 0.00104367 85404.5 0
: 333 Minimum Test error found - save the configuration
: 333 | 1418.76 1307.02 0.0103958 0.00103805 85490.6 0
: 334 Minimum Test error found - save the configuration
: 334 | 1404.92 1294.92 0.0104244 0.00102706 85130.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1390.94 1283.21 0.0104403 0.00102538 84971.5 0
: 336 Minimum Test error found - save the configuration
: 336 | 1377.83 1271.52 0.0104753 0.00102622 84664.7 0
: 337 Minimum Test error found - save the configuration
: 337 | 1364.69 1259.49 0.0104066 0.00102359 85260.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1351.12 1247.87 0.0104662 0.00103252 84802.1 0
: 339 Minimum Test error found - save the configuration
: 339 | 1338.26 1236.4 0.0104321 0.0010216 85011.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1325.63 1224.76 0.0104122 0.0010225 85200.1 0
: 341 Minimum Test error found - save the configuration
: 341 | 1312.6 1213.87 0.0104452 0.00102653 84937.5 0
: 342 Minimum Test error found - save the configuration
: 342 | 1299.88 1202.31 0.0104174 0.00101935 85124.3 0
: 343 Minimum Test error found - save the configuration
: 343 | 1287.38 1191.01 0.0104198 0.00102414 85146 0
: 344 Minimum Test error found - save the configuration
: 344 | 1274.92 1179.9 0.0104551 0.00104418 85007.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1262.44 1169.07 0.0104975 0.00110379 85163.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1250.5 1157.62 0.0104827 0.00102681 84603.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1238.14 1147.95 0.0104722 0.00102475 84678.9 0
: 348 Minimum Test error found - save the configuration
: 348 | 1226.67 1135.74 0.0104268 0.00102201 85062.7 0
: 349 Minimum Test error found - save the configuration
: 349 | 1213.98 1125.38 0.0104667 0.0010284 84761 0
: 350 Minimum Test error found - save the configuration
: 350 | 1202.7 1114.72 0.0104311 0.00102375 85039.5 0
: 351 Minimum Test error found - save the configuration
: 351 | 1191.37 1103.8 0.0104436 0.00103227 85004.2 0
: 352 Minimum Test error found - save the configuration
: 352 | 1178.82 1093.82 0.0103889 0.00102073 85395.2 0
: 353 Minimum Test error found - save the configuration
: 353 | 1167.97 1083.45 0.0104254 0.00102759 85126.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1156.3 1073.28 0.0104255 0.00102471 85099.5 0
: 355 Minimum Test error found - save the configuration
: 355 | 1145.29 1063.13 0.0104276 0.00102547 85087.4 0
: 356 Minimum Test error found - save the configuration
: 356 | 1134.34 1052.71 0.0106337 0.00103015 83302.8 0
: 357 Minimum Test error found - save the configuration
: 357 | 1123.17 1043.28 0.0104385 0.00103257 85053.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1112.12 1033.23 0.0104761 0.00104022 84783.2 0
: 359 Minimum Test error found - save the configuration
: 359 | 1101.08 1023.68 0.0104132 0.00104201 85367.9 0
: 360 Minimum Test error found - save the configuration
: 360 | 1090.51 1013.8 0.010495 0.00107254 84903.2 0
: 361 Minimum Test error found - save the configuration
: 361 | 1079.94 1004.39 0.010416 0.00102605 85197.3 0
: 362 Minimum Test error found - save the configuration
: 362 | 1069.32 994.837 0.0104078 0.00102452 85258.5 0
: 363 Minimum Test error found - save the configuration
: 363 | 1059.47 985.041 0.0104486 0.00102306 84875.9 0
: 364 Minimum Test error found - save the configuration
: 364 | 1048.47 975.669 0.0104702 0.00102603 84708.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1038 966.842 0.010489 0.00102993 84575.3 0
: 366 Minimum Test error found - save the configuration
: 366 | 1028.42 956.972 0.0105304 0.0010392 84288.8 0
: 367 Minimum Test error found - save the configuration
: 367 | 1017.93 947.934 0.0104915 0.00102494 84507.8 0
: 368 Minimum Test error found - save the configuration
: 368 | 1008.23 939.62 0.0105419 0.00106361 84403.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 998.434 929.729 0.0106393 0.00124466 85154.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 988.055 921.089 0.0105693 0.00102799 83845.8 0
: 371 Minimum Test error found - save the configuration
: 371 | 978.542 912.464 0.0104772 0.00108507 85177.4 0
: 372 Minimum Test error found - save the configuration
: 372 | 969.156 904.003 0.0104723 0.00104318 84843.3 0
: 373 Minimum Test error found - save the configuration
: 373 | 959.61 894.916 0.0104651 0.00104374 84913.2 0
: 374 Minimum Test error found - save the configuration
: 374 | 950.434 885.702 0.010541 0.00105305 84317.5 0
: 375 Minimum Test error found - save the configuration
: 375 | 940.68 877.707 0.0104944 0.0010269 84499.5 0
: 376 Minimum Test error found - save the configuration
: 376 | 932.048 869.157 0.0104844 0.00103078 84624.1 0
: 377 Minimum Test error found - save the configuration
: 377 | 922.382 860.618 0.0104683 0.00104441 84890.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 913.713 851.908 0.010449 0.00102778 84915 0
: 379 Minimum Test error found - save the configuration
: 379 | 904.23 843.471 0.0104836 0.00102462 84576.2 0
: 380 Minimum Test error found - save the configuration
: 380 | 895.069 835.948 0.0104634 0.00102513 84761.5 0
: 381 Minimum Test error found - save the configuration
: 381 | 886.49 827.57 0.0104308 0.00102604 85063.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 877.512 819.727 0.0104514 0.00103991 85002.7 0
: 383 Minimum Test error found - save the configuration
: 383 | 868.933 811.808 0.0104991 0.00104132 84586.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 860.595 803.836 0.010557 0.00105038 84151.8 0
: 385 Minimum Test error found - save the configuration
: 385 | 851.887 795.701 0.010495 0.00103003 84521.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 843.344 787.834 0.010417 0.00103624 85281.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 834.863 780.02 0.0103952 0.00102059 85336.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 826.422 772.78 0.0104082 0.00101994 85212.6 0
: 389 Minimum Test error found - save the configuration
: 389 | 818.559 764.57 0.0103956 0.00102398 85363.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 810.2 756.886 0.0103796 0.0010173 85449.2 0
: 391 Minimum Test error found - save the configuration
: 391 | 802.126 749.486 0.0103902 0.00101803 85358.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 794.075 741.999 0.0103759 0.00101892 85498.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 786.004 734.863 0.0103878 0.00102041 85402.8 0
: 394 Minimum Test error found - save the configuration
: 394 | 778.328 727.263 0.0103978 0.00102239 85329.2 0
: 395 Minimum Test error found - save the configuration
: 395 | 770.633 720.064 0.0103723 0.00102062 85546.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 762.618 713.217 0.0103916 0.00101763 85343 0
: 397 Minimum Test error found - save the configuration
: 397 | 754.907 706.184 0.0103927 0.00102137 85366.5 0
: 398 Minimum Test error found - save the configuration
: 398 | 747.571 698.788 0.0103821 0.00102526 85498.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 739.923 691.643 0.0103718 0.00101528 85502.3 0
: 400 Minimum Test error found - save the configuration
: 400 | 732.68 684.745 0.0103754 0.00102305 85540.3 0
: 401 Minimum Test error found - save the configuration
: 401 | 725 677.891 0.01039 0.00102056 85383.9 0
: 402 Minimum Test error found - save the configuration
: 402 | 717.725 670.676 0.0104148 0.00103806 85317.6 0
: 403 Minimum Test error found - save the configuration
: 403 | 710.456 664.363 0.0103866 0.0010194 85404.2 0
: 404 Minimum Test error found - save the configuration
: 404 | 703.271 657.637 0.0103906 0.00101769 85352.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 696.468 650.419 0.0103757 0.00102006 85510.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 689.036 643.879 0.0104037 0.00101674 85224.6 0
: 407 Minimum Test error found - save the configuration
: 407 | 682.125 637.402 0.0103904 0.00101831 85359.4 0
: 408 Minimum Test error found - save the configuration
: 408 | 675.288 630.866 0.0103653 0.00101911 85596.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 668.472 624.946 0.0103907 0.00101903 85364.1 0
: 410 Minimum Test error found - save the configuration
: 410 | 661.519 618.336 0.0103747 0.00102135 85530.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 654.935 612.037 0.010408 0.00101718 85189.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 648.327 605.8 0.010392 0.00101652 85328.9 0
: 413 Minimum Test error found - save the configuration
: 413 | 641.624 599.311 0.0103748 0.00101718 85491.7 0
: 414 Minimum Test error found - save the configuration
: 414 | 635.209 593.154 0.0103827 0.00101739 85421.6 0
: 415 Minimum Test error found - save the configuration
: 415 | 628.893 586.599 0.0103681 0.00101697 85550.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 621.964 580.681 0.0103896 0.0010362 85530.6 0
: 417 Minimum Test error found - save the configuration
: 417 | 615.605 575.228 0.0103944 0.00102254 85362.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 609.593 568.952 0.0103911 0.00102064 85374.4 0
: 419 Minimum Test error found - save the configuration
: 419 | 603.266 562.475 0.010392 0.00101829 85344.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 596.739 557.306 0.0103858 0.00101788 85397.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 591.253 551.301 0.0103839 0.0010165 85402.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 584.635 545.175 0.0103833 0.00101932 85433.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 578.662 540.412 0.0103697 0.00101597 85527.1 0
: 424 Minimum Test error found - save the configuration
: 424 | 573.13 534.203 0.0103836 0.00102015 85438.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 566.928 528.367 0.0103753 0.00102174 85528.6 0
: 426 Minimum Test error found - save the configuration
: 426 | 561.097 522.842 0.0103833 0.00102125 85451.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 555.51 517.376 0.0103977 0.00102384 85343.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 549.443 512.028 0.0103823 0.00101978 85447.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 544.176 507.017 0.0103784 0.00101628 85450.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 538.239 501.093 0.0103833 0.00102021 85442.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 532.699 495.655 0.0104656 0.00102686 84757.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 526.804 490.398 0.0104525 0.00103042 84906.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 521.591 485.403 0.0103902 0.00102393 85412.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 516.149 480.112 0.0104046 0.00102368 85279.8 0
: 435 Minimum Test error found - save the configuration
: 435 | 511.07 474.199 0.010404 0.00102218 85271 0
: 436 Minimum Test error found - save the configuration
: 436 | 505.229 469.828 0.0104039 0.00102144 85265.8 0
: 437 Minimum Test error found - save the configuration
: 437 | 500.31 464.411 0.0104021 0.00101922 85261.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 494.919 459.467 0.0103885 0.00102106 85401.8 0
: 439 Minimum Test error found - save the configuration
: 439 | 489.833 454.338 0.0103833 0.00101791 85420.4 0
: 440 Minimum Test error found - save the configuration
: 440 | 484.561 449.864 0.0103889 0.00102045 85393.2 0
: 441 Minimum Test error found - save the configuration
: 441 | 479.559 445.104 0.0104049 0.00102445 85283.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 474.768 440.033 0.0104193 0.00102214 85131.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 469.867 435.689 0.0104085 0.00102139 85223.5 0
: 444 Minimum Test error found - save the configuration
: 444 | 465.062 431.159 0.0103966 0.00102193 85336.3 0
: 445 Minimum Test error found - save the configuration
: 445 | 460.184 425.907 0.0104132 0.00102083 85175.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 455.288 421.46 0.0103893 0.00101927 85378.2 0
: 447 Minimum Test error found - save the configuration
: 447 | 450.646 416.536 0.0103841 0.00101798 85414.5 0
: 448 Minimum Test error found - save the configuration
: 448 | 445.478 411.895 0.0103733 0.00101882 85520.1 0
: 449 Minimum Test error found - save the configuration
: 449 | 440.79 407.559 0.0103882 0.00102158 85410.1 0
: 450 Minimum Test error found - save the configuration
: 450 | 436.277 403.656 0.0103777 0.00102058 85496 0
: 451 Minimum Test error found - save the configuration
: 451 | 431.918 399.216 0.010415 0.00102203 85170.2 0
: 452 Minimum Test error found - save the configuration
: 452 | 427.441 394.893 0.0103818 0.00101616 85418.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 422.997 390.053 0.0103716 0.00101798 85528.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 418.248 385.715 0.0103914 0.00102002 85366.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 413.761 381.738 0.010378 0.00101686 85459.9 0
: 456 Minimum Test error found - save the configuration
: 456 | 409.266 377.585 0.0103932 0.00101929 85342.9 0
: 457 Minimum Test error found - save the configuration
: 457 | 405.188 373.316 0.0103729 0.0010204 85538.9 0
: 458 Minimum Test error found - save the configuration
: 458 | 400.774 369.296 0.0103743 0.0010201 85523 0
: 459 Minimum Test error found - save the configuration
: 459 | 396.923 364.592 0.0103908 0.0010171 85345.2 0
: 460 Minimum Test error found - save the configuration
: 460 | 392.203 361.218 0.01037 0.00101793 85542.3 0
: 461 Minimum Test error found - save the configuration
: 461 | 388.482 356.808 0.0104088 0.0010258 85260.9 0
: 462 Minimum Test error found - save the configuration
: 462 | 384.046 352.911 0.0104084 0.00101913 85203.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 380.335 349.262 0.0103741 0.00101822 85507.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 376.132 345.388 0.0103789 0.00101909 85471.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 372.115 341.579 0.0103998 0.00101963 85286.4 0
: 466 Minimum Test error found - save the configuration
: 466 | 368.297 337.699 0.010405 0.00102247 85265.2 0
: 467 Minimum Test error found - save the configuration
: 467 | 364.14 333.811 0.0104061 0.00101809 85214.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 360.532 329.799 0.0103929 0.00101876 85341.2 0
: 469 Minimum Test error found - save the configuration
: 469 | 356.263 326.292 0.0103867 0.00101742 85385.2 0
: 470 Minimum Test error found - save the configuration
: 470 | 352.767 323.677 0.0103803 0.00101971 85465 0
: 471 Minimum Test error found - save the configuration
: 471 | 349.443 319.23 0.0103942 0.00101556 85300.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 345.186 314.998 0.0103835 0.00102488 85482.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 341.451 311.694 0.0103778 0.00102185 85506.8 0
: 474 Minimum Test error found - save the configuration
: 474 | 337.853 308.562 0.0103988 0.00102066 85305 0
: 475 Minimum Test error found - save the configuration
: 475 | 334.566 304.61 0.0103783 0.00101917 85478 0
: 476 Minimum Test error found - save the configuration
: 476 | 330.759 300.877 0.0103845 0.00101963 85426.1 0
: 477 Minimum Test error found - save the configuration
: 477 | 327.161 298.167 0.0104142 0.00102333 85189.6 0
: 478 Minimum Test error found - save the configuration
: 478 | 324.026 295.229 0.0103798 0.00102097 85480.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 320.222 291.01 0.0103809 0.00101594 85424.4 0
: 480 Minimum Test error found - save the configuration
: 480 | 316.64 287.648 0.0103839 0.00101732 85409.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 313.333 284.238 0.0103899 0.00102001 85379.6 0
: 482 Minimum Test error found - save the configuration
: 482 | 309.821 281.414 0.010384 0.00102179 85450.3 0
: 483 Minimum Test error found - save the configuration
: 483 | 306.629 277.969 0.0103898 0.00102067 85386.4 0
: 484 Minimum Test error found - save the configuration
: 484 | 303.257 274.753 0.0103797 0.00101691 85444.6 0
: 485 Minimum Test error found - save the configuration
: 485 | 300.037 271.358 0.010385 0.00101731 85400 0
: 486 Minimum Test error found - save the configuration
: 486 | 296.736 268.458 0.0103779 0.00102117 85499.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 293.481 265.622 0.0104586 0.00102341 84788.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 290.326 262.716 0.0103713 0.00101626 85515.1 0
: 489 Minimum Test error found - save the configuration
: 489 | 287.442 259.614 0.0103738 0.00101969 85523.6 0
: 490 Minimum Test error found - save the configuration
: 490 | 284.008 256.139 0.0104063 0.00102196 85248 0
: 491 Minimum Test error found - save the configuration
: 491 | 281.154 254.588 0.0103736 0.0010202 85530.7 0
: 492 Minimum Test error found - save the configuration
: 492 | 278.304 250.664 0.0103776 0.00101589 85454.5 0
: 493 Minimum Test error found - save the configuration
: 493 | 275.088 247.781 0.0103834 0.00101823 85423.2 0
: 494 Minimum Test error found - save the configuration
: 494 | 272.286 245.113 0.0103756 0.00102515 85557.7 0
: 495 Minimum Test error found - save the configuration
: 495 | 269.256 242.483 0.0104854 0.00102488 84561.7 0
: 496 Minimum Test error found - save the configuration
: 496 | 265.944 239.097 0.0103831 0.0010199 85440.6 0
: 497 Minimum Test error found - save the configuration
: 497 | 263.028 236.596 0.0103918 0.00102154 85376.2 0
: 498 Minimum Test error found - save the configuration
: 498 | 260.235 233.704 0.010387 0.00102163 85421 0
: 499 Minimum Test error found - save the configuration
: 499 | 257.205 231.132 0.0103997 0.00102429 85329.3 0
: 500 Minimum Test error found - save the configuration
: 500 | 254.803 228.144 0.010408 0.00101751 85192.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 251.839 225.749 0.0104015 0.00101759 85252.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 248.897 223.017 0.0103834 0.00101845 85424.9 0
: 503 Minimum Test error found - save the configuration
: 503 | 246.267 220.497 0.0104035 0.0010211 85265.8 0
: 504 Minimum Test error found - save the configuration
: 504 | 243.653 217.958 0.0103876 0.00101747 85377.9 0
: 505 Minimum Test error found - save the configuration
: 505 | 240.988 215.459 0.0103964 0.00102053 85325.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 238.505 212.988 0.010384 0.00101964 85430.6 0
: 507 Minimum Test error found - save the configuration
: 507 | 235.669 210.552 0.0103925 0.00102179 85372.4 0
: 508 Minimum Test error found - save the configuration
: 508 | 233.185 207.551 0.0104009 0.00101821 85263.1 0
: 509 Minimum Test error found - save the configuration
: 509 | 230.341 205.715 0.0104109 0.00102021 85190.7 0
: 510 Minimum Test error found - save the configuration
: 510 | 227.863 203.309 0.0104014 0.00102117 85285.7 0
: 511 Minimum Test error found - save the configuration
: 511 | 225.391 201.086 0.0103908 0.00101837 85356.8 0
: 512 Minimum Test error found - save the configuration
: 512 | 223.049 198.429 0.0103915 0.00101904 85356.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 220.508 196.312 0.0104054 0.00103119 85340.1 0
: 514 Minimum Test error found - save the configuration
: 514 | 218.187 193.96 0.0103921 0.00102296 85386.6 0
: 515 Minimum Test error found - save the configuration
: 515 | 215.753 192.403 0.0104371 0.00102632 85009 0
: 516 Minimum Test error found - save the configuration
: 516 | 213.331 189.682 0.0103892 0.00101845 85371.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 211.079 188.402 0.0103965 0.00102258 85343.1 0
: 518 Minimum Test error found - save the configuration
: 518 | 208.823 184.832 0.0103874 0.00102033 85406 0
: 519 Minimum Test error found - save the configuration
: 519 | 206.74 184.313 0.0103955 0.0010174 85305.6 0
: 520 Minimum Test error found - save the configuration
: 520 | 204.308 180.902 0.0103754 0.00101616 85477.1 0
: 521 Minimum Test error found - save the configuration
: 521 | 201.664 178.609 0.0103725 0.00101909 85530 0
: 522 Minimum Test error found - save the configuration
: 522 | 199.664 176.276 0.0103806 0.00101817 85447.6 0
: 523 Minimum Test error found - save the configuration
: 523 | 197.4 174.537 0.0103971 0.00102262 85337.8 0
: 524 Minimum Test error found - save the configuration
: 524 | 195.139 172.767 0.0103987 0.00101764 85278.5 0
: 525 Minimum Test error found - save the configuration
: 525 | 193.141 170.928 0.0103948 0.00101833 85319.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 190.937 168.264 0.0103811 0.00102023 85462.2 0
: 527 Minimum Test error found - save the configuration
: 527 | 188.728 166.937 0.0103927 0.0010171 85327.9 0
: 528 Minimum Test error found - save the configuration
: 528 | 186.803 166.112 0.0103787 0.00101679 85452.4 0
: 529 Minimum Test error found - save the configuration
: 529 | 184.886 163.376 0.0103782 0.00101832 85471.3 0
: 530 Minimum Test error found - save the configuration
: 530 | 182.582 161.473 0.0104021 0.00101907 85260.5 0
: 531 Minimum Test error found - save the configuration
: 531 | 180.298 158.772 0.0103892 0.0010204 85390.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 178.39 157.78 0.0103941 0.00101824 85325.9 0
: 533 Minimum Test error found - save the configuration
: 533 | 176.439 156.141 0.0104096 0.00101801 85182.8 0
: 534 Minimum Test error found - save the configuration
: 534 | 174.216 154.087 0.0103847 0.00102225 85447.5 0
: 535 Minimum Test error found - save the configuration
: 535 | 172.126 152.452 0.0103793 0.00101884 85466.1 0
: 536 Minimum Test error found - save the configuration
: 536 | 170.275 149.553 0.0103741 0.00101604 85487.9 0
: 537 Minimum Test error found - save the configuration
: 537 | 168.397 148.29 0.0103785 0.00101989 85482.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 166.42 145.85 0.0103947 0.00102519 85383.4 0
: 539 Minimum Test error found - save the configuration
: 539 | 164.444 144.274 0.0104101 0.00102192 85213.7 0
: 540 Minimum Test error found - save the configuration
: 540 | 162.449 142.733 0.0103908 0.00101874 85360.3 0
: 541 Minimum Test error found - save the configuration
: 541 | 160.879 141.128 0.0103859 0.00101753 85394.2 0
: 542 Minimum Test error found - save the configuration
: 542 | 158.906 139.438 0.0103788 0.00101677 85451.3 0
: 543 Minimum Test error found - save the configuration
: 543 | 157.029 137.321 0.0103804 0.00102248 85488.8 0
: 544 Minimum Test error found - save the configuration
: 544 | 155.175 136.275 0.0103732 0.00101613 85497 0
: 545 Minimum Test error found - save the configuration
: 545 | 153.539 134.174 0.0103857 0.0010248 85461.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 151.864 132.794 0.0103714 0.00102197 85567 0
: 547 Minimum Test error found - save the configuration
: 547 | 149.97 131.687 0.0103921 0.0010212 85370.8 0
: 548 Minimum Test error found - save the configuration
: 548 | 148.106 130.079 0.0103803 0.00101714 85441 0
: 549 Minimum Test error found - save the configuration
: 549 | 146.454 128.11 0.0103776 0.00101867 85479.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 145.311 126.599 0.0103856 0.00101611 85383.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 143.438 125.692 0.0103785 0.0010202 85486 0
: 552 Minimum Test error found - save the configuration
: 552 | 141.995 124.095 0.010374 0.00101516 85480.8 0
: 553 Minimum Test error found - save the configuration
: 553 | 139.825 121.929 0.0103826 0.00101778 85426 0
: 554 Minimum Test error found - save the configuration
: 554 | 137.986 120.724 0.0103835 0.00102429 85477.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 136.428 119.293 0.0103949 0.00101892 85324.7 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.188 118.11 0.0103881 0.00101968 85393.2 0
: 557 Minimum Test error found - save the configuration
: 557 | 133.267 116.749 0.0103935 0.00102092 85355.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 131.836 115.314 0.0103886 0.00102413 85429.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 130.207 113.57 0.0103823 0.00101913 85441.3 0
: 560 Minimum Test error found - save the configuration
: 560 | 128.759 112.382 0.0103823 0.00101601 85412.3 0
: 561 Minimum Test error found - save the configuration
: 561 | 127.392 111.118 0.0103846 0.00101769 85407 0
: 562 Minimum Test error found - save the configuration
: 562 | 125.491 109.845 0.0103777 0.00102076 85497.7 0
: 563 Minimum Test error found - save the configuration
: 563 | 124.173 108.639 0.0104131 0.00102003 85169.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 122.782 106.713 0.0103781 0.0010201 85488.8 0
: 565 Minimum Test error found - save the configuration
: 565 | 121.084 105.838 0.0104133 0.00101759 85145.5 0
: 566 | 119.946 106.127 0.0103811 0.00100165 85292.5 1
: 567 Minimum Test error found - save the configuration
: 567 | 118.626 103.129 0.0104792 0.0010302 84665 0
: 568 Minimum Test error found - save the configuration
: 568 | 116.938 102.533 0.0103925 0.00101839 85341.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 115.67 100.903 0.010455 0.00108379 85367.6 0
: 570 Minimum Test error found - save the configuration
: 570 | 114.182 99.4573 0.0104032 0.00102578 85311.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 112.961 98.3242 0.0103875 0.00101943 85396.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 111.448 97.0643 0.0104395 0.00102379 84964 0
: 573 Minimum Test error found - save the configuration
: 573 | 110.376 96.3472 0.01039 0.00101893 85369.4 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.049 94.8634 0.0103823 0.00101841 85434.9 0
: 575 Minimum Test error found - save the configuration
: 575 | 107.688 92.7296 0.0103931 0.00101869 85338.8 0
: 576 Minimum Test error found - save the configuration
: 576 | 106.398 91.9333 0.0103722 0.0010166 85509.9 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.194 91.5465 0.0103964 0.00101928 85313.8 0
: 578 Minimum Test error found - save the configuration
: 578 | 103.95 89.7346 0.010388 0.00102006 85398 0
: 579 Minimum Test error found - save the configuration
: 579 | 102.528 88.6605 0.0103925 0.00102314 85384.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 101.61 87.6859 0.0104172 0.00102017 85133.5 0
: 581 Minimum Test error found - save the configuration
: 581 | 100.261 86.9419 0.0103863 0.00101765 85391 0
: 582 Minimum Test error found - save the configuration
: 582 | 98.9478 86.2353 0.0103834 0.00101837 85424.4 0
: 583 Minimum Test error found - save the configuration
: 583 | 97.7643 85.2244 0.0103877 0.00101855 85386.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 96.6699 84.6992 0.0103723 0.00101716 85514.7 0
: 585 Minimum Test error found - save the configuration
: 585 | 95.8349 82.7508 0.0103842 0.00101925 85424.5 0
: 586 Minimum Test error found - save the configuration
: 586 | 94.5315 81.8902 0.010382 0.00102005 85452.1 0
: 587 Minimum Test error found - save the configuration
: 587 | 93.3173 81.2166 0.0103825 0.00102283 85473.2 0
: 588 Minimum Test error found - save the configuration
: 588 | 92.3074 79.8677 0.0103933 0.00101784 85329.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.2767 79.3547 0.0103851 0.00101782 85403.6 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.1698 78.4813 0.010391 0.0010165 85337.6 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.1064 76.5594 0.0103903 0.00101878 85365.2 0
: 592 | 87.8268 77.0043 0.0103363 0.000984528 85545 1
: 593 Minimum Test error found - save the configuration
: 593 | 86.8751 76.0452 0.0103851 0.00102054 85428.9 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.0338 74.3184 0.0103677 0.00102009 85583.2 0
: 595 Minimum Test error found - save the configuration
: 595 | 84.8916 73.4715 0.0103948 0.00102739 85402.3 0
: 596 Minimum Test error found - save the configuration
: 596 | 83.9503 71.9767 0.0103938 0.00102017 85345.3 0
: 597 | 83.1362 72.0694 0.0103418 0.000984879 85498.7 1
: 598 Minimum Test error found - save the configuration
: 598 | 82.0349 70.6382 0.0103759 0.0010171 85480.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 80.9032 69.3956 0.010374 0.00101743 85501.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 79.947 69.0882 0.0103726 0.00101625 85503.6 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.1932 67.8896 0.0103693 0.0010149 85521.1 0
: 602 | 78.234 67.9945 0.0103497 0.000985849 85435.2 1
: 603 Minimum Test error found - save the configuration
: 603 | 77.6245 67.7695 0.0103824 0.00102087 85456 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.7241 66.2913 0.0103902 0.00101937 85370.9 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.6445 65.2606 0.0103641 0.00101553 85574.3 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.7454 63.9166 0.0103945 0.00102176 85353.9 0
: 607 Minimum Test error found - save the configuration
: 607 | 74.0084 62.7827 0.0103728 0.00101824 85520.1 0
: 608 Minimum Test error found - save the configuration
: 608 | 72.9012 62.3727 0.0103859 0.00101744 85392.7 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.0622 61.4569 0.0103785 0.00101581 85445.7 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.6522 61.061 0.0103725 0.00101807 85521.3 0
: 611 | 70.4612 61.1655 0.0103483 0.000983979 85430.5 1
: 612 Minimum Test error found - save the configuration
: 612 | 70.1984 60.7219 0.0103854 0.00102111 85431.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 69.6873 58.7985 0.0103661 0.00102326 85626.9 0
: 614 | 68.5602 59.0652 0.0103493 0.000983349 85415.9 1
: 615 Minimum Test error found - save the configuration
: 615 | 67.2717 57.5666 0.0104028 0.00102389 85297.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.4021 57.2786 0.0103894 0.00101598 85348 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.3946 55.6338 0.010377 0.00102389 85532.7 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.8919 54.7472 0.0103783 0.00101826 85469.4 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.1429 54.1957 0.0103875 0.00101943 85396.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.3388 54.1736 0.0103821 0.00102127 85462.9 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.4665 52.5783 0.0103751 0.00101777 85494.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.6328 51.6158 0.010384 0.00101663 85402.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0358 50.9662 0.0103787 0.0010184 85467.1 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.2765 50.6372 0.0103783 0.00101511 85440.9 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.802 50.3286 0.0103726 0.0010163 85503.9 0
: 626 Minimum Test error found - save the configuration
: 626 | 58.8964 49.3125 0.0103849 0.00101863 85413.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2339 48.505 0.010383 0.0010202 85444.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.3972 48.3435 0.0103831 0.00102587 85495.3 0
: 629 Minimum Test error found - save the configuration
: 629 | 57.0272 47.937 0.0103874 0.00101625 85368.3 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.1976 46.9419 0.0103807 0.00101664 85433.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.5868 46.777 0.0103842 0.00101968 85428.9 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.9466 46.7165 0.0103842 0.00101582 85394 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.4862 44.9919 0.0103651 0.00101467 85558 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.5015 44.9762 0.0103758 0.00101867 85496 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.0848 44.1204 0.0103856 0.00101813 85402 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.3734 43.5181 0.0104058 0.00102167 85250.5 0
: 637 | 51.7176 44.8302 0.0103576 0.000982918 85336.4 1
: 638 Minimum Test error found - save the configuration
: 638 | 51.2238 42.6354 0.0103944 0.00102426 85378 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.5602 41.6091 0.010384 0.00101566 85393.7 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.9584 40.8653 0.0103779 0.00101737 85465.4 0
: 641 | 49.1514 41.0289 0.0103289 0.000984258 85610.3 1
: 642 Minimum Test error found - save the configuration
: 642 | 48.6339 40.3813 0.0103708 0.00101797 85535.5 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.9712 39.2716 0.0103953 0.00102166 85345.5 0
: 644 | 47.2912 39.3119 0.0103554 0.00098616 85386 1
: 645 Minimum Test error found - save the configuration
: 645 | 46.8141 39.1069 0.0103912 0.00102144 85381 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.2465 38.0948 0.0103707 0.00101576 85516.1 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6975 37.6963 0.0103786 0.00101478 85434.8 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.2912 37.3732 0.0103766 0.00101642 85468 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.8078 36.8169 0.0103792 0.00101414 85423.7 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1315 35.8018 0.0104139 0.00102116 85172.4 0
: 651 Minimum Test error found - save the configuration
: 651 | 43.5168 35.4594 0.010384 0.00102097 85442.7 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.1024 35.0472 0.0103761 0.00101848 85491.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.7982 34.4201 0.0103777 0.00101833 85475.5 0
: 654 | 42.0016 35.2696 0.0103378 0.000984549 85531.6 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.5559 33.8181 0.0103846 0.00101793 85409.7 0
: 656 | 41.4066 34.1257 0.0103393 0.00098932 85561.4 1
: 657 | 41.0372 34.2966 0.0103344 0.000983119 85550 2
: 658 Minimum Test error found - save the configuration
: 658 | 40.3212 33.2875 0.0103764 0.00101931 85496.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 39.8423 32.4165 0.0104011 0.00101966 85274.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 39.2494 31.4346 0.0103787 0.00102006 85482.6 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.721 30.9869 0.0103838 0.00101926 85428.4 0
: 662 | 38.3197 31.6191 0.010351 0.000983399 85400.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 37.9058 30.8898 0.0103792 0.0010194 85472.3 0
: 664 Minimum Test error found - save the configuration
: 664 | 37.5428 29.8082 0.0103811 0.00101907 85451.8 0
: 665 | 37.1252 30.2727 0.0103436 0.000983669 85470.7 1
: 666 | 36.6769 29.8785 0.0103385 0.000983139 85512.6 2
: 667 Minimum Test error found - save the configuration
: 667 | 36.1502 29.332 0.0103794 0.00102319 85504.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 35.7979 28.8379 0.0104166 0.00102147 85150 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.0803 27.9345 0.0103839 0.00101951 85430 0
: 670 | 34.6663 28.7633 0.0103463 0.000983619 85445.6 1
: 671 Minimum Test error found - save the configuration
: 671 | 34.4002 27.1602 0.010386 0.00101775 85394.4 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.8927 26.6713 0.0103744 0.00101635 85487.8 0
: 673 | 33.5262 27.4621 0.0103344 0.000984298 85560.9 1
: 674 Minimum Test error found - save the configuration
: 674 | 33.2467 25.9967 0.0103913 0.00102746 85435.4 0
: 675 Minimum Test error found - save the configuration
: 675 | 32.9311 24.8969 0.0103614 0.0010184 85625.8 0
: 676 | 32.432 25.7636 0.010347 0.00098122 85417.7 1
: 677 | 31.984 25.4743 0.0103534 0.000984179 85386.1 2
: 678 Minimum Test error found - save the configuration
: 678 | 31.5771 24.1448 0.0103833 0.00101857 85427.3 0
: 679 | 31.1253 24.2179 0.0103438 0.00098335 85465.6 1
: 680 Minimum Test error found - save the configuration
: 680 | 30.8781 23.9423 0.0103942 0.00104081 85530.1 0
: 681 | 30.4568 23.9545 0.0103263 0.000983239 85625.2 1
: 682 | 30.0027 25.0587 0.0103417 0.000983178 85484 2
: 683 Minimum Test error found - save the configuration
: 683 | 29.5994 23.912 0.0103744 0.00101834 85506.4 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.229 23.1214 0.0103998 0.00102098 85298.3 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.1659 22.0345 0.0103891 0.00102737 85453.8 0
: 686 | 28.561 22.6627 0.0103499 0.000986848 85442.4 1
: 687 | 28.4757 22.3007 0.0103518 0.000985 85408.5 2
: 688 Minimum Test error found - save the configuration
: 688 | 28.3985 21.5165 0.0103771 0.00101967 85493.6 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.9791 20.8937 0.0103731 0.00101548 85491.4 0
: 690 | 27.8614 23.3512 0.0103969 0.000985219 85001 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.8946 20.3795 0.0104008 0.00102036 85283.5 0
: 692 | 26.5453 20.3851 0.0103534 0.0009853 85396.3 1
: 693 Minimum Test error found - save the configuration
: 693 | 26.193 20.0905 0.0103905 0.00101957 85370.5 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.6328 19.6127 0.0103964 0.00101558 85280.6 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.3718 19.1299 0.0103798 0.00101663 85441 0
: 696 | 25.1898 19.794 0.0103446 0.00098329 85458.1 1
: 697 Minimum Test error found - save the configuration
: 697 | 24.9208 18.9146 0.0103697 0.0010144 85513.3 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.5454 18.2154 0.0103633 0.0010146 85573 0
: 699 | 24.3201 18.8556 0.0103427 0.00098893 85526.7 1
: 700 | 24.0482 18.507 0.0103528 0.000983699 85387.1 2
: 701 Minimum Test error found - save the configuration
: 701 | 23.4992 17.6793 0.0103833 0.00101836 85424.7 0
: 702 | 23.1892 18.2394 0.0103372 0.000983279 85525.8 1
: 703 Minimum Test error found - save the configuration
: 703 | 22.9781 17.4215 0.0103841 0.00101639 85399.4 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.5563 16.9642 0.0103706 0.00101744 85532.8 0
: 705 | 22.3701 17.358 0.0103492 0.000983309 85416.7 1
: 706 | 22.0979 17.7845 0.0103474 0.000983118 85431.4 2
: 707 Minimum Test error found - save the configuration
: 707 | 21.6931 16.2333 0.0103862 0.00102017 85415.1 0
: 708 | 21.4801 16.8778 0.0103451 0.00098316 85452.7 1
: 709 | 21.2957 16.7145 0.0103462 0.000983878 85448.6 2
: 710 | 20.9642 16.3352 0.010341 0.000982499 85484 3
: 711 | 20.7439 16.4508 0.0103553 0.000983759 85364.7 4
: 712 Minimum Test error found - save the configuration
: 712 | 20.5087 15.8484 0.0103826 0.00102158 85460.5 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.2817 15.8371 0.0103734 0.00101481 85482.6 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.7974 15.2056 0.0103695 0.00102214 85585.8 0
: 715 Minimum Test error found - save the configuration
: 715 | 19.6316 14.9645 0.0103715 0.00101947 85542.9 0
: 716 | 19.297 15.5961 0.0103564 0.00098468 85363.2 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.1593 14.3701 0.0103984 0.00102167 85317.7 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.7143 14.2308 0.0103698 0.00101601 85527.1 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.4321 14.2158 0.0103837 0.00101819 85419.6 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.3217 13.2838 0.0103763 0.00102028 85506.4 0
: 721 | 18.1059 13.8462 0.0103369 0.000975759 85460.1 1
: 722 | 17.8794 14.2665 0.0103414 0.000983829 85492.3 2
: 723 | 17.5452 13.4288 0.0103389 0.00098465 85522.8 3
: 724 Minimum Test error found - save the configuration
: 724 | 17.5167 13.2821 0.0103979 0.00102163 85321.9 0
: 725 Minimum Test error found - save the configuration
: 725 | 17.1777 13.2421 0.0103799 0.00101882 85459.8 0
: 726 Minimum Test error found - save the configuration
: 726 | 17.1283 13.1238 0.0103762 0.00101637 85471.7 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.75 12.9435 0.0103821 0.0010155 85409.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.4416 12.8639 0.0103815 0.00101713 85430 0
: 729 Minimum Test error found - save the configuration
: 729 | 16.3121 12.7525 0.0103824 0.0010163 85414.4 0
: 730 | 16.216 12.7665 0.0103266 0.000984139 85630.3 1
: 731 Minimum Test error found - save the configuration
: 731 | 15.8788 12.5709 0.0103866 0.00101998 85409.8 0
: 732 | 15.9084 13.1835 0.0103544 0.000983219 85368.2 1
: 733 Minimum Test error found - save the configuration
: 733 | 16.0293 12.5321 0.0103892 0.00102329 85416.5 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.1854 11.7941 0.0103738 0.00101724 85501.1 0
: 735 | 15.0036 11.9819 0.0103523 0.000984739 85401 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.9153 10.9652 0.0103838 0.00102011 85436.9 0
: 737 | 14.6455 11.7149 0.0103535 0.000984369 85386.7 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.7135 10.8082 0.0104289 0.00102575 85077.8 0
: 739 | 14.6225 11.1598 0.0103556 0.00098565 85379.2 1
: 740 Minimum Test error found - save the configuration
: 740 | 14.2289 10.3977 0.0104003 0.00102088 85293 0
: 741 | 14.0251 10.7022 0.0103563 0.000986429 85380.1 1
: 742 | 13.7553 10.4808 0.0103477 0.000982179 85420 2
: 743 Minimum Test error found - save the configuration
: 743 | 13.5905 10.3082 0.0103992 0.00102078 85302.4 0
: 744 Minimum Test error found - save the configuration
: 744 | 13.509 10.197 0.010376 0.00101939 85501.1 0
: 745 Minimum Test error found - save the configuration
: 745 | 13.1932 10.1031 0.0103892 0.00101771 85365.2 0
: 746 | 13.0356 10.1244 0.0103471 0.000984659 85447.4 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.9968 9.90891 0.010387 0.00102187 85423.2 0
: 748 Minimum Test error found - save the configuration
: 748 | 12.6832 9.18132 0.0103927 0.00102208 85372.8 0
: 749 Minimum Test error found - save the configuration
: 749 | 12.5158 9.09294 0.0103844 0.00102058 85435.6 0
: 750 | 12.7558 10.315 0.0103618 0.000984868 85316.1 1
: 751 Minimum Test error found - save the configuration
: 751 | 12.7072 8.43607 0.0103848 0.00101924 85419.1 0
: 752 | 12.2579 8.83004 0.010352 0.000985359 85409.7 1
: 753 | 11.9821 8.73716 0.0103441 0.000984249 85471.2 2
: 754 | 11.7914 8.73604 0.010337 0.000983378 85528.6 3
: 755 Minimum Test error found - save the configuration
: 755 | 11.8566 8.17192 0.0103865 0.00102065 85417.1 0
: 756 | 11.7237 8.26464 0.010351 0.000987109 85434.4 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.2438 7.25292 0.0103913 0.00102502 85413 0
: 758 | 11.1211 7.84245 0.0103722 0.000983869 85211.8 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.944 7.04011 0.0104331 0.00105665 85320.5 0
: 760 | 10.8185 7.44304 0.010364 0.000986659 85311.8 1
: 761 | 10.7884 7.15294 0.0103841 0.00098492 85113.7 2
: 762 | 10.5325 7.75336 0.0103546 0.000987608 85406 3
: 763 Minimum Test error found - save the configuration
: 763 | 10.5425 6.51031 0.010387 0.00101884 85395.7 0
: 764 | 10.3771 7.17465 0.0103509 0.000987279 85437.5 1
: 765 | 10.1568 7.26842 0.0103522 0.00098505 85404.8 2
: 766 | 10.2143 6.80518 0.0103634 0.000987139 85321.9 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.91407 6.07545 0.0103809 0.00101861 85449 0
: 768 | 10.0486 9.09457 0.0103481 0.0009855 85446.6 1
: 769 Minimum Test error found - save the configuration
: 769 | 10.287 5.85532 0.0103758 0.00101984 85506.8 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.86759 5.62748 0.0103816 0.00101773 85435 0
: 771 | 9.43739 5.79716 0.0103452 0.000984558 85463.9 1
: 772 | 9.42954 6.27445 0.0103435 0.000983439 85469.5 2
: 773 Minimum Test error found - save the configuration
: 773 | 9.4033 5.42214 0.0103831 0.00102158 85455.8 0
: 774 Minimum Test error found - save the configuration
: 774 | 9.0015 4.92334 0.0104048 0.00101925 85237.8 0
: 775 | 9.28993 5.69637 0.0103476 0.000983778 85435.6 1
: 776 Minimum Test error found - save the configuration
: 776 | 8.99655 4.6264 0.0103893 0.00102161 85400.4 0
: 777 | 8.69087 4.90327 0.0103445 0.00098498 85474.2 1
: 778 | 8.74828 5.43192 0.0103421 0.000984769 85494.1 2
: 779 | 8.87324 4.75008 0.0103559 0.000984458 85365.4 3
: 780 | 8.81353 4.7189 0.0103369 0.00098685 85561 4
: 781 Minimum Test error found - save the configuration
: 781 | 8.43838 4.58086 0.0103874 0.00102586 85456 0
: 782 Minimum Test error found - save the configuration
: 782 | 8.17742 4.22694 0.0103905 0.00101708 85347.7 0
: 783 | 8.28856 4.80744 0.0103613 0.000984948 85321 1
: 784 | 7.99038 4.79993 0.0103591 0.000984929 85341.3 2
: 785 | 8.11477 4.47326 0.0103501 0.000983919 85413.8 3
: 786 | 8.06515 4.76488 0.010339 0.000982848 85505.2 4
: 787 Minimum Test error found - save the configuration
: 787 | 7.81832 3.87637 0.0103702 0.00102017 85560.8 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.51947 3.58498 0.0103916 0.0010244 85404.8 0
: 789 | 7.49966 4.14196 0.0103459 0.00098615 85472.5 1
: 790 | 7.64509 4.13549 0.0103587 0.000984129 85336.9 2
: 791 | 7.72156 4.28123 0.0103572 0.000983399 85343.9 3
: 792 | 7.60278 3.7492 0.010352 0.00098559 85411.3 4
: 793 Minimum Test error found - save the configuration
: 793 | 7.02516 3.26411 0.0103877 0.00101741 85376.4 0
: 794 | 7.18052 3.5033 0.0103548 0.000983659 85368.8 1
: 795 | 6.95239 3.81978 0.0103416 0.000983759 85490.3 2
: 796 | 6.8767 3.59109 0.0103436 0.000983579 85469.8 3
: 797 Minimum Test error found - save the configuration
: 797 | 6.92278 3.02881 0.0103905 0.00102412 85411.6 0
: 798 | 6.78579 3.36573 0.0103729 0.000987098 85235.3 1
: 799 | 6.73572 3.17418 0.0103444 0.000982199 85450.3 2
: 800 | 6.71942 3.51393 0.0103498 0.00098509 85427.1 3
: 801 Minimum Test error found - save the configuration
: 801 | 6.7483 2.96029 0.0103909 0.00102061 85376.2 0
: 802 Minimum Test error found - save the configuration
: 802 | 6.58191 2.8688 0.0103956 0.00101773 85307.4 0
: 803 Minimum Test error found - save the configuration
: 803 | 6.37193 2.84714 0.0103848 0.00102377 85461 0
: 804 | 6.30506 2.93333 0.0103523 0.000986739 85419.8 1
: 805 | 6.28017 3.54629 0.0103458 0.000985259 85465.1 2
: 806 Minimum Test error found - save the configuration
: 806 | 6.32704 2.70005 0.0104122 0.00102338 85208.1 0
: 807 | 5.97904 3.03491 0.0103533 0.000984138 85386.1 1
: 808 | 5.98128 3.41265 0.0103511 0.000985079 85415 2
: 809 | 5.94227 3.64025 0.0103578 0.00098768 85377.5 3
: 810 | 5.99554 3.34511 0.0103412 0.000983718 85493.2 4
: 811 | 5.94346 2.93755 0.0103405 0.000985439 85515.7 5
: 812 Minimum Test error found - save the configuration
: 812 | 5.78798 2.50569 0.0103821 0.00102324 85480.2 0
: 813 | 5.7261 2.91382 0.0103603 0.000984989 85330.9 1
: 814 | 5.61753 2.75172 0.0103584 0.000985198 85349.8 2
: 815 Minimum Test error found - save the configuration
: 815 | 5.64684 2.42296 0.0103874 0.00101869 85390.8 0
: 816 | 5.64848 2.73333 0.0103526 0.00098598 85409.5 1
: 817 Minimum Test error found - save the configuration
: 817 | 5.55078 2.33242 0.0104036 0.00103205 85364.4 0
: 818 | 5.36777 3.39498 0.0103559 0.000985918 85379.2 1
: 819 | 5.3483 2.888 0.0103436 0.000984748 85481 2
: 820 | 5.28176 2.44543 0.0103643 0.00098597 85303.5 3
: 821 Minimum Test error found - save the configuration
: 821 | 5.14411 2.24641 0.0103876 0.00102108 85410.7 0
: 822 Minimum Test error found - save the configuration
: 822 | 5.03118 2.23875 0.0103942 0.00102001 85341.1 0
: 823 Minimum Test error found - save the configuration
: 823 | 5.32894 2.11025 0.0103986 0.00101815 85283.9 0
: 824 | 5.36175 2.79024 0.010343 0.00098391 85478.6 1
: 825 | 5.18819 2.76649 0.0103537 0.000986339 85402.9 2
: 826 | 4.99396 2.16776 0.0103658 0.000985919 85288.6 3
: 827 | 4.95828 2.5848 0.010353 0.000984448 85392.1 4
: 828 | 4.67499 2.20556 0.0103467 0.000988649 85488 5
: 829 | 4.68139 2.17242 0.0103557 0.000984899 85371.7 6
: 830 | 4.52894 2.95891 0.0103794 0.000986858 85174 7
: 831 | 4.58132 2.26799 0.0103546 0.000984159 85375.1 8
: 832 Minimum Test error found - save the configuration
: 832 | 4.47149 2.01564 0.0103762 0.00102168 85520.2 0
: 833 | 4.36839 2.40863 0.0103509 0.00098552 85420.6 1
: 834 | 4.43426 2.32373 0.010363 0.000984828 85304.3 2
: 835 | 4.48726 2.93713 0.0103408 0.000984528 85504.4 3
: 836 | 4.35937 2.30498 0.0103745 0.00098459 85198.1 4
: 837 | 4.32717 2.23521 0.0103561 0.00098755 85392.3 5
: 838 | 4.09436 2.11349 0.0104085 0.000984268 84887.7 6
: 839 | 4.12337 2.85451 0.0103605 0.000983218 85312.2 7
: 840 | 4.02118 2.60311 0.0103602 0.00098611 85341.8 8
: 841 | 4.12117 2.519 0.0103513 0.00098625 85423.7 9
: 842 | 3.96266 2.26473 0.0103552 0.000986898 85394.7 10
: 843 Minimum Test error found - save the configuration
: 843 | 4.21706 2.01525 0.0103918 0.0010262 85419.2 0
: 844 | 4.14922 2.93573 0.0103663 0.00098769 85300.5 1
: 845 | 4.1174 2.31782 0.0103482 0.00098595 85449.5 2
: 846 | 3.9805 2.74902 0.0103692 0.000987739 85274.5 3
: 847 | 4.11962 3.17086 0.0103584 0.000985619 85353.2 4
: 848 | 4.1273 3.03284 0.0103579 0.00098676 85368.4 5
: 849 | 4.14704 3.67466 0.0103643 0.00098658 85308.6 6
: 850 | 4.44599 3.10133 0.010365 0.000990038 85333.9 7
: 851 | 4.11617 2.64246 0.0103604 0.000983878 85319.7 8
: 852 | 3.66308 2.33097 0.0103667 0.00098583 85280.3 9
: 853 | 3.57939 3.15149 0.0103962 0.000987069 85023.3 10
: 854 | 3.58954 2.48521 0.0103576 0.000984419 85350.3 11
: 855 | 3.46597 2.37162 0.0103883 0.00101011 85304 12
: 856 | 3.69246 2.8626 0.010375 0.000986899 85214.2 13
: 857 | 3.75834 2.90697 0.0103557 0.0009837 85361 14
: 858 | 3.73971 2.72108 0.0103427 0.000988018 85519 15
: 859 | 3.45036 2.26404 0.0103947 0.000984818 85016.8 16
: 860 | 3.30885 2.77381 0.010361 0.000984619 85321.2 17
: 861 | 3.36206 2.78484 0.0103465 0.000987979 85483.6 18
: 862 | 3.23949 2.63584 0.0103578 0.000987248 85373.8 19
: 863 | 3.41402 3.30526 0.0103604 0.000985959 85338 20
: 864 | 3.24797 2.69511 0.0103452 0.00098402 85459.8 21
:
: Elapsed time for training with 1000 events: 9.01 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: 0.821 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.151 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.28609e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.06256e+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: 0.0308 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: 0.036 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: 0.00152 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: 0.0956 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: 0.893 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: 0.0214 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00285 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: 0.0379 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00451 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: 0.00244 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000687 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: 0.0966 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.011 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: 0.893 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.1 sec
TFHandler_BDTG : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
:
: Evaluation results ranked by smallest RMS on test sample:
: ("Bias" quotes the mean deviation of the regression from true target.
: "MutInf" is the "Mutual Information" between regression and target.
: Indicated by "_T" are the corresponding "truncated" quantities ob-
: tained when removing events deviating more than 2sigma from average.)
: --------------------------------------------------------------------------------------------------
: --------------------------------------------------------------------------------------------------
: datasetreg BDTG : 0.0726 0.0940 2.42 1.85 | 3.152 3.185
: datasetreg DNN_CPU : -0.968 -0.152 5.73 1.69 | 3.182 3.195
: 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 : -0.196 -0.0526 1.86 1.19 | 3.385 3.380
: 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.