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TMVARegression.C File Reference
Tutorials » Machine Learning tutorials

Detailed Description

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

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
#include "TMVA/DataLoader.h"
#include "TMVA/TMVARegGui.h"
using namespace TMVA;
void TMVARegression( TString myMethodList = "" )
{
// The explicit loading of the shared libTMVA is done in TMVAlogon.C, defined in .rootrc
// if you use your private .rootrc, or run from a different directory, please copy the
// corresponding lines from .rootrc
// methods to be processed can be given as an argument; use format:
//
// mylinux~> root -l TMVARegression.C\‍(\"myMethod1,myMethod2,myMethod3\"\‍)
//
//---------------------------------------------------------------
// This loads the library
TMVA::Tools::Instance();
// Default MVA methods to be trained + tested
std::map<std::string,int> Use;
// Mutidimensional likelihood and Nearest-Neighbour methods
Use["PDERS"] = 0;
Use["PDEFoam"] = 1;
Use["KNN"] = 1;
//
// Linear Discriminant Analysis
Use["LD"] = 1;
//
// Function Discriminant analysis
Use["FDA_GA"] = 0;
Use["FDA_MC"] = 0;
Use["FDA_MT"] = 0;
Use["FDA_GAMT"] = 0;
//
// Neural Network
Use["MLP"] = 0;
// Deep neural network (with CPU or GPU)
#ifdef R__HAS_TMVAGPU
Use["DNN_GPU"] = 1;
Use["DNN_CPU"] = 0;
#else
Use["DNN_GPU"] = 0;
#ifdef R__HAS_TMVACPU
Use["DNN_CPU"] = 1;
#else
Use["DNN_CPU"] = 0;
#endif
#endif
//
// Support Vector Machine
Use["SVM"] = 0;
//
// Boosted Decision Trees
Use["BDT"] = 0;
Use["BDTG"] = 1;
// ---------------------------------------------------------------
std::cout << std::endl;
std::cout << "==> Start TMVARegression" << std::endl;
// Select methods (don't look at this code - not of interest)
if (myMethodList != "") {
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) it->second = 0;
std::vector<TString> mlist = gTools().SplitString( myMethodList, ',' );
for (UInt_t i=0; i<mlist.size(); i++) {
std::string regMethod(mlist[i].Data());
if (Use.find(regMethod) == Use.end()) {
std::cout << "Method \"" << regMethod << "\" not known in TMVA under this name. Choose among the following:" << std::endl;
for (std::map<std::string,int>::iterator it = Use.begin(); it != Use.end(); it++) std::cout << it->first << " ";
std::cout << std::endl;
return;
}
Use[regMethod] = 1;
}
}
// --------------------------------------------------------------------------------------------------
// Here the preparation phase begins
// Create a new root output file
TString outfileName( "TMVAReg.root" );
TFile* outputFile = TFile::Open( outfileName, "RECREATE" );
// Create the factory object. Later you can choose the methods
// whose performance you'd like to investigate. The factory will
// then run the performance analysis for you.
//
// The first argument is the base of the name of all the
// weightfiles in the directory weight/
//
// The second argument is the output file for the training results
// All TMVA output can be suppressed by removing the "!" (not) in
// front of the "Silent" argument in the option string
TMVA::Factory *factory = new TMVA::Factory( "TMVARegression", outputFile,
"!V:!Silent:Color:DrawProgressBar:AnalysisType=Regression" );
TMVA::DataLoader *dataloader=new TMVA::DataLoader("datasetreg");
// If you wish to modify default settings
// (please check "src/Config.h" to see all available global options)
//
// (TMVA::gConfig().GetVariablePlotting()).fTimesRMS = 8.0;
// (TMVA::gConfig().GetIONames()).fWeightFileDir = "myWeightDirectory";
// Define the input variables that shall be used for the MVA training
// note that you may also use variable expressions, such as: "3*var1/var2*abs(var3)"
// [all types of expressions that can also be parsed by TTree::Draw( "expression" )]
dataloader->AddVariable( "var1", "Variable 1", "units", 'F' );
dataloader->AddVariable( "var2", "Variable 2", "units", 'F' );
// You can add so-called "Spectator variables", which are not used in the MVA training,
// but will appear in the final "TestTree" produced by TMVA. This TestTree will contain the
// input variables, the response values of all trained MVAs, and the spectator variables
dataloader->AddSpectator( "spec1:=var1*2", "Spectator 1", "units", 'F' );
dataloader->AddSpectator( "spec2:=var1*3", "Spectator 2", "units", 'F' );
// Add the variable carrying the regression target
dataloader->AddTarget( "fvalue" );
// It is also possible to declare additional targets for multi-dimensional regression, ie:
// factory->AddTarget( "fvalue2" );
// BUT: this is currently ONLY implemented for MLP
// Read training and test data (see TMVAClassification for reading ASCII files)
// load the signal and background event samples from ROOT trees
TFile *input(nullptr);
TString fname = gROOT->GetTutorialDir() + "/machine_learning/data/tmva_reg_example.root";
if (!gSystem->AccessPathName( fname )) {
input = TFile::Open( fname ); // check if file in local directory exists
}
if (!input) {
std::cout << "ERROR: could not open data file" << std::endl;
exit(1);
}
std::cout << "--- TMVARegression : Using input file: " << input->GetName() << std::endl;
// Register the regression tree
TTree *regTree = (TTree*)input->Get("TreeR");
// global event weights per tree (see below for setting event-wise weights)
Double_t regWeight = 1.0;
// You can add an arbitrary number of regression trees
dataloader->AddRegressionTree( regTree, regWeight );
// This would set individual event weights (the variables defined in the
// expression need to exist in the original TTree)
dataloader->SetWeightExpression( "var1", "Regression" );
// Apply additional cuts on the signal and background samples (can be different)
TCut mycut = ""; // for example: TCut mycut = "abs(var1)<0.5 && abs(var2-0.5)<1";
// tell the DataLoader to use all remaining events in the trees after training for testing:
dataloader->PrepareTrainingAndTestTree( mycut,
"nTrain_Regression=1000:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
//
// dataloader->PrepareTrainingAndTestTree( mycut,
// "nTrain_Regression=0:nTest_Regression=0:SplitMode=Random:NormMode=NumEvents:!V" );
// If no numbers of events are given, half of the events in the tree are used
// for training, and the other half for testing:
//
// dataloader->PrepareTrainingAndTestTree( mycut, "SplitMode=random:!V" );
// Book MVA methods
//
// Please lookup the various method configuration options in the corresponding cxx files, eg:
// src/MethoCuts.cxx, etc, or here: http://tmva.sourceforge.net/old_site/optionRef.html
// it is possible to preset ranges in the option string in which the cut optimisation should be done:
// "...:CutRangeMin[2]=-1:CutRangeMax[2]=1"...", where [2] is the third input variable
// PDE - RS method
if (Use["PDERS"])
factory->BookMethod( dataloader, TMVA::Types::kPDERS, "PDERS",
"!H:!V:NormTree=T:VolumeRangeMode=Adaptive:KernelEstimator=Gauss:GaussSigma=0.3:NEventsMin=40:NEventsMax=60:VarTransform=None" );
// And the options strings for the MinMax and RMS methods, respectively:
//
// "!H:!V:VolumeRangeMode=MinMax:DeltaFrac=0.2:KernelEstimator=Gauss:GaussSigma=0.3" );
// "!H:!V:VolumeRangeMode=RMS:DeltaFrac=3:KernelEstimator=Gauss:GaussSigma=0.3" );
if (Use["PDEFoam"])
factory->BookMethod( dataloader, TMVA::Types::kPDEFoam, "PDEFoam",
"!H:!V:MultiTargetRegression=F:TargetSelection=Mpv:TailCut=0.001:VolFrac=0.0666:nActiveCells=500:nSampl=2000:nBin=5:Compress=T:Kernel=None:Nmin=10:VarTransform=None" );
// K-Nearest Neighbour classifier (KNN)
if (Use["KNN"])
factory->BookMethod( dataloader, TMVA::Types::kKNN, "KNN",
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["LD"])
factory->BookMethod( dataloader, TMVA::Types::kLD, "LD",
"!H:!V:VarTransform=None" );
// Function discrimination analysis (FDA) -- test of various fitters - the recommended one is Minuit (or GA or SA)
if (Use["FDA_MC"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MC",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=MC:SampleSize=100000:Sigma=0.1:VarTransform=D" );
if (Use["FDA_GA"]) // can also use Simulated Annealing (SA) algorithm (see Cuts_SA options) .. the formula of this example is good for parabolas
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GA",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:PopSize=100:Cycles=3:Steps=30:Trim=True:SaveBestGen=1:VarTransform=Norm" );
if (Use["FDA_MT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_MT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100);(-10,10):FitMethod=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=2:UseImprove:UseMinos:SetBatch" );
if (Use["FDA_GAMT"])
factory->BookMethod( dataloader, TMVA::Types::kFDA, "FDA_GAMT",
"!H:!V:Formula=(0)+(1)*x0+(2)*x1:ParRanges=(-100,100);(-100,100);(-100,100):FitMethod=GA:Converger=MINUIT:ErrorLevel=1:PrintLevel=-1:FitStrategy=0:!UseImprove:!UseMinos:SetBatch:Cycles=1:PopSize=5:Steps=5:Trim" );
// Neural network (MLP)
if (Use["MLP"])
factory->BookMethod( dataloader, TMVA::Types::kMLP, "MLP", "!H:!V:VarTransform=Norm:NeuronType=tanh:NCycles=20000:HiddenLayers=N+20:TestRate=6:TrainingMethod=BFGS:Sampling=0.3:SamplingEpoch=0.8:ConvergenceImprove=1e-6:ConvergenceTests=15:!UseRegulator" );
if (Use["DNN_CPU"] || Use["DNN_GPU"]) {
TString archOption = Use["DNN_GPU"] ? "GPU" : "CPU";
TString layoutString("Layout=TANH|50,TANH|50,TANH|50,LINEAR");
TString trainingStrategyString("TrainingStrategy=");
trainingStrategyString +="LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam";
TString nnOptions("!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=");
nnOptions.Append(archOption);
nnOptions.Append(":");
nnOptions.Append(layoutString);
nnOptions.Append(":");
nnOptions.Append(trainingStrategyString);
TString methodName = TString("DNN_") + archOption;
factory->BookMethod(dataloader, TMVA::Types::kDL, methodName, nnOptions); // NN
}
// Support Vector Machine
if (Use["SVM"])
factory->BookMethod( dataloader, TMVA::Types::kSVM, "SVM", "Gamma=0.25:Tol=0.001:VarTransform=Norm" );
// Boosted Decision Trees
if (Use["BDT"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDT",
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["BDTG"])
factory->BookMethod( dataloader, TMVA::Types::kBDT, "BDTG",
"!H:!V:NTrees=2000::BoostType=Grad:Shrinkage=0.1:UseBaggedBoost:BaggedSampleFraction=0.5:nCuts=20:MaxDepth=3:MaxDepth=4" );
// --------------------------------------------------------------------------------------------------
// Now you can tell the factory to train, test, and evaluate the MVAs
// Train MVAs using the set of training events
factory->TrainAllMethods();
// Evaluate all MVAs using the set of test events
factory->TestAllMethods();
// Evaluate and compare performance of all configured MVAs
factory->EvaluateAllMethods();
// --------------------------------------------------------------
// Save the output
outputFile->Close();
std::cout << "==> Wrote root file: " << outputFile->GetName() << std::endl;
std::cout << "==> TMVARegression is done!" << std::endl;
delete factory;
delete dataloader;
// Launch the GUI for the root macros
if (!gROOT->IsBatch()) TMVA::TMVARegGui( outfileName );
}
int main( int argc, char** argv )
{
// Select methods (don't look at this code - not of interest)
TString methodList;
for (int i=1; i<argc; i++) {
TString regMethod(argv[i]);
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
methodList += regMethod;
}
TMVARegression(methodList);
return 0;
}
main
int main()
Definition Prototype.cxx:12
UInt_t
unsigned int UInt_t
Definition RtypesCore.h:46
Double_t
double Double_t
Definition RtypesCore.h:59
TRangeDynCast
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Definition TCollection.h:358
input
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
Definition TGWin32VirtualXProxy.cxx:142
gROOT
#define gROOT
Definition TROOT.h:414
gSystem
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
TCut
A specialized string object used for TTree selections.
Definition TCut.h:25
TFile
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
TFile::Open
static TFile * Open(const char *name, Option_t *option="", const char *ftitle="", Int_t compress=ROOT::RCompressionSetting::EDefaults::kUseCompiledDefault, Int_t netopt=0)
Create / open a file.
Definition TFile.cxx:4131
TMVA::Factory
This is the main MVA steering class.
Definition Factory.h:80
TMVA::Factory::TrainAllMethods
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
TMVA::Factory::BookMethod
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
TMVA::Factory::TestAllMethods
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
TMVA::Factory::EvaluateAllMethods
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
TMVA::Tools::Instance
static Tools & Instance()
Definition Tools.cxx:71
TMVA::Tools::SplitString
std::vector< TString > SplitString(const TString &theOpt, const char separator) const
splits the option string at 'separator' and fills the list 'splitV' with the primitive strings
Definition Tools.cxx:1199
TMVA::Types::kPDEFoam
@ kPDEFoam
Definition Types.h:94
TString
Basic string class.
Definition TString.h:139
TSystem::AccessPathName
virtual Bool_t AccessPathName(const char *path, EAccessMode mode=kFileExists)
Returns FALSE if one can access a file using the specified access mode.
Definition TSystem.cxx:1308
TTree
A TTree represents a columnar dataset.
Definition TTree.h:84
TMVA
create variable transformations
Definition GeneticMinimizer.h:22
TMVA::TMVARegGui
void TMVARegGui(const char *fName="TMVAReg.root", TString dataset="")
==> Start TMVARegression
--- TMVARegression : Using input file: /github/home/ROOT-CI/build/tutorials/machine_learning/data/tmva_reg_example.root
DataSetInfo : [datasetreg] : Added class "Regression"
: Add Tree TreeR of type Regression with 10000 events
: Dataset[datasetreg] : Class index : 0 name : Regression
Factory : Booking method: ␛[1mPDEFoam␛[0m
:
: Rebuilding Dataset datasetreg
: Building event vectors for type 2 Regression
: Dataset[datasetreg] : create input formulas for tree TreeR
DataSetFactory : [datasetreg] : Number of events in input trees
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Regression -- training events : 1000
: Regression -- testing events : 9000
: Regression -- training and testing events: 10000
:
DataSetInfo : Correlation matrix (Regression):
: ------------------------
: var1 var2
: var1: +1.000 -0.032
: var2: -0.032 +1.000
: ------------------------
DataSetFactory : [datasetreg] :
:
Factory : Booking method: ␛[1mKNN␛[0m
:
Factory : Booking method: ␛[1mLD␛[0m
:
Factory : Booking method: ␛[1mDNN_CPU␛[0m
:
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: <none>
: - Default:
: Boost_num: "0" [Number of times the classifier will be boosted]
: Parsing option string:
: ... "!H:V:ErrorStrategy=SUMOFSQUARES:VarTransform=G:WeightInitialization=XAVIERUNIFORM:Architecture=CPU:Layout=TANH|50,TANH|50,TANH|50,LINEAR:TrainingStrategy=LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam"
: The following options are set:
: - By User:
: V: "True" [Verbose output (short form of "VerbosityLevel" below - overrides the latter one)]
: VarTransform: "G" [List of variable transformations performed before training, e.g., "D_Background,P_Signal,G,N_AllClasses" for: "Decorrelation, PCA-transformation, Gaussianisation, Normalisation, each for the given class of events ('AllClasses' denotes all events of all classes, if no class indication is given, 'All' is assumed)"]
: H: "False" [Print method-specific help message]
: Layout: "TANH|50,TANH|50,TANH|50,LINEAR" [Layout of the network.]
: ErrorStrategy: "SUMOFSQUARES" [Loss function: Mean squared error (regression) or cross entropy (binary classification).]
: WeightInitialization: "XAVIERUNIFORM" [Weight initialization strategy]
: Architecture: "CPU" [Which architecture to perform the training on.]
: TrainingStrategy: "LearningRate=1e-3,Momentum=0.3,ConvergenceSteps=20,BatchSize=50,TestRepetitions=1,WeightDecay=0.0,Regularization=None,Optimizer=Adam" [Defines the training strategies.]
: - Default:
: VerbosityLevel: "Default" [Verbosity level]
: CreateMVAPdfs: "False" [Create PDFs for classifier outputs (signal and background)]
: IgnoreNegWeightsInTraining: "False" [Events with negative weights are ignored in the training (but are included for testing and performance evaluation)]
: InputLayout: "0|0|0" [The Layout of the input]
: BatchLayout: "0|0|0" [The Layout of the batch]
: RandomSeed: "0" [Random seed used for weight initialization and batch shuffling]
: ValidationSize: "20%" [Part of the training data to use for validation. Specify as 0.2 or 20% to use a fifth of the data set as validation set. Specify as 100 to use exactly 100 events. (Default: 20%)]
DNN_CPU : [datasetreg] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
: Will now use the CPU architecture with BLAS and IMT support !
Factory : Booking method: ␛[1mBDTG␛[0m
:
<WARNING> : Value for option maxdepth was previously set to 3
: the option NegWeightTreatment=InverseBoostNegWeights does not exist for BoostType=Grad
: --> change to new default NegWeightTreatment=Pray
Factory : ␛[1mTrain all methods␛[0m
Factory : [datasetreg] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'var1' <---> Output : variable 'var1'
: Input : variable 'var2' <---> Output : variable 'var2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3615 1.1815 [ 0.0010317 4.9864 ]
: var2: 2.4456 1.4269 [ 0.0039980 4.9846 ]
: fvalue: 163.04 79.540 [ 1.8147 358.73 ]
: -----------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: --------------------------------------------
: Rank : Variable : |Correlation with target|
: --------------------------------------------
: 1 : var2 : 7.559e-01
: 2 : var1 : 6.143e-01
: --------------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: -------------------------------------
: Rank : Variable : Mutual information
: -------------------------------------
: 1 : var2 : 2.014e+00
: 2 : var1 : 1.978e+00
: -------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ------------------------------------
: Rank : Variable : Correlation Ratio
: ------------------------------------
: 1 : var1 : 6.270e+00
: 2 : var2 : 2.543e+00
: ------------------------------------
IdTransformation : Ranking result (top variable is best ranked)
: ----------------------------------------
: Rank : Variable : Correlation Ratio (T)
: ----------------------------------------
: 1 : var2 : 1.051e+00
: 2 : var1 : 5.263e-01
: ----------------------------------------
Factory : Train method: PDEFoam for Regression
:
: Build mono target regression foam
: Elapsed time: 0.266 sec
: Elapsed time for training with 1000 events: 0.27 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: 0.000734 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00399 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: 0.000186 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000312 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 = 31523.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33066.7 31159.3 0.01009 0.00103917 88390.1 0
: 2 Minimum Test error found - save the configuration
: 2 | 32550.5 30603.9 0.0107531 0.00106347 82562.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31854.3 29921.4 0.010261 0.001066 87003.4 0
: 4 Minimum Test error found - save the configuration
: 4 | 31115.1 29258.7 0.0102334 0.00105305 87142.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30368.2 28545.8 0.0102898 0.00106878 86758 0
: 6 Minimum Test error found - save the configuration
: 6 | 29576.5 27666.4 0.010256 0.00107294 87116.5 0
: 7 Minimum Test error found - save the configuration
: 7 | 28850.5 27030 0.0103912 0.00100475 85228.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28386 26643.1 0.0101952 0.000994015 86944.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28027.4 26317.8 0.0100884 0.000989893 87926.1 0
: 10 Minimum Test error found - save the configuration
: 10 | 27701.8 26021.8 0.0100621 0.000990403 88186.5 0
: 11 Minimum Test error found - save the configuration
: 11 | 27401.6 25739 0.01026 0.000993854 86335.7 0
: 12 Minimum Test error found - save the configuration
: 12 | 27111.7 25469.6 0.0101964 0.00100496 87037.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26834.7 25207.9 0.0100314 0.000986903 88451.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26565.3 24954.1 0.0100704 0.000989434 88096.3 0
: 15 Minimum Test error found - save the configuration
: 15 | 26302.7 24707.3 0.0100627 0.00100803 88352.1 0
: 16 Minimum Test error found - save the configuration
: 16 | 26045.7 24467.8 0.0100717 0.00100874 88271.8 0
: 17 Minimum Test error found - save the configuration
: 17 | 25800.7 24225.9 0.010089 0.00101194 88134.2 0
: 18 Minimum Test error found - save the configuration
: 18 | 25551 23995 0.0101487 0.00101437 87581.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 25310.2 23768.1 0.0100541 0.00101221 88477 0
: 20 Minimum Test error found - save the configuration
: 20 | 25076 23541.5 0.0100898 0.00102333 88237.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24841.7 23320.5 0.0101611 0.00105664 87869.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24610.1 23105.9 0.0148902 0.00172362 60759.9 0
: 23 Minimum Test error found - save the configuration
: 23 | 24385 22892.5 0.0159497 0.00171174 56187.7 0
: 24 Minimum Test error found - save the configuration
: 24 | 24165 22677.8 0.0158746 0.00169339 56412.6 0
: 25 Minimum Test error found - save the configuration
: 25 | 23941.3 22471.4 0.0119498 0.00103245 73277.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23725.4 22265.7 0.0101258 0.00101344 87792.7 0
: 27 Minimum Test error found - save the configuration
: 27 | 23510.4 22063.3 0.0100496 0.00100457 88446.1 0
: 28 Minimum Test error found - save the configuration
: 28 | 23300.1 21861.4 0.0099739 0.00101393 89286.1 0
: 29 Minimum Test error found - save the configuration
: 29 | 23090.7 21662.5 0.0100872 0.00100699 88103.9 0
: 30 Minimum Test error found - save the configuration
: 30 | 22883.7 21466.6 0.00999371 0.00100198 88970.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 22677.4 21276.1 0.0100523 0.00100105 88385.6 0
: 32 Minimum Test error found - save the configuration
: 32 | 22478 21084.3 0.00998425 0.000993174 88977.2 0
: 33 Minimum Test error found - save the configuration
: 33 | 22277.6 20895.6 0.00999904 0.00101559 89052.7 0
: 34 Minimum Test error found - save the configuration
: 34 | 22081 20708 0.0100465 0.00100262 88457.4 0
: 35 Minimum Test error found - save the configuration
: 35 | 21885.5 20522.7 0.0100272 0.00100167 88637.3 0
: 36 Minimum Test error found - save the configuration
: 36 | 21691.4 20341 0.010111 0.00110903 88869.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21501 20160.2 0.0100125 0.00100438 88808.4 0
: 38 Minimum Test error found - save the configuration
: 38 | 21311.4 19982.2 0.00996266 0.00100075 89266.8 0
: 39 Minimum Test error found - save the configuration
: 39 | 21125.5 19804.6 0.0103813 0.00101064 85372.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 20938.6 19631.3 0.0102914 0.00100771 86172.7 0
: 41 Minimum Test error found - save the configuration
: 41 | 20755.5 19459.8 0.0102396 0.00107603 87302.4 0
: 42 Minimum Test error found - save the configuration
: 42 | 20576.9 19286.4 0.0100445 0.001019 88638.1 0
: 43 Minimum Test error found - save the configuration
: 43 | 20394.2 19119.5 0.0100545 0.00102555 88604.2 0
: 44 Minimum Test error found - save the configuration
: 44 | 20220 18949.5 0.0100591 0.00103044 88606.5 0
: 45 Minimum Test error found - save the configuration
: 45 | 20042.2 18784.3 0.0104978 0.00111034 85219.8 0
: 46 Minimum Test error found - save the configuration
: 46 | 19867.9 18621.4 0.0102271 0.000994263 86647.7 0
: 47 Minimum Test error found - save the configuration
: 47 | 19695.4 18460.7 0.0101487 0.000998895 87433.1 0
: 48 Minimum Test error found - save the configuration
: 48 | 19526 18300 0.0100408 0.00104759 88956.4 0
: 49 Minimum Test error found - save the configuration
: 49 | 19356.7 18141.8 0.0105433 0.0010011 83838 0
: 50 Minimum Test error found - save the configuration
: 50 | 19188.5 17986.9 0.0101993 0.00103378 87283.2 0
: 51 Minimum Test error found - save the configuration
: 51 | 19024.9 17830.7 0.0102054 0.00108066 87674.2 0
: 52 Minimum Test error found - save the configuration
: 52 | 18861.1 17676.2 0.0100069 0.000986703 88689.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18698.6 17524.1 0.0102265 0.00106952 87364.7 0
: 54 Minimum Test error found - save the configuration
: 54 | 18537.1 17375.1 0.010166 0.00101038 87378.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18380.4 17224.4 0.0101921 0.000989783 86934.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18220.9 17078.6 0.0101505 0.000990084 87332.2 0
: 57 Minimum Test error found - save the configuration
: 57 | 18068.9 16928.9 0.00998772 0.000985613 88868.1 0
: 58 Minimum Test error found - save the configuration
: 58 | 17911.4 16785.7 0.00992685 0.000986894 89485.9 0
: 59 Minimum Test error found - save the configuration
: 59 | 17759.9 16642.4 0.00992066 0.000981883 89497.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17609.4 16499.6 0.00991592 0.000983823 89564.7 0
: 61 Minimum Test error found - save the configuration
: 61 | 17459 16358.5 0.0099241 0.000984044 89484.9 0
: 62 Minimum Test error found - save the configuration
: 62 | 17307.7 16216.4 0.00996338 0.000991603 89168.6 0
: 63 Minimum Test error found - save the configuration
: 63 | 17147.1 16047.7 0.00998614 0.00100625 89088 0
: 64 Minimum Test error found - save the configuration
: 64 | 17014.3 15935.5 0.00997171 0.000990884 89078.7 0
: 65 Minimum Test error found - save the configuration
: 65 | 16861.9 15794.9 0.0100226 0.0010147 88810.6 0
: 66 Minimum Test error found - save the configuration
: 66 | 16703 15637.3 0.00999892 0.00100043 88903.9 0
: 67 Minimum Test error found - save the configuration
: 67 | 16552.2 15496.4 0.010034 0.00100722 88625 0
: 68 Minimum Test error found - save the configuration
: 68 | 16405.7 15348.1 0.0100443 0.00100171 88470.4 0
: 69 Minimum Test error found - save the configuration
: 69 | 16256 15202.6 0.0100639 0.00100105 88272.1 0
: 70 Minimum Test error found - save the configuration
: 70 | 16105.8 15060.4 0.0101338 0.00100763 87660.3 0
: 71 Minimum Test error found - save the configuration
: 71 | 15964.8 14917.9 0.0100951 0.0010122 88078 0
: 72 Minimum Test error found - save the configuration
: 72 | 15813 14786.2 0.0101683 0.00100852 87338.5 0
: 73 Minimum Test error found - save the configuration
: 73 | 15670.9 14643 0.0101334 0.00100892 87675.8 0
: 74 Minimum Test error found - save the configuration
: 74 | 15529.3 14508.2 0.0100937 0.00100667 88037.4 0
: 75 Minimum Test error found - save the configuration
: 75 | 15385.5 14374.9 0.0101374 0.00101385 87685 0
: 76 Minimum Test error found - save the configuration
: 76 | 15246.3 14241.2 0.0101578 0.00101326 87484.3 0
: 77 Minimum Test error found - save the configuration
: 77 | 15109.5 14106.3 0.0101203 0.00100785 87791.7 0
: 78 Minimum Test error found - save the configuration
: 78 | 14969.2 13978.1 0.0101312 0.00101134 87720.6 0
: 79 Minimum Test error found - save the configuration
: 79 | 14834.3 13847.5 0.0101668 0.00101259 87391 0
: 80 Minimum Test error found - save the configuration
: 80 | 14698.3 13722.9 0.0102864 0.00102666 86395.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14566.8 13594.6 0.0101498 0.00101315 87559.7 0
: 82 Minimum Test error found - save the configuration
: 82 | 14430.9 13472.8 0.0101451 0.00101273 87600.3 0
: 83 Minimum Test error found - save the configuration
: 83 | 14301.9 13350 0.0101329 0.00101081 87698.8 0
: 84 Minimum Test error found - save the configuration
: 84 | 14173.2 13227.3 0.0101205 0.00101056 87816.2 0
: 85 Minimum Test error found - save the configuration
: 85 | 14044.9 13105.7 0.0101613 0.0010304 87614.7 0
: 86 Minimum Test error found - save the configuration
: 86 | 13919.3 12984 0.0101327 0.00101143 87706.7 0
: 87 Minimum Test error found - save the configuration
: 87 | 13791.6 12866.8 0.0101417 0.00101105 87617.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13669.3 12747.5 0.0101445 0.00100901 87570.6 0
: 89 Minimum Test error found - save the configuration
: 89 | 13544 12632.7 0.0103587 0.00101891 85655.4 0
: 90 Minimum Test error found - save the configuration
: 90 | 13421.3 12519.7 0.0101429 0.00101147 87609.9 0
: 91 Minimum Test error found - save the configuration
: 91 | 13301 12406.6 0.0101319 0.00101368 87736 0
: 92 Minimum Test error found - save the configuration
: 92 | 13183.2 12291.6 0.0102002 0.00101408 87088.1 0
: 93 Minimum Test error found - save the configuration
: 93 | 13062.6 12180.5 0.010139 0.00101188 87651.3 0
: 94 Minimum Test error found - save the configuration
: 94 | 12945.1 12070.4 0.0101432 0.00101044 87596.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12828.3 11961.2 0.010171 0.00103001 87518.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12713.4 11851.9 0.01015 0.00101451 87570.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12598.6 11743.8 0.0101175 0.00101053 87844.6 0
: 98 Minimum Test error found - save the configuration
: 98 | 12483.7 11638.7 0.0101813 0.00101437 87270.5 0
: 99 Minimum Test error found - save the configuration
: 99 | 12373.5 11531 0.0101451 0.00101527 87624.8 0
: 100 Minimum Test error found - save the configuration
: 100 | 12259.4 11427.9 0.0101492 0.00100962 87531.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 12150.8 11322.8 0.0101451 0.00101433 87615.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 12041.9 11217.8 0.0101409 0.00101321 87645.8 0
: 103 Minimum Test error found - save the configuration
: 103 | 11931.7 11116 0.0101583 0.00101407 87486.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 11824.2 11015.1 0.0101466 0.0010116 87575.3 0
: 105 Minimum Test error found - save the configuration
: 105 | 11715.6 10917.8 0.0101434 0.00101506 87639 0
: 106 Minimum Test error found - save the configuration
: 106 | 11611.9 10818.2 0.0112486 0.00208002 87254.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11507.9 10718.2 0.0101652 0.00101497 87429.3 0
: 108 Minimum Test error found - save the configuration
: 108 | 11403 10620.8 0.0101612 0.00101329 87451.4 0
: 109 Minimum Test error found - save the configuration
: 109 | 11300.5 10523.5 0.0101481 0.00101402 87584.1 0
: 110 Minimum Test error found - save the configuration
: 110 | 11197.5 10428.4 0.010159 0.0010134 87473.7 0
: 111 Minimum Test error found - save the configuration
: 111 | 11095.8 10335 0.0101575 0.00101427 87496.5 0
: 112 Minimum Test error found - save the configuration
: 112 | 10996.7 10240.7 0.0101555 0.00101225 87496.2 0
: 113 Minimum Test error found - save the configuration
: 113 | 10896.5 10148.2 0.0102369 0.00101718 86770.4 0
: 114 Minimum Test error found - save the configuration
: 114 | 10798.9 10055.4 0.0101709 0.00101363 87362.7 0
: 115 Minimum Test error found - save the configuration
: 115 | 10700.9 9963.76 0.0101614 0.00101553 87471.1 0
: 116 Minimum Test error found - save the configuration
: 116 | 10605.3 9871.03 0.0103351 0.00103988 86065.5 0
: 117 Minimum Test error found - save the configuration
: 117 | 10507.8 9781.64 0.0101743 0.00101588 87351.2 0
: 118 Minimum Test error found - save the configuration
: 118 | 10412.5 9693.26 0.0101679 0.00101451 87399.6 0
: 119 Minimum Test error found - save the configuration
: 119 | 10318.5 9605.52 0.0101686 0.00101479 87395.7 0
: 120 Minimum Test error found - save the configuration
: 120 | 10224.7 9518.62 0.0101692 0.00101627 87403.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 10134.4 9429.35 0.010172 0.00101531 87367.4 0
: 122 Minimum Test error found - save the configuration
: 122 | 10040.3 9344.15 0.0101532 0.00101308 87526.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 9949.31 9259.47 0.0101633 0.0010151 87448.9 0
: 124 Minimum Test error found - save the configuration
: 124 | 9860.09 9174.3 0.0101565 0.0010148 87510.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9770 9090.7 0.0101514 0.00101522 87564.4 0
: 126 Minimum Test error found - save the configuration
: 126 | 9681.13 9008.58 0.0102077 0.00103441 87209.5 0
: 127 Minimum Test error found - save the configuration
: 127 | 9593.9 8925.67 0.0101668 0.00101486 87413.4 0
: 128 Minimum Test error found - save the configuration
: 128 | 9506.87 8843.84 0.0101969 0.00101996 87175.2 0
: 129 Minimum Test error found - save the configuration
: 129 | 9420.16 8763.04 0.0101685 0.00101946 87440.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9333.96 8684.04 0.010156 0.00101682 87534.8 0
: 131 Minimum Test error found - save the configuration
: 131 | 9251.56 8602.42 0.0101673 0.00101286 87389.3 0
: 132 Minimum Test error found - save the configuration
: 132 | 9164.71 8525.39 0.0101673 0.00101811 87439.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9083.19 8446.38 0.0102538 0.00101994 86638 0
: 134 Minimum Test error found - save the configuration
: 134 | 8999.65 8369.05 0.0101737 0.00101714 87369.2 0
: 135 Minimum Test error found - save the configuration
: 135 | 8917.55 8293.21 0.010186 0.00102299 87307.2 0
: 136 Minimum Test error found - save the configuration
: 136 | 8837.6 8216.09 0.010204 0.00103208 87222.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8755.36 8142.2 0.0101651 0.00101515 87432 0
: 138 Minimum Test error found - save the configuration
: 138 | 8676.96 8067.33 0.0102271 0.00102575 86943.5 0
: 139 Minimum Test error found - save the configuration
: 139 | 8597.11 7994.06 0.0101795 0.00101499 87293.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8520.07 7919.56 0.0101628 0.00101933 87494.3 0
: 141 Minimum Test error found - save the configuration
: 141 | 8441.89 7846.72 0.010166 0.0010173 87444 0
: 142 Minimum Test error found - save the configuration
: 142 | 8364.53 7774.66 0.0101745 0.00101635 87353.8 0
: 143 Minimum Test error found - save the configuration
: 143 | 8288.06 7703.89 0.0101751 0.00101646 87349.4 0
: 144 Minimum Test error found - save the configuration
: 144 | 8213.12 7632.96 0.010181 0.00101789 87306.4 0
: 145 Minimum Test error found - save the configuration
: 145 | 8138.43 7561.81 0.0101946 0.00101719 87170.3 0
: 146 Minimum Test error found - save the configuration
: 146 | 8062.97 7493.28 0.010197 0.00103396 87307.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 7991.08 7422.96 0.0102026 0.0010172 87095.1 0
: 148 Minimum Test error found - save the configuration
: 148 | 7916.71 7355.3 0.0101914 0.00103283 87349.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 7843.74 7289.21 0.0101797 0.00101777 87317.5 0
: 150 Minimum Test error found - save the configuration
: 150 | 7774.28 7220.3 0.0102012 0.00101822 87117.9 0
: 151 Minimum Test error found - save the configuration
: 151 | 7701.63 7154.37 0.0101754 0.00101638 87345.5 0
: 152 Minimum Test error found - save the configuration
: 152 | 7631.75 7088.41 0.0101907 0.00101798 87215.4 0
: 153 Minimum Test error found - save the configuration
: 153 | 7562.73 7021.86 0.0102543 0.00109111 87306.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7492.38 6957.44 0.0101878 0.00101566 87220.4 0
: 155 Minimum Test error found - save the configuration
: 155 | 7423.19 6894.49 0.0101786 0.00101648 87316.1 0
: 156 Minimum Test error found - save the configuration
: 156 | 7355.95 6831.87 0.0101738 0.00101745 87371 0
: 157 Minimum Test error found - save the configuration
: 157 | 7288.76 6768.74 0.010253 0.00103458 86782.4 0
: 158 Minimum Test error found - save the configuration
: 158 | 7221.72 6706.94 0.0101949 0.00101708 87166.6 0
: 159 Minimum Test error found - save the configuration
: 159 | 7157.86 6642.47 0.0101819 0.00101701 87289.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7089.14 6583.29 0.0101878 0.00102213 87282.5 0
: 161 Minimum Test error found - save the configuration
: 161 | 7026.04 6521.36 0.0102057 0.00102119 87103.1 0
: 162 Minimum Test error found - save the configuration
: 162 | 6960.62 6462.19 0.0102012 0.00101571 87094.3 0
: 163 Minimum Test error found - save the configuration
: 163 | 6897.17 6402.36 0.0101764 0.00101745 87346 0
: 164 Minimum Test error found - save the configuration
: 164 | 6833.48 6343.99 0.0101947 0.00101866 87183.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6772.25 6283.97 0.0103976 0.00102329 85339.9 0
: 166 Minimum Test error found - save the configuration
: 166 | 6709.05 6225.57 0.010191 0.00101779 87210.6 0
: 167 Minimum Test error found - save the configuration
: 167 | 6648.34 6166.73 0.0102278 0.00103652 87038.9 0
: 168 Minimum Test error found - save the configuration
: 168 | 6585.56 6112.01 0.0101936 0.00101741 87181.7 0
: 169 Minimum Test error found - save the configuration
: 169 | 6526.75 6053.56 0.0102025 0.00103012 87218 0
: 170 Minimum Test error found - save the configuration
: 170 | 6465.98 5997.58 0.0102128 0.00102433 87065.5 0
: 171 Minimum Test error found - save the configuration
: 171 | 6406.63 5942.15 0.0101833 0.00101855 87290.7 0
: 172 Minimum Test error found - save the configuration
: 172 | 6347.96 5886.95 0.0102226 0.00104033 87124.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6289.25 5832.51 0.0101959 0.00102241 87207.7 0
: 174 Minimum Test error found - save the configuration
: 174 | 6231.35 5778.5 0.0102769 0.00101964 86418.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6174.43 5724.99 0.0101959 0.00101948 87180.3 0
: 176 Minimum Test error found - save the configuration
: 176 | 6117.32 5671.79 0.0101891 0.00102099 87258.9 0
: 177 Minimum Test error found - save the configuration
: 177 | 6061.04 5618.4 0.0102488 0.00103814 86855.8 0
: 178 Minimum Test error found - save the configuration
: 178 | 6005.54 5565.35 0.010204 0.00102132 87121 0
: 179 Minimum Test error found - save the configuration
: 179 | 5949.95 5514.55 0.0101985 0.00102753 87231.5 0
: 180 Minimum Test error found - save the configuration
: 180 | 5895.37 5462.27 0.0102103 0.00102036 87051.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5840.2 5412.8 0.0102239 0.00103135 87027.1 0
: 182 Minimum Test error found - save the configuration
: 182 | 5786.39 5362.96 0.0101943 0.00101855 87186.1 0
: 183 Minimum Test error found - save the configuration
: 183 | 5734.17 5311.37 0.0102017 0.00102032 87132.7 0
: 184 Minimum Test error found - save the configuration
: 184 | 5681.48 5261.14 0.0102238 0.00102192 86938.7 0
: 185 Minimum Test error found - save the configuration
: 185 | 5628.5 5211.86 0.0102178 0.00102731 87046.9 0
: 186 Minimum Test error found - save the configuration
: 186 | 5575.55 5165.21 0.0102192 0.00102265 86989 0
: 187 Minimum Test error found - save the configuration
: 187 | 5525.35 5115.84 0.0102241 0.00103539 87063.2 0
: 188 Minimum Test error found - save the configuration
: 188 | 5474.11 5068.07 0.0102307 0.00102067 86861.8 0
: 189 Minimum Test error found - save the configuration
: 189 | 5423.62 5020.51 0.0101977 0.00101909 87158.9 0
: 190 Minimum Test error found - save the configuration
: 190 | 5372.55 4975.75 0.0101959 0.00102067 87191.2 0
: 191 Minimum Test error found - save the configuration
: 191 | 5324.72 4927.83 0.0102192 0.00102133 86976.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5274.75 4881.43 0.0102108 0.00102041 87047.4 0
: 193 Minimum Test error found - save the configuration
: 193 | 5225.81 4836.34 0.0102111 0.00102048 87045.1 0
: 194 Minimum Test error found - save the configuration
: 194 | 5178.19 4790.47 0.0102851 0.00102656 86407 0
: 195 Minimum Test error found - save the configuration
: 195 | 5130.02 4747.01 0.010223 0.00102314 86958.1 0
: 196 Minimum Test error found - save the configuration
: 196 | 5082.09 4702.78 0.0102223 0.00102216 86955.4 0
: 197 Minimum Test error found - save the configuration
: 197 | 5036.39 4657.74 0.0102503 0.00103778 86838.3 0
: 198 Minimum Test error found - save the configuration
: 198 | 4989.85 4614.53 0.0102209 0.00102205 86967 0
: 199 Minimum Test error found - save the configuration
: 199 | 4942.96 4571.16 0.0102183 0.00101713 86945 0
: 200 Minimum Test error found - save the configuration
: 200 | 4896.94 4530.21 0.0102099 0.00102022 87054.5 0
: 201 Minimum Test error found - save the configuration
: 201 | 4853.18 4486.59 0.0102163 0.00102085 86999.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4807.86 4445.15 0.0102247 0.00102147 86926.1 0
: 203 Minimum Test error found - save the configuration
: 203 | 4763.65 4403.01 0.010214 0.00101945 87007.9 0
: 204 Minimum Test error found - save the configuration
: 204 | 4719.38 4362.47 0.0102097 0.00102245 87077.3 0
: 205 Minimum Test error found - save the configuration
: 205 | 4675.98 4321.89 0.0102125 0.00101916 87019.6 0
: 206 Minimum Test error found - save the configuration
: 206 | 4632.39 4282.59 0.0102035 0.00102184 87130 0
: 207 Minimum Test error found - save the configuration
: 207 | 4590.59 4242.79 0.0102564 0.00104568 86855.6 0
: 208 Minimum Test error found - save the configuration
: 208 | 4548.26 4202.39 0.0102123 0.00101849 87015.2 0
: 209 Minimum Test error found - save the configuration
: 209 | 4506.75 4162.67 0.010223 0.00103175 87039.6 0
: 210 Minimum Test error found - save the configuration
: 210 | 4466.27 4121.69 0.010239 0.00102477 86821.8 0
: 211 Minimum Test error found - save the configuration
: 211 | 4422.89 4085.03 0.0102172 0.00102369 87017.8 0
: 212 Minimum Test error found - save the configuration
: 212 | 4382.41 4048.08 0.0102203 0.00101997 86953.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4342.64 4010.03 0.0103176 0.00109993 86790.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4303.37 3972.15 0.0105087 0.00111023 85120.2 0
: 215 Minimum Test error found - save the configuration
: 215 | 4262.69 3935.98 0.0102314 0.0010165 86816 0
: 216 Minimum Test error found - save the configuration
: 216 | 4224.41 3898.16 0.0102294 0.00102601 86924.1 0
: 217 Minimum Test error found - save the configuration
: 217 | 4184.75 3863.33 0.0102132 0.00101915 87012.8 0
: 218 Minimum Test error found - save the configuration
: 218 | 4147.24 3826.68 0.01025 0.00103704 86833.9 0
: 219 Minimum Test error found - save the configuration
: 219 | 4109.49 3790.71 0.0102357 0.00102024 86810.2 0
: 220 Minimum Test error found - save the configuration
: 220 | 4070.56 3756.14 0.0102313 0.00101994 86849.7 0
: 221 Minimum Test error found - save the configuration
: 221 | 4034.2 3720.6 0.0102126 0.00102368 87061.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3997.15 3685.67 0.0102114 0.00102305 87066.7 0
: 223 Minimum Test error found - save the configuration
: 223 | 3960.54 3651.27 0.0102306 0.00102753 86927.2 0
: 224 Minimum Test error found - save the configuration
: 224 | 3923.76 3617.45 0.010222 0.00102086 86945.5 0
: 225 Minimum Test error found - save the configuration
: 225 | 3889.06 3583.48 0.0102046 0.00102366 87137.5 0
: 226 Minimum Test error found - save the configuration
: 226 | 3853.13 3549.14 0.0102681 0.00102242 86527 0
: 227 Minimum Test error found - save the configuration
: 227 | 3817.87 3516.2 0.0102243 0.00101931 86909.6 0
: 228 Minimum Test error found - save the configuration
: 228 | 3782.34 3484.14 0.0102601 0.0010365 86733.9 0
: 229 Minimum Test error found - save the configuration
: 229 | 3748.38 3451.47 0.01024 0.00103447 86904.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3714.57 3419.42 0.0102414 0.00102939 86842.9 0
: 231 Minimum Test error found - save the configuration
: 231 | 3680.54 3387.35 0.0102416 0.00102763 86824.3 0
: 232 Minimum Test error found - save the configuration
: 232 | 3646.49 3356.27 0.0102785 0.00103359 86534.1 0
: 233 Minimum Test error found - save the configuration
: 233 | 3614.13 3324.46 0.0102234 0.0010206 86930.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3580.2 3294.37 0.0102251 0.00102293 86936 0
: 235 Minimum Test error found - save the configuration
: 235 | 3548 3263.93 0.010317 0.00102807 86124 0
: 236 Minimum Test error found - save the configuration
: 236 | 3516.28 3233.16 0.0102128 0.00102339 87056.9 0
: 237 Minimum Test error found - save the configuration
: 237 | 3485.06 3202.06 0.010232 0.00102698 86908.7 0
: 238 Minimum Test error found - save the configuration
: 238 | 3452.68 3172.85 0.0102581 0.00103944 86780.7 0
: 239 Minimum Test error found - save the configuration
: 239 | 3421.25 3143.3 0.0102194 0.00102218 86983.1 0
: 240 Minimum Test error found - save the configuration
: 240 | 3389.76 3114.24 0.0102302 0.00102062 86866.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3359.61 3084.65 0.0102162 0.00102351 87025.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3328.29 3056.33 0.0102318 0.00102753 86916 0
: 243 Minimum Test error found - save the configuration
: 243 | 3299.03 3027.34 0.0102256 0.00102181 86921.1 0
: 244 Minimum Test error found - save the configuration
: 244 | 3268.17 2999.64 0.0102381 0.00102334 86816.8 0
: 245 Minimum Test error found - save the configuration
: 245 | 3237.9 2973.3 0.0102438 0.00102387 86768.6 0
: 246 Minimum Test error found - save the configuration
: 246 | 3210.05 2944.74 0.0102253 0.00102644 86967.2 0
: 247 Minimum Test error found - save the configuration
: 247 | 3180.36 2917.43 0.0102297 0.00103053 86964.2 0
: 248 Minimum Test error found - save the configuration
: 248 | 3151.05 2890.88 0.0102598 0.00103656 86737.6 0
: 249 Minimum Test error found - save the configuration
: 249 | 3123.41 2863.9 0.0102212 0.00103201 87058.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3094.05 2836.9 0.0102187 0.00102234 86991.2 0
: 251 Minimum Test error found - save the configuration
: 251 | 3066.64 2810.55 0.0102328 0.00102218 86856.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3038.77 2784.01 0.0102241 0.00103378 87047.7 0
: 253 Minimum Test error found - save the configuration
: 253 | 3010.88 2758.95 0.0102066 0.00102011 87084 0
: 254 Minimum Test error found - save the configuration
: 254 | 2983.73 2733.08 0.0102323 0.00102113 86850.6 0
: 255 Minimum Test error found - save the configuration
: 255 | 2956.57 2707.83 0.0103213 0.00102774 86080.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2929.9 2682.74 0.0102318 0.00101895 86834.8 0
: 257 Minimum Test error found - save the configuration
: 257 | 2903.31 2658.13 0.010236 0.00102615 86863.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2876.39 2633.87 0.0102509 0.0010393 86846.7 0
: 259 Minimum Test error found - save the configuration
: 259 | 2850.88 2609.43 0.0102312 0.00102294 86878.1 0
: 260 Minimum Test error found - save the configuration
: 260 | 2825.32 2584.7 0.0102183 0.00102148 86987 0
: 261 Minimum Test error found - save the configuration
: 261 | 2799.41 2560.91 0.0102188 0.00102283 86994.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2773.9 2538.25 0.0104909 0.00123744 86453.8 0
: 263 Minimum Test error found - save the configuration
: 263 | 2748.85 2514.22 0.0102444 0.001024 86764.3 0
: 264 Minimum Test error found - save the configuration
: 264 | 2724.2 2490.8 0.0102775 0.00101826 86400.5 0
: 265 Minimum Test error found - save the configuration
: 265 | 2699.61 2467.36 0.0102265 0.00102128 86906.8 0
: 266 Minimum Test error found - save the configuration
: 266 | 2675.14 2444.41 0.0102759 0.00102186 86449.1 0
: 267 Minimum Test error found - save the configuration
: 267 | 2650.49 2422.25 0.0102262 0.00102338 86929.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2627.21 2399.45 0.0102529 0.00103778 86814.1 0
: 269 Minimum Test error found - save the configuration
: 269 | 2602.67 2377.65 0.0102148 0.00102635 87065.9 0
: 270 Minimum Test error found - save the configuration
: 270 | 2579.18 2356.25 0.0102186 0.00102386 87006.6 0
: 271 Minimum Test error found - save the configuration
: 271 | 2556.45 2333.84 0.0102115 0.00102131 87049.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2533.08 2312.16 0.0102369 0.00102375 86832 0
: 273 Minimum Test error found - save the configuration
: 273 | 2509.66 2291.12 0.0102115 0.00102183 87054.2 0
: 274 Minimum Test error found - save the configuration
: 274 | 2486.59 2271.02 0.0102204 0.00102594 87008.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2465.17 2249.01 0.0103049 0.00103183 86271.7 0
: 276 Minimum Test error found - save the configuration
: 276 | 2441.88 2228.96 0.010232 0.00102263 86867.8 0
: 277 Minimum Test error found - save the configuration
: 277 | 2419.97 2208.5 0.0102059 0.00102139 87103.3 0
: 278 Minimum Test error found - save the configuration
: 278 | 2397.71 2189.58 0.0102586 0.00105729 86943.8 0
: 279 Minimum Test error found - save the configuration
: 279 | 2376.64 2168.75 0.0102111 0.00102473 87085.1 0
: 280 Minimum Test error found - save the configuration
: 280 | 2354.62 2148.37 0.0102247 0.00102167 86928.1 0
: 281 Minimum Test error found - save the configuration
: 281 | 2333.42 2127.9 0.0102192 0.00102023 86965.9 0
: 282 Minimum Test error found - save the configuration
: 282 | 2311.92 2108.16 0.0102108 0.00102142 87056.9 0
: 283 Minimum Test error found - save the configuration
: 283 | 2289.57 2090.28 0.0102216 0.00102122 86953.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2269.69 2070.9 0.0102293 0.00102308 86897.6 0
: 285 Minimum Test error found - save the configuration
: 285 | 2249.23 2051.34 0.0102425 0.00103722 86906.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2228.52 2032.24 0.0102155 0.00102105 87008.8 0
: 287 Minimum Test error found - save the configuration
: 287 | 2207.16 2014.37 0.0102426 0.00102265 86768.5 0
: 288 Minimum Test error found - save the configuration
: 288 | 2187.79 1995.29 0.0103194 0.00103814 86194.8 0
: 289 Minimum Test error found - save the configuration
: 289 | 2167.33 1976.92 0.0102478 0.00103814 86864.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2147.75 1958.46 0.0102393 0.00104096 86972.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2127.29 1941.16 0.0102363 0.00103593 86953.4 0
: 292 Minimum Test error found - save the configuration
: 292 | 2108.6 1922.43 0.0102236 0.00102417 86961.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2088.5 1905.23 0.0102285 0.00101952 86871.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2069.03 1888 0.0102403 0.00102312 86794 0
: 295 Minimum Test error found - save the configuration
: 295 | 2050.25 1870.87 0.0102118 0.00101912 87025.4 0
: 296 Minimum Test error found - save the configuration
: 296 | 2031.58 1853.24 0.0102874 0.00102488 86369.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2012.26 1836.62 0.0102362 0.00102257 86827.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 1993.88 1819.67 0.0102146 0.00102256 87031.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1974.97 1803.64 0.0102489 0.00103958 86869 0
: 300 Minimum Test error found - save the configuration
: 300 | 1956.99 1787.57 0.0102307 0.00102216 86876.3 0
: 301 Minimum Test error found - save the configuration
: 301 | 1939.14 1770.81 0.0102243 0.00102375 86951.6 0
: 302 Minimum Test error found - save the configuration
: 302 | 1920.63 1754.59 0.0102164 0.00102178 87007.6 0
: 303 Minimum Test error found - save the configuration
: 303 | 1902.55 1739.2 0.0102263 0.00101826 86880.3 0
: 304 Minimum Test error found - save the configuration
: 304 | 1885.73 1722.26 0.0102289 0.00102074 86879 0
: 305 Minimum Test error found - save the configuration
: 305 | 1868.01 1706.01 0.0102235 0.00101867 86910.7 0
: 306 Minimum Test error found - save the configuration
: 306 | 1849.67 1691.18 0.010222 0.00102483 86983.3 0
: 307 Minimum Test error found - save the configuration
: 307 | 1832.44 1675.91 0.0105136 0.00103257 84378.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1815.95 1660.28 0.0102808 0.00102221 86406.4 0
: 309 Minimum Test error found - save the configuration
: 309 | 1798.7 1644.83 0.0102372 0.00103626 86948.1 0
: 310 Minimum Test error found - save the configuration
: 310 | 1781.32 1630.26 0.0102179 0.00102389 87012.9 0
: 311 Minimum Test error found - save the configuration
: 311 | 1764.97 1614.92 0.0104209 0.00103988 85278.3 0
: 312 Minimum Test error found - save the configuration
: 312 | 1748.2 1600.31 0.0102397 0.00102533 86820.7 0
: 313 Minimum Test error found - save the configuration
: 313 | 1731.86 1585.31 0.0102142 0.00101971 87008.9 0
: 314 Minimum Test error found - save the configuration
: 314 | 1715.56 1570.66 0.0102234 0.00102325 86955.4 0
: 315 Minimum Test error found - save the configuration
: 315 | 1698.6 1557.44 0.0102176 0.00102217 86999.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1683.26 1542.76 0.0103266 0.00102686 86023.6 0
: 317 Minimum Test error found - save the configuration
: 317 | 1667.03 1529.25 0.0102273 0.00102002 86887.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1651.73 1514.11 0.0102205 0.00102145 86965.9 0
: 319 Minimum Test error found - save the configuration
: 319 | 1635.22 1500.84 0.0102555 0.00103753 86787.2 0
: 320 Minimum Test error found - save the configuration
: 320 | 1619.84 1487.47 0.0102242 0.00102307 86946 0
: 321 Minimum Test error found - save the configuration
: 321 | 1604.83 1473.32 0.0102381 0.00102082 86793.5 0
: 322 Minimum Test error found - save the configuration
: 322 | 1589.57 1460.21 0.0102462 0.00102199 86728.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1574.21 1446.21 0.0102269 0.0010186 86878.4 0
: 324 Minimum Test error found - save the configuration
: 324 | 1558.96 1433.05 0.0102402 0.00102443 86807.3 0
: 325 Minimum Test error found - save the configuration
: 325 | 1544.03 1420.08 0.0102289 0.00102024 86874.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1529.56 1406.98 0.0102098 0.00101885 87041.9 0
: 327 Minimum Test error found - save the configuration
: 327 | 1514.86 1394.35 0.010233 0.00102223 86855 0
: 328 Minimum Test error found - save the configuration
: 328 | 1500.49 1380.88 0.0102527 0.00102254 86672.5 0
: 329 Minimum Test error found - save the configuration
: 329 | 1485.95 1368.24 0.010254 0.00103675 86793.7 0
: 330 Minimum Test error found - save the configuration
: 330 | 1471.76 1355.23 0.0102155 0.0010187 86986.6 0
: 331 Minimum Test error found - save the configuration
: 331 | 1457.02 1344.04 0.0102168 0.00102412 87026.1 0
: 332 Minimum Test error found - save the configuration
: 332 | 1444.18 1330.69 0.0102567 0.00102371 86646.2 0
: 333 Minimum Test error found - save the configuration
: 333 | 1430.09 1317.69 0.0102366 0.0010231 86829.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1415.28 1306.71 0.0102205 0.00102533 87002.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1402.42 1294.61 0.0102084 0.00101982 87064.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1388.96 1282.48 0.0103054 0.00102752 86226.8 0
: 337 Minimum Test error found - save the configuration
: 337 | 1375.65 1270.29 0.0102429 0.00102374 86775.6 0
: 338 Minimum Test error found - save the configuration
: 338 | 1362.23 1258.84 0.0102218 0.00102658 87001.4 0
: 339 Minimum Test error found - save the configuration
: 339 | 1349.47 1246.7 0.0103064 0.00104368 86367.6 0
: 340 Minimum Test error found - save the configuration
: 340 | 1336.03 1235.19 0.0102434 0.00102231 86757.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1323.15 1223.89 0.0102285 0.00102454 86919 0
: 342 Minimum Test error found - save the configuration
: 342 | 1310.44 1212.52 0.0102696 0.00102658 86551.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1297.49 1201.37 0.0104416 0.00102826 84985.5 0
: 344 Minimum Test error found - save the configuration
: 344 | 1285.81 1189.59 0.0102928 0.00102278 86299.4 0
: 345 Minimum Test error found - save the configuration
: 345 | 1272.91 1178.45 0.0102614 0.00102359 86600.4 0
: 346 Minimum Test error found - save the configuration
: 346 | 1260.28 1168.05 0.0102286 0.00102106 86885.3 0
: 347 Minimum Test error found - save the configuration
: 347 | 1248.58 1157.01 0.0102491 0.00102427 86722.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1236.27 1146.15 0.0102248 0.00102416 86950.2 0
: 349 Minimum Test error found - save the configuration
: 349 | 1224.46 1135.52 0.010265 0.00105553 86867.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1212.69 1124.71 0.0102327 0.00102229 86857.8 0
: 351 Minimum Test error found - save the configuration
: 351 | 1200.82 1114.08 0.0102395 0.00102935 86860.7 0
: 352 Minimum Test error found - save the configuration
: 352 | 1189.08 1103.89 0.0102265 0.00102152 86909.9 0
: 353 Minimum Test error found - save the configuration
: 353 | 1177.84 1093.28 0.0102218 0.00102675 87003.4 0
: 354 Minimum Test error found - save the configuration
: 354 | 1166.29 1083.13 0.0102348 0.00101857 86803.1 0
: 355 Minimum Test error found - save the configuration
: 355 | 1155.16 1072.71 0.0102296 0.00102177 86882.6 0
: 356 Minimum Test error found - save the configuration
: 356 | 1143.83 1062.64 0.0103011 0.00109521 86900.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1132.8 1052.72 0.0102475 0.0010222 86717.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1121.58 1042.99 0.010262 0.00102144 86574.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1111.07 1032.42 0.0102374 0.00102179 86809.5 0
: 360 Minimum Test error found - save the configuration
: 360 | 1099.62 1023.09 0.010439 0.00103615 85080.8 0
: 361 Minimum Test error found - save the configuration
: 361 | 1089.19 1013.32 0.0102486 0.00102101 86697 0
: 362 Minimum Test error found - save the configuration
: 362 | 1078.61 1004.05 0.0103361 0.00109173 86539.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1068.19 994.05 0.0102812 0.00102808 86457.1 0
: 364 Minimum Test error found - save the configuration
: 364 | 1057.89 984.458 0.0102787 0.00102516 86453.8 0
: 365 Minimum Test error found - save the configuration
: 365 | 1047.37 975.227 0.010252 0.00103275 86774.8 0
: 366 Minimum Test error found - save the configuration
: 366 | 1037.21 965.913 0.0102455 0.00102266 86741.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1027.14 956.874 0.0102741 0.00105657 86791.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1016.94 947.448 0.0102275 0.00102072 86892.4 0
: 369 Minimum Test error found - save the configuration
: 369 | 1006.75 938.251 0.0102496 0.00102144 86690.9 0
: 370 Minimum Test error found - save the configuration
: 370 | 997.133 929.323 0.0102629 0.00104069 86747.2 0
: 371 Minimum Test error found - save the configuration
: 371 | 987.387 920.081 0.0102315 0.00103324 86972.8 0
: 372 Minimum Test error found - save the configuration
: 372 | 977.255 911.973 0.0102587 0.00102204 86611 0
: 373 Minimum Test error found - save the configuration
: 373 | 968.162 903.051 0.0102515 0.00102371 86694.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 958.438 894.261 0.0102368 0.0010241 86836.8 0
: 375 Minimum Test error found - save the configuration
: 375 | 949.444 885.11 0.0102248 0.00102348 86944.1 0
: 376 Minimum Test error found - save the configuration
: 376 | 939.872 876.714 0.010233 0.00102624 86893 0
: 377 Minimum Test error found - save the configuration
: 377 | 930.452 868.319 0.0103274 0.00102619 86010.4 0
: 378 Minimum Test error found - save the configuration
: 378 | 921.361 859.829 0.0102393 0.0010233 86805.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 912.515 851.006 0.0102818 0.00102283 86402.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 902.659 843.481 0.0102692 0.00104348 86714.2 0
: 381 Minimum Test error found - save the configuration
: 381 | 894.373 835.084 0.0102669 0.00102582 86569.5 0
: 382 Minimum Test error found - save the configuration
: 382 | 885.587 826.847 0.0102826 0.001025 86415.5 0
: 383 Minimum Test error found - save the configuration
: 383 | 876.375 818.876 0.0102362 0.00102139 86817.2 0
: 384 Minimum Test error found - save the configuration
: 384 | 868.199 811.021 0.0102467 0.00102895 86789.1 0
: 385 Minimum Test error found - save the configuration
: 385 | 859.407 802.891 0.010244 0.00102072 86736.9 0
: 386 Minimum Test error found - save the configuration
: 386 | 850.915 794.855 0.0102407 0.00102336 86793 0
: 387 Minimum Test error found - save the configuration
: 387 | 842.407 787.301 0.0102495 0.00102097 86687.8 0
: 388 Minimum Test error found - save the configuration
: 388 | 833.943 779.541 0.010231 0.00102365 86887.3 0
: 389 Minimum Test error found - save the configuration
: 389 | 825.853 771.486 0.0102396 0.00102259 86795.8 0
: 390 Minimum Test error found - save the configuration
: 390 | 817.241 764.295 0.0102652 0.0010434 86751.3 0
: 391 Minimum Test error found - save the configuration
: 391 | 809.529 756.573 0.0102289 0.00102265 86897.6 0
: 392 Minimum Test error found - save the configuration
: 392 | 801.186 749.289 0.0102322 0.00102188 86859.3 0
: 393 Minimum Test error found - save the configuration
: 393 | 793.363 741.798 0.0102344 0.00102307 86849.2 0
: 394 Minimum Test error found - save the configuration
: 394 | 785.553 733.992 0.0102574 0.00102551 86656.4 0
: 395 Minimum Test error found - save the configuration
: 395 | 777.438 726.721 0.010247 0.0010176 86679.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 769.595 719.698 0.010253 0.00102361 86679.4 0
: 397 Minimum Test error found - save the configuration
: 397 | 762.111 712.238 0.0103402 0.00102749 85904.4 0
: 398 Minimum Test error found - save the configuration
: 398 | 754.29 705.252 0.0102465 0.00102247 86729.8 0
: 399 Minimum Test error found - save the configuration
: 399 | 746.853 697.951 0.0102487 0.00102286 86712.8 0
: 400 Minimum Test error found - save the configuration
: 400 | 739.317 691.158 0.0102909 0.00103979 86475.8 0
: 401 Minimum Test error found - save the configuration
: 401 | 731.969 683.908 0.0102723 0.0010356 86611.1 0
: 402 Minimum Test error found - save the configuration
: 402 | 724.404 677.144 0.010257 0.00102461 86651.9 0
: 403 Minimum Test error found - save the configuration
: 403 | 717.205 670.386 0.010239 0.00101971 86774.6 0
: 404 Minimum Test error found - save the configuration
: 404 | 709.963 663.527 0.0102471 0.00102163 86716.8 0
: 405 Minimum Test error found - save the configuration
: 405 | 702.554 657.043 0.01024 0.00102428 86808.1 0
: 406 Minimum Test error found - save the configuration
: 406 | 695.632 650.134 0.0103621 0.00106902 86085.7 0
: 407 Minimum Test error found - save the configuration
: 407 | 688.603 643.618 0.0102692 0.0010216 86509.1 0
: 408 Minimum Test error found - save the configuration
: 408 | 681.366 637.274 0.010247 0.00102103 86712.2 0
: 409 Minimum Test error found - save the configuration
: 409 | 674.954 630.278 0.0102662 0.00103056 86620.8 0
: 410 Minimum Test error found - save the configuration
: 410 | 667.622 624.595 0.010286 0.00104189 86541.5 0
: 411 Minimum Test error found - save the configuration
: 411 | 661.063 617.886 0.0102629 0.00102933 86640.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 654.464 611.056 0.0102834 0.00102411 86399.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 647.605 604.564 0.0102684 0.00102252 86525.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 640.624 598.997 0.0102302 0.0010258 86914.5 0
: 415 Minimum Test error found - save the configuration
: 415 | 634.791 592.479 0.0102491 0.00102128 86694.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 627.768 586.338 0.0102564 0.00102695 86678.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 621.496 580.626 0.0103106 0.00102609 86164.9 0
: 418 Minimum Test error found - save the configuration
: 418 | 615.433 575.428 0.0102304 0.00102321 86888.2 0
: 419 Minimum Test error found - save the configuration
: 419 | 609.154 568.404 0.0102384 0.00102303 86811.4 0
: 420 Minimum Test error found - save the configuration
: 420 | 602.647 562.166 0.0102697 0.00103974 86674.3 0
: 421 Minimum Test error found - save the configuration
: 421 | 596.356 556.174 0.010263 0.00104143 86753.4 0
: 422 Minimum Test error found - save the configuration
: 422 | 590.216 550.267 0.0102675 0.001028 86584.4 0
: 423 Minimum Test error found - save the configuration
: 423 | 584.24 544.699 0.0102638 0.00102522 86593.5 0
: 424 Minimum Test error found - save the configuration
: 424 | 578.337 539.645 0.0102362 0.00102879 86886.9 0
: 425 Minimum Test error found - save the configuration
: 425 | 572.21 533.57 0.0102347 0.00102232 86839.9 0
: 426 Minimum Test error found - save the configuration
: 426 | 566.363 528.227 0.0102496 0.00102293 86705.4 0
: 427 Minimum Test error found - save the configuration
: 427 | 560.449 522.301 0.0102458 0.00102421 86753 0
: 428 Minimum Test error found - save the configuration
: 428 | 554.823 516.709 0.0102555 0.00102786 86696.5 0
: 429 Minimum Test error found - save the configuration
: 429 | 548.856 511.65 0.0102491 0.00102609 86739.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 543.156 506.025 0.0102907 0.00106482 86712.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 537.451 500.61 0.0102471 0.00102561 86754.3 0
: 432 Minimum Test error found - save the configuration
: 432 | 531.96 495.995 0.0102493 0.00103044 86778.4 0
: 433 Minimum Test error found - save the configuration
: 433 | 526.598 490.027 0.0102522 0.00102334 86684.9 0
: 434 Minimum Test error found - save the configuration
: 434 | 521.044 484.573 0.0102705 0.00102101 86491.3 0
: 435 Minimum Test error found - save the configuration
: 435 | 515.551 479.559 0.0102545 0.00102509 86679.5 0
: 436 Minimum Test error found - save the configuration
: 436 | 510.257 474.09 0.0102583 0.00102327 86626.9 0
: 437 Minimum Test error found - save the configuration
: 437 | 504.853 469.01 0.0102475 0.00102449 86739.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 499.428 464.024 0.0103537 0.001031 85811.7 0
: 439 Minimum Test error found - save the configuration
: 439 | 494.198 459.4 0.010291 0.00102358 86323.5 0
: 440 Minimum Test error found - save the configuration
: 440 | 489.432 454.812 0.010254 0.00102594 86691.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 484.193 449.258 0.0102889 0.00103808 86478.6 0
: 442 Minimum Test error found - save the configuration
: 442 | 479.319 444.259 0.0102599 0.00102324 86611.7 0
: 443 Minimum Test error found - save the configuration
: 443 | 474.014 439.554 0.0102553 0.00102925 86711.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 468.995 434.834 0.010244 0.00101927 86723.8 0
: 445 Minimum Test error found - save the configuration
: 445 | 464.027 430.126 0.0102718 0.00103845 86642.8 0
: 446 Minimum Test error found - save the configuration
: 446 | 459.36 425.66 0.0102529 0.00102282 86673.1 0
: 447 Minimum Test error found - save the configuration
: 447 | 454.923 421.586 0.0102785 0.00102464 86450.7 0
: 448 Minimum Test error found - save the configuration
: 448 | 449.871 416.578 0.0102616 0.00103005 86659.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 445.148 412.281 0.0102439 0.00102368 86765.4 0
: 450 Minimum Test error found - save the configuration
: 450 | 440.396 407.742 0.0103153 0.00103453 86199.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 435.932 403.106 0.0103091 0.00104474 86352 0
: 452 Minimum Test error found - save the configuration
: 452 | 431.651 398.412 0.0103067 0.00102945 86232.8 0
: 453 Minimum Test error found - save the configuration
: 453 | 426.596 394.146 0.0102427 0.00102455 86785.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 422.603 389.456 0.010257 0.00102418 86647.1 0
: 455 Minimum Test error found - save the configuration
: 455 | 418.05 385.266 0.0102429 0.0010269 86805.1 0
: 456 Minimum Test error found - save the configuration
: 456 | 413.06 381.106 0.0102491 0.00102204 86701.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 409.205 376.794 0.0102383 0.00102333 86815.4 0
: 458 Minimum Test error found - save the configuration
: 458 | 404.659 372.689 0.0103236 0.00102904 86072.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 400.195 368.666 0.0102504 0.00102241 86692.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 396.192 364.796 0.0102566 0.00102602 86668.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 391.95 360.623 0.010288 0.0010411 86515.2 0
: 462 Minimum Test error found - save the configuration
: 462 | 387.758 356.859 0.0102359 0.00102285 86833.8 0
: 463 Minimum Test error found - save the configuration
: 463 | 383.896 352.64 0.010252 0.00102474 86700.1 0
: 464 Minimum Test error found - save the configuration
: 464 | 379.612 348.594 0.0102508 0.00102552 86717.8 0
: 465 Minimum Test error found - save the configuration
: 465 | 375.582 345.063 0.0102435 0.00102205 86754.5 0
: 466 Minimum Test error found - save the configuration
: 466 | 371.698 340.98 0.0102571 0.00103345 86733.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 367.959 337.216 0.0102498 0.0010251 86723.9 0
: 468 Minimum Test error found - save the configuration
: 468 | 363.696 333.313 0.0102701 0.00102556 86537.9 0
: 469 Minimum Test error found - save the configuration
: 469 | 360.064 330.146 0.0102468 0.00102428 86744.5 0
: 470 Minimum Test error found - save the configuration
: 470 | 356.162 325.701 0.0102405 0.00102417 86802.3 0
: 471 Minimum Test error found - save the configuration
: 471 | 352.372 321.992 0.010284 0.00103955 86538 0
: 472 Minimum Test error found - save the configuration
: 472 | 348.441 318.63 0.0102638 0.0010262 86602.9 0
: 473 Minimum Test error found - save the configuration
: 473 | 344.829 314.951 0.0103109 0.00102505 86153 0
: 474 Minimum Test error found - save the configuration
: 474 | 341.094 311.504 0.0104053 0.00105153 85526.8 0
: 475 Minimum Test error found - save the configuration
: 475 | 337.401 307.606 0.0102551 0.00102421 86665.6 0
: 476 Minimum Test error found - save the configuration
: 476 | 334.474 304.227 0.01026 0.00102566 86632.8 0
: 477 Minimum Test error found - save the configuration
: 477 | 330.395 300.74 0.0102453 0.00102257 86742.1 0
: 478 Minimum Test error found - save the configuration
: 478 | 326.9 297.267 0.0103546 0.00102899 85785.2 0
: 479 Minimum Test error found - save the configuration
: 479 | 323.202 294.135 0.0102821 0.00102834 86451.1 0
: 480 Minimum Test error found - save the configuration
: 480 | 320.123 290.56 0.010258 0.00102874 86681 0
: 481 Minimum Test error found - save the configuration
: 481 | 316.157 287.201 0.0102905 0.00104058 86487.2 0
: 482 Minimum Test error found - save the configuration
: 482 | 312.553 284.214 0.0102442 0.00102491 86774.9 0
: 483 Minimum Test error found - save the configuration
: 483 | 309.382 280.835 0.0102495 0.0010247 86723.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 306.312 277.39 0.0102468 0.00102861 86784.9 0
: 485 Minimum Test error found - save the configuration
: 485 | 302.701 274.143 0.0102477 0.0010221 86715.3 0
: 486 Minimum Test error found - save the configuration
: 486 | 299.332 271.185 0.0102924 0.00102588 86331.9 0
: 487 Minimum Test error found - save the configuration
: 487 | 296.15 268.038 0.010262 0.00102701 86627.2 0
: 488 Minimum Test error found - save the configuration
: 488 | 293.118 264.96 0.0102782 0.0010263 86468.4 0
: 489 Minimum Test error found - save the configuration
: 489 | 289.741 261.725 0.0102606 0.00102545 86625.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 286.624 258.771 0.0102555 0.00102891 86706.2 0
: 491 Minimum Test error found - save the configuration
: 491 | 283.745 255.869 0.0102859 0.00104228 86545.9 0
: 492 Minimum Test error found - save the configuration
: 492 | 280.716 252.694 0.0102492 0.00102793 86755.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 277.504 250.215 0.0102591 0.00102028 86591.5 0
: 494 Minimum Test error found - save the configuration
: 494 | 274.611 247.262 0.0102797 0.00102678 86459.2 0
: 495 Minimum Test error found - save the configuration
: 495 | 271.505 244.477 0.0102393 0.00102573 86828.6 0
: 496 Minimum Test error found - save the configuration
: 496 | 268.583 241.693 0.0102785 0.00102566 86459.5 0
: 497 Minimum Test error found - save the configuration
: 497 | 265.568 238.656 0.010254 0.00102464 86680.3 0
: 498 Minimum Test error found - save the configuration
: 498 | 262.698 235.915 0.0103487 0.00103853 85927.8 0
: 499 Minimum Test error found - save the configuration
: 499 | 259.782 233.265 0.0102834 0.00102623 86419.9 0
: 500 Minimum Test error found - save the configuration
: 500 | 257.018 230.573 0.0102494 0.00102656 86740.9 0
: 501 Minimum Test error found - save the configuration
: 501 | 254.219 228.097 0.0102886 0.00104061 86505.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 251.559 225.815 0.0102522 0.00102717 86721 0
: 503 Minimum Test error found - save the configuration
: 503 | 248.765 222.369 0.010258 0.00102559 86651.5 0
: 504 Minimum Test error found - save the configuration
: 504 | 246.085 219.899 0.0102538 0.00102517 86687.2 0
: 505 Minimum Test error found - save the configuration
: 505 | 243.178 217.394 0.0102835 0.00104672 86610.1 0
: 506 Minimum Test error found - save the configuration
: 506 | 240.375 214.814 0.0102876 0.00103549 86466.8 0
: 507 Minimum Test error found - save the configuration
: 507 | 237.771 212.281 0.0102598 0.00102596 86637.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 235.275 209.629 0.0102773 0.00102903 86502.6 0
: 509 Minimum Test error found - save the configuration
: 509 | 232.622 207.205 0.0102659 0.00102595 86580.2 0
: 510 Minimum Test error found - save the configuration
: 510 | 230.013 204.682 0.0102878 0.00102601 86376.4 0
: 511 Minimum Test error found - save the configuration
: 511 | 227.699 202.884 0.0102902 0.0010523 86599.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 225.207 200.571 0.0102675 0.00102825 86587.5 0
: 513 Minimum Test error found - save the configuration
: 513 | 222.851 197.583 0.010275 0.00104881 86709.9 0
: 514 Minimum Test error found - save the configuration
: 514 | 220.45 195.577 0.0102533 0.00103528 86786.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 217.8 193.691 0.0102491 0.00103009 86777.7 0
: 516 Minimum Test error found - save the configuration
: 516 | 215.41 191.437 0.0102821 0.0010248 86418.3 0
: 517 Minimum Test error found - save the configuration
: 517 | 213.245 188.819 0.0102458 0.00102271 86739.2 0
: 518 Minimum Test error found - save the configuration
: 518 | 210.616 186.911 0.0103543 0.00109989 86445 0
: 519 Minimum Test error found - save the configuration
: 519 | 208.356 184.411 0.0102563 0.00102427 86654.8 0
: 520 Minimum Test error found - save the configuration
: 520 | 205.949 182.081 0.0102616 0.00102595 86621.3 0
: 521 Minimum Test error found - save the configuration
: 521 | 203.554 179.651 0.0102713 0.00102578 86528.6 0
: 522 Minimum Test error found - save the configuration
: 522 | 201.307 177.981 0.0102785 0.00104563 86647.1 0
: 523 Minimum Test error found - save the configuration
: 523 | 199.168 175.862 0.0102625 0.00102603 86613.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 196.808 174.016 0.0102603 0.00102261 86602.2 0
: 525 Minimum Test error found - save the configuration
: 525 | 194.767 171.527 0.0102507 0.00102503 86714.2 0
: 526 Minimum Test error found - save the configuration
: 526 | 192.564 169.59 0.0102645 0.00102439 86579.3 0
: 527 Minimum Test error found - save the configuration
: 527 | 190.2 167.288 0.0102607 0.0010245 86616 0
: 528 Minimum Test error found - save the configuration
: 528 | 188.417 165.177 0.010271 0.00102486 86522.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 185.954 163.443 0.0102572 0.00102744 86676.2 0
: 530 Minimum Test error found - save the configuration
: 530 | 184.068 161.696 0.0102417 0.00102198 86770.7 0
: 531 Minimum Test error found - save the configuration
: 531 | 181.931 160.203 0.0102497 0.00103003 86770.8 0
: 532 Minimum Test error found - save the configuration
: 532 | 179.942 157.967 0.0103109 0.00103802 86272.7 0
: 533 Minimum Test error found - save the configuration
: 533 | 177.981 155.855 0.0102713 0.00102714 86541.5 0
: 534 Minimum Test error found - save the configuration
: 534 | 175.819 153.948 0.0102845 0.00102367 86384.9 0
: 535 Minimum Test error found - save the configuration
: 535 | 173.722 152.095 0.0102523 0.00103047 86750.5 0
: 536 Minimum Test error found - save the configuration
: 536 | 171.819 150.407 0.0102791 0.00102771 86473.7 0
: 537 Minimum Test error found - save the configuration
: 537 | 169.829 148.548 0.0102872 0.0010304 86422.6 0
: 538 Minimum Test error found - save the configuration
: 538 | 168.069 146.977 0.0102808 0.00103898 86562.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 165.902 144.68 0.0103444 0.00102845 85874.1 0
: 540 Minimum Test error found - save the configuration
: 540 | 164.042 143.202 0.0102623 0.00102583 86613.1 0
: 541 Minimum Test error found - save the configuration
: 541 | 162.399 141.932 0.0102898 0.00102636 86361.3 0
: 542 Minimum Test error found - save the configuration
: 542 | 160.461 140.216 0.0102991 0.00103765 86379.9 0
: 543 Minimum Test error found - save the configuration
: 543 | 158.528 138.625 0.0102773 0.00102662 86480 0
: 544 Minimum Test error found - save the configuration
: 544 | 156.592 136.373 0.0102952 0.00102716 86317.6 0
: 545 Minimum Test error found - save the configuration
: 545 | 154.725 134.753 0.0102617 0.00102458 86606.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 153.228 133.103 0.0102723 0.00102561 86517.7 0
: 547 Minimum Test error found - save the configuration
: 547 | 151.123 132.172 0.0102605 0.00102418 86614.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 149.684 130.785 0.0103006 0.00102513 86249.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 147.996 128.863 0.0102728 0.0010308 86561 0
: 550 Minimum Test error found - save the configuration
: 550 | 146.072 127.342 0.0102679 0.00102882 86589.1 0
: 551 Minimum Test error found - save the configuration
: 551 | 144.191 125.441 0.0102706 0.00102609 86537.6 0
: 552 Minimum Test error found - save the configuration
: 552 | 142.517 124.114 0.0102885 0.00104051 86505.2 0
: 553 Minimum Test error found - save the configuration
: 553 | 140.926 122.534 0.0102673 0.0010267 86574.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 139.232 121.295 0.0102643 0.00102425 86579.4 0
: 555 Minimum Test error found - save the configuration
: 555 | 137.666 119.488 0.0102737 0.00103009 86546.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 135.98 118.096 0.0102882 0.00102503 86363.6 0
: 557 Minimum Test error found - save the configuration
: 557 | 134.571 117.061 0.0102985 0.00102495 86267.1 0
: 558 Minimum Test error found - save the configuration
: 558 | 132.84 115.422 0.0102785 0.00104455 86636.4 0
: 559 Minimum Test error found - save the configuration
: 559 | 131.217 114.055 0.0103651 0.00103503 85744.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 129.919 112.684 0.0102562 0.00102648 86676.1 0
: 561 Minimum Test error found - save the configuration
: 561 | 128.281 111.217 0.0102525 0.00102442 86692.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 126.867 110.6 0.0102945 0.00104126 86455.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 125.259 108.983 0.010258 0.00102697 86663.9 0
: 564 Minimum Test error found - save the configuration
: 564 | 123.745 106.959 0.0102817 0.00102466 86420.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 122.221 105.604 0.0102758 0.00102761 86503.5 0
: 566 Minimum Test error found - save the configuration
: 566 | 120.714 104.715 0.0102509 0.00102632 86724.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 119.376 103.338 0.0102912 0.00103053 86386.4 0
: 568 Minimum Test error found - save the configuration
: 568 | 117.953 102.055 0.0102661 0.00102261 86547.1 0
: 569 Minimum Test error found - save the configuration
: 569 | 116.558 100.434 0.0102647 0.001027 86601.9 0
: 570 Minimum Test error found - save the configuration
: 570 | 115.139 99.6183 0.0102783 0.00102293 86436.5 0
: 571 Minimum Test error found - save the configuration
: 571 | 113.738 98.215 0.0102513 0.00102533 86712 0
: 572 Minimum Test error found - save the configuration
: 572 | 112.284 97.1705 0.0102948 0.00104698 86506.7 0
: 573 Minimum Test error found - save the configuration
: 573 | 111.005 95.572 0.0102586 0.00102294 86621.1 0
: 574 Minimum Test error found - save the configuration
: 574 | 109.8 95.2045 0.010286 0.00104716 86590.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 108.416 93.5013 0.0102731 0.0010242 86496.7 0
: 576 Minimum Test error found - save the configuration
: 576 | 107.277 92.3439 0.0102719 0.00102508 86516.4 0
: 577 Minimum Test error found - save the configuration
: 577 | 105.96 91.8877 0.0103058 0.00103502 86292.4 0
: 578 Minimum Test error found - save the configuration
: 578 | 104.959 89.6515 0.0102631 0.0010258 86605.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 103.63 88.5689 0.0103351 0.00102982 85973.1 0
: 580 Minimum Test error found - save the configuration
: 580 | 102.413 88.0571 0.0102581 0.00102542 86649 0
: 581 Minimum Test error found - save the configuration
: 581 | 101.061 86.5595 0.0102785 0.00102457 86449.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 99.5468 85.314 0.0103027 0.00106037 86558.3 0
: 583 Minimum Test error found - save the configuration
: 583 | 98.4524 84.523 0.0102636 0.00102393 86583.6 0
: 584 Minimum Test error found - save the configuration
: 584 | 97.23 83.258 0.0102674 0.00102635 86570.6 0
: 585 Minimum Test error found - save the configuration
: 585 | 96.066 82.3473 0.010264 0.00102504 86590.1 0
: 586 Minimum Test error found - save the configuration
: 586 | 95.2814 81.1592 0.0102823 0.00103262 86489.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 94.2008 80.2273 0.0102725 0.00103124 86567.9 0
: 588 Minimum Test error found - save the configuration
: 588 | 93.3243 79.2656 0.0102979 0.00104174 86429.4 0
: 589 Minimum Test error found - save the configuration
: 589 | 91.7531 77.7982 0.0102643 0.00102223 86561.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 90.5553 77.2133 0.010276 0.00102626 86489.2 0
: 591 Minimum Test error found - save the configuration
: 591 | 89.7114 76.6912 0.0102799 0.00103163 86502.6 0
: 592 Minimum Test error found - save the configuration
: 592 | 88.4798 75.2476 0.010292 0.0010418 86485 0
: 593 Minimum Test error found - save the configuration
: 593 | 87.386 74.5666 0.0102699 0.00103122 86592.5 0
: 594 Minimum Test error found - save the configuration
: 594 | 86.5449 73.3067 0.0102753 0.00103333 86561.3 0
: 595 Minimum Test error found - save the configuration
: 595 | 85.327 72.1927 0.0102758 0.00102578 86486.5 0
: 596 Minimum Test error found - save the configuration
: 596 | 84.3187 70.9738 0.0103056 0.0010263 86213.8 0
: 597 Minimum Test error found - save the configuration
: 597 | 83.2533 70.5338 0.010263 0.00102321 86582.5 0
: 598 Minimum Test error found - save the configuration
: 598 | 82.5385 69.493 0.010261 0.00102682 86634.5 0
: 599 Minimum Test error found - save the configuration
: 599 | 81.3467 68.3404 0.0103486 0.00102952 85845.7 0
: 600 Minimum Test error found - save the configuration
: 600 | 80.3608 67.8751 0.010272 0.00102668 86530.7 0
: 601 Minimum Test error found - save the configuration
: 601 | 79.4733 66.783 0.0102612 0.0010236 86602.6 0
: 602 Minimum Test error found - save the configuration
: 602 | 78.6239 65.9069 0.0103131 0.00105657 86425.8 0
: 603 Minimum Test error found - save the configuration
: 603 | 77.6374 64.8777 0.0102989 0.00102426 86256.6 0
: 604 Minimum Test error found - save the configuration
: 604 | 76.6175 64.38 0.0103099 0.00102847 86193.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 75.8444 63.129 0.0102863 0.00104405 86559.4 0
: 606 Minimum Test error found - save the configuration
: 606 | 74.8313 62.264 0.0112182 0.00103317 78546.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 73.9253 61.6492 0.0103009 0.00102716 86264.8 0
: 608 Minimum Test error found - save the configuration
: 608 | 73.293 61.5474 0.0102634 0.0010244 86589.6 0
: 609 Minimum Test error found - save the configuration
: 609 | 72.6715 60.2476 0.0102621 0.00102252 86584.2 0
: 610 Minimum Test error found - save the configuration
: 610 | 71.6533 59.504 0.010271 0.00102474 86521.8 0
: 611 Minimum Test error found - save the configuration
: 611 | 70.8014 58.9083 0.0102632 0.00102209 86569.6 0
: 612 Minimum Test error found - save the configuration
: 612 | 69.7625 57.5714 0.0102474 0.00102242 86720.6 0
: 613 Minimum Test error found - save the configuration
: 613 | 68.9376 57.189 0.0102967 0.0010422 86444.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 68.0829 56.0969 0.0102577 0.0010238 86637.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 67.3075 55.554 0.0102719 0.00102565 86521.9 0
: 616 Minimum Test error found - save the configuration
: 616 | 66.5311 54.3693 0.0102819 0.00102545 86426 0
: 617 Minimum Test error found - save the configuration
: 617 | 65.649 54.2115 0.0102799 0.00102436 86434.5 0
: 618 Minimum Test error found - save the configuration
: 618 | 64.7858 53.7365 0.0102785 0.00102667 86469.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 64.3022 52.683 0.0102718 0.00102278 86495.7 0
: 620 Minimum Test error found - save the configuration
: 620 | 63.4338 52.2508 0.0103351 0.00102758 85952.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 62.7706 51.2617 0.010262 0.0010307 86661.7 0
: 622 Minimum Test error found - save the configuration
: 622 | 61.9397 51.0145 0.0102661 0.00102365 86557.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 61.0728 49.9656 0.010292 0.00104162 86483.3 0
: 624 Minimum Test error found - save the configuration
: 624 | 60.4313 49.771 0.0102772 0.00102701 86484.4 0
: 625 Minimum Test error found - save the configuration
: 625 | 59.7438 48.3198 0.0102786 0.00102266 86431.1 0
: 626 Minimum Test error found - save the configuration
: 626 | 59.1009 47.5467 0.010286 0.00103433 86471.2 0
: 627 Minimum Test error found - save the configuration
: 627 | 58.2523 47.3784 0.0102507 0.00102483 86712.6 0
: 628 Minimum Test error found - save the configuration
: 628 | 57.5382 46.3999 0.0102647 0.00102483 86581.6 0
: 629 Minimum Test error found - save the configuration
: 629 | 56.7198 46.1238 0.0102677 0.00102602 86563.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 56.0557 45.3171 0.0102831 0.00104218 86571.3 0
: 631 Minimum Test error found - save the configuration
: 631 | 55.4039 44.5513 0.0102561 0.00102502 86663.4 0
: 632 Minimum Test error found - save the configuration
: 632 | 54.7134 44.2784 0.0102703 0.00102175 86499.6 0
: 633 Minimum Test error found - save the configuration
: 633 | 54.0347 43.6928 0.0102947 0.00104124 86453.9 0
: 634 Minimum Test error found - save the configuration
: 634 | 53.7223 42.824 0.0102681 0.00102449 86546.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 52.9694 42.4817 0.0102747 0.00102807 86518.4 0
: 636 Minimum Test error found - save the configuration
: 636 | 52.2982 41.553 0.0102606 0.00102504 86621.8 0
: 637 Minimum Test error found - save the configuration
: 637 | 51.5266 41.4302 0.0102657 0.00102592 86581.9 0
: 638 Minimum Test error found - save the configuration
: 638 | 50.9514 40.9155 0.0102708 0.00102324 86509.5 0
: 639 Minimum Test error found - save the configuration
: 639 | 50.6942 40.0698 0.0102695 0.00103128 86597.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 49.9152 39.3005 0.0103346 0.00102772 85958.3 0
: 641 Minimum Test error found - save the configuration
: 641 | 49.1718 38.9616 0.0102549 0.00102468 86671.6 0
: 642 Minimum Test error found - save the configuration
: 642 | 48.5335 38.2369 0.0102555 0.00102397 86659.6 0
: 643 Minimum Test error found - save the configuration
: 643 | 47.8246 38.0273 0.0103027 0.00104378 86403.2 0
: 644 Minimum Test error found - save the configuration
: 644 | 47.4197 37.5494 0.0102748 0.00102204 86461 0
: 645 Minimum Test error found - save the configuration
: 645 | 46.7875 37.2358 0.010266 0.00102697 86589.3 0
: 646 Minimum Test error found - save the configuration
: 646 | 46.4718 36.6463 0.0102661 0.00102666 86585 0
: 647 Minimum Test error found - save the configuration
: 647 | 45.6585 36.3427 0.0102526 0.00102421 86688.6 0
: 648 Minimum Test error found - save the configuration
: 648 | 45.0298 35.898 0.0102573 0.00102265 86630.6 0
: 649 Minimum Test error found - save the configuration
: 649 | 44.6334 35.2116 0.0102672 0.00102748 86583 0
: 650 Minimum Test error found - save the configuration
: 650 | 44.1712 34.7734 0.0102661 0.00102617 86580.5 0
: 651 | 43.5967 35.0964 0.0102186 0.000991174 86697.6 1
: 652 Minimum Test error found - save the configuration
: 652 | 43.2519 34.0472 0.0102647 0.00102742 86605.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 42.4079 33.0693 0.0102802 0.00103913 86570.1 0
: 654 | 41.8678 33.3076 0.0102542 0.000991644 86369.2 1
: 655 Minimum Test error found - save the configuration
: 655 | 41.5575 32.1839 0.0103073 0.00103539 86281.7 0
: 656 Minimum Test error found - save the configuration
: 656 | 41.2224 31.5488 0.0102763 0.00103127 86532.9 0
: 657 Minimum Test error found - save the configuration
: 657 | 40.834 31.1844 0.0102548 0.00102845 86708.2 0
: 658 | 40.0714 31.2013 0.0102314 0.000992244 86587.6 1
: 659 Minimum Test error found - save the configuration
: 659 | 39.5277 30.5614 0.0102723 0.00103093 86567.4 0
: 660 Minimum Test error found - save the configuration
: 660 | 38.9737 29.7388 0.0103251 0.00102845 86052.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 38.5921 29.6394 0.0102616 0.00102587 86619.9 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.0025 28.9162 0.0102484 0.00102742 86758.6 0
: 663 Minimum Test error found - save the configuration
: 663 | 37.5159 28.2911 0.0103021 0.00104285 86399.8 0
: 664 | 37.0938 28.6119 0.0102295 0.000994894 86630.5 1
: 665 Minimum Test error found - save the configuration
: 665 | 36.7608 27.3548 0.010262 0.00102573 86614.8 0
: 666 Minimum Test error found - save the configuration
: 666 | 36.1409 27.3009 0.0102689 0.00103449 86632.4 0
: 667 Minimum Test error found - save the configuration
: 667 | 35.8137 26.4091 0.0102707 0.00102883 86562.7 0
: 668 | 35.3407 26.7372 0.0102268 0.000990453 86614.1 1
: 669 Minimum Test error found - save the configuration
: 669 | 34.7924 25.8597 0.0102614 0.00102948 86656.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 34.4233 25.5113 0.0102567 0.00102348 86644 0
: 671 Minimum Test error found - save the configuration
: 671 | 34.1404 25.2484 0.0102616 0.00102507 86612.8 0
: 672 Minimum Test error found - save the configuration
: 672 | 33.727 24.9388 0.0102652 0.00102544 86582.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 33.174 24.6877 0.0102851 0.00103952 86527.7 0
: 674 Minimum Test error found - save the configuration
: 674 | 32.7733 23.846 0.0102999 0.00102612 86264.7 0
: 675 | 32.3687 24.1875 0.0102483 0.000993174 86438.7 1
: 676 Minimum Test error found - save the configuration
: 676 | 32.2059 23.6759 0.0102692 0.00102481 86538.7 0
: 677 Minimum Test error found - save the configuration
: 677 | 31.5726 23.598 0.0102506 0.00102268 86693.3 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.2798 22.8767 0.0102891 0.0010349 86447.3 0
: 679 Minimum Test error found - save the configuration
: 679 | 30.8192 22.5057 0.0102871 0.00102803 86401.7 0
: 680 Minimum Test error found - save the configuration
: 680 | 30.3638 22.0718 0.0103691 0.00103092 85669.4 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.0486 21.5152 0.0102589 0.00102299 86618.8 0
: 682 Minimum Test error found - save the configuration
: 682 | 29.6457 21.3436 0.0102755 0.00103901 86613.4 0
: 683 | 29.5939 21.406 0.0102622 0.000992964 86306.7 1
: 684 Minimum Test error found - save the configuration
: 684 | 28.8959 20.7812 0.0103093 0.00102909 86205.4 0
: 685 Minimum Test error found - save the configuration
: 685 | 28.5588 20.1196 0.0102598 0.00102352 86615.4 0
: 686 Minimum Test error found - save the configuration
: 686 | 28.0692 20.0113 0.0102643 0.0010238 86575.2 0
: 687 Minimum Test error found - save the configuration
: 687 | 27.7909 19.8093 0.0102704 0.0010222 86503.1 0
: 688 Minimum Test error found - save the configuration
: 688 | 27.4549 19.3676 0.0102625 0.00102614 86613.9 0
: 689 Minimum Test error found - save the configuration
: 689 | 27.0107 18.9385 0.0102597 0.00102574 86637.1 0
: 690 Minimum Test error found - save the configuration
: 690 | 26.7195 18.8628 0.0102502 0.00102672 86735.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 26.4414 18.5409 0.0102728 0.00103028 86556.8 0
: 692 Minimum Test error found - save the configuration
: 692 | 25.9997 18.4961 0.0102783 0.00102761 86480.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 25.7468 18.4329 0.0102966 0.00105164 86533.7 0
: 694 Minimum Test error found - save the configuration
: 694 | 25.479 18.0502 0.0102635 0.00102879 86629.7 0
: 695 Minimum Test error found - save the configuration
: 695 | 25.1755 18.0383 0.010261 0.00103007 86665.1 0
: 696 Minimum Test error found - save the configuration
: 696 | 24.9368 17.237 0.0102589 0.00102552 86641.8 0
: 697 Minimum Test error found - save the configuration
: 697 | 24.368 16.9255 0.0102453 0.00102114 86728.4 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.152 16.5227 0.0102737 0.00103252 86568.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 23.807 16.2832 0.0102731 0.00102771 86529.9 0
: 700 | 23.5017 17.4185 0.0102921 0.00106052 86659.3 1
: 701 Minimum Test error found - save the configuration
: 701 | 23.3708 16.0182 0.0102723 0.00102781 86537.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 22.9179 15.6757 0.01026 0.00102346 86613 0
: 703 Minimum Test error found - save the configuration
: 703 | 22.4587 15.5667 0.0102721 0.00102514 86514.9 0
: 704 Minimum Test error found - save the configuration
: 704 | 22.1994 15.2314 0.0103095 0.00104145 86318.3 0
: 705 Minimum Test error found - save the configuration
: 705 | 21.9313 14.8347 0.0102615 0.00102126 86578.3 0
: 706 Minimum Test error found - save the configuration
: 706 | 21.6894 14.7232 0.0102788 0.00103273 86523.3 0
: 707 | 21.2353 14.752 0.010256 0.000992003 86355.4 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.0621 14.1945 0.0102548 0.00102605 86685.4 0
: 709 | 20.6591 14.5062 0.0102318 0.000990703 86569.6 1
: 710 Minimum Test error found - save the configuration
: 710 | 20.6456 14.1859 0.0102621 0.00103021 86655.8 0
: 711 Minimum Test error found - save the configuration
: 711 | 20.3949 13.6679 0.0102709 0.00103747 86641.3 0
: 712 | 20.0549 13.7067 0.0102352 0.000992634 86555.7 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.9358 13.2321 0.0102688 0.00103071 86597.7 0
: 714 | 19.5432 13.523 0.0102398 0.000991434 86501.6 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.2363 12.8228 0.0102589 0.00102851 86670.1 0
: 716 | 18.8511 13.315 0.0102389 0.000992704 86521.8 1
: 717 Minimum Test error found - save the configuration
: 717 | 18.6318 12.7187 0.0102801 0.00102388 86428.7 0
: 718 | 18.4513 12.7975 0.0102193 0.000992863 86707.8 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.2147 12.2883 0.0102654 0.00102822 86606.9 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.018 12.2272 0.0102692 0.00102622 86552 0
: 721 Minimum Test error found - save the configuration
: 721 | 17.8997 12.1461 0.010341 0.00102753 85896.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 17.3802 11.7965 0.0102694 0.00103361 86620 0
: 723 Minimum Test error found - save the configuration
: 723 | 17.157 11.4449 0.0102576 0.0010232 86632.3 0
: 724 | 17.1001 11.6855 0.010255 0.000992633 86370.6 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.8326 11.1491 0.0102675 0.00102629 86569.2 0
: 726 Minimum Test error found - save the configuration
: 726 | 16.6685 11.0204 0.0102643 0.00103098 86642.5 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.3067 10.8615 0.0102554 0.00102582 86677.5 0
: 728 Minimum Test error found - save the configuration
: 728 | 16.0501 10.578 0.0102903 0.0010301 86390.9 0
: 729 | 15.7956 10.8001 0.0102401 0.000991103 86495.8 1
: 730 Minimum Test error found - save the configuration
: 730 | 15.581 10.5423 0.0102718 0.00102538 86520.3 0
: 731 Minimum Test error found - save the configuration
: 731 | 15.5171 10.4333 0.010256 0.00102713 86684.4 0
: 732 Minimum Test error found - save the configuration
: 732 | 15.1809 10.1955 0.0103017 0.00102566 86243.4 0
: 733 Minimum Test error found - save the configuration
: 733 | 14.8684 9.92726 0.0102709 0.00102802 86553.1 0
: 734 Minimum Test error found - save the configuration
: 734 | 14.8025 9.91243 0.0103014 0.00104132 86392.3 0
: 735 Minimum Test error found - save the configuration
: 735 | 14.6717 9.68097 0.0102752 0.00102649 86498.2 0
: 736 Minimum Test error found - save the configuration
: 736 | 14.3719 9.40322 0.0102647 0.0010242 86575.6 0
: 737 | 14.3124 9.64339 0.0102369 0.000990943 86524.6 1
: 738 Minimum Test error found - save the configuration
: 738 | 14.0336 9.31011 0.0102627 0.00102435 86595.5 0
: 739 Minimum Test error found - save the configuration
: 739 | 13.7955 9.26187 0.010277 0.00102587 86475.7 0
: 740 | 13.8304 9.43283 0.0102259 0.000992454 86641.5 1
: 741 Minimum Test error found - save the configuration
: 741 | 13.5877 8.69411 0.0103603 0.00103319 85771.8 0
: 742 | 13.2319 8.96887 0.0102271 0.000990183 86609 1
: 743 Minimum Test error found - save the configuration
: 743 | 13.1413 8.5331 0.0102905 0.00102885 86377.5 0
: 744 | 12.901 8.58817 0.0102476 0.000986563 86383.8 1
: 745 | 12.683 8.80888 0.0102331 0.000991283 86563.2 2
: 746 Minimum Test error found - save the configuration
: 746 | 12.8375 8.24302 0.0102688 0.00102492 86544.2 0
: 747 | 12.463 8.50868 0.0102303 0.000990113 86578.2 1
: 748 Minimum Test error found - save the configuration
: 748 | 12.2051 7.95585 0.0102681 0.00102785 86577.7 0
: 749 | 12.033 8.06452 0.0102404 0.000993313 86513.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 11.888 7.84031 0.0102735 0.00102714 86520.2 0
: 751 Minimum Test error found - save the configuration
: 751 | 11.7254 7.56943 0.0102706 0.00102545 86531.8 0
: 752 | 11.5866 7.57427 0.0102379 0.000993824 86542.2 1
: 753 Minimum Test error found - save the configuration
: 753 | 11.3718 7.50977 0.0103043 0.00107054 86638.7 0
: 754 Minimum Test error found - save the configuration
: 754 | 11.2267 7.26687 0.0103159 0.00104257 86269.1 0
: 755 | 11.1782 7.5389 0.0102459 0.000991945 86449.4 1
: 756 | 11.0544 7.30679 0.010227 0.000992683 86633.7 2
: 757 Minimum Test error found - save the configuration
: 757 | 10.8543 7.03444 0.0102839 0.00102701 86422.5 0
: 758 | 10.6589 7.11274 0.0102322 0.000992433 86582 1
: 759 Minimum Test error found - save the configuration
: 759 | 10.5222 6.66545 0.010266 0.00102758 86594.6 0
: 760 | 10.3521 6.8925 0.0102273 0.000994033 86643.1 1
: 761 Minimum Test error found - save the configuration
: 761 | 10.2519 6.50544 0.0103609 0.00103305 85765 0
: 762 | 10.2351 6.63106 0.0102457 0.000992043 86452.3 1
: 763 | 10.1451 7.62388 0.0102403 0.000993503 86516.3 2
: 764 Minimum Test error found - save the configuration
: 764 | 9.9708 6.29664 0.0103059 0.00104241 86360.3 0
: 765 Minimum Test error found - save the configuration
: 765 | 9.80107 6.26615 0.0102803 0.00102743 86459.4 0
: 766 | 9.65839 6.56764 0.0102446 0.000991274 86455.3 1
: 767 Minimum Test error found - save the configuration
: 767 | 9.4191 5.75796 0.0102607 0.00102727 86641.7 0
: 768 | 9.43316 6.25335 0.0102513 0.000993793 86416.6 1
: 769 | 9.21555 6.03579 0.0102395 0.000994574 86533.9 2
: 770 | 9.17272 6.46549 0.0102515 0.000991724 86394.7 3
: 771 Minimum Test error found - save the configuration
: 771 | 9.1417 5.62244 0.0102676 0.00102829 86586.5 0
: 772 Minimum Test error found - save the configuration
: 772 | 8.90858 5.27502 0.0102705 0.00102384 86517.9 0
: 773 | 8.71095 5.7976 0.0102396 0.000994554 86532.5 1
: 774 | 8.78726 5.31203 0.0102642 0.00100457 86396.1 2
: 775 | 8.80942 5.54624 0.0102317 0.000989963 86564 3
: 776 | 8.56141 5.44095 0.0102287 0.000993403 86623.7 4
: 777 | 8.38322 5.55477 0.0102381 0.000993093 86533 5
: 778 Minimum Test error found - save the configuration
: 778 | 8.40503 4.95342 0.0102745 0.00102943 86533 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.18137 4.70004 0.0102703 0.00102359 86517.3 0
: 780 | 8.25969 4.95113 0.0102597 0.000993094 86331.1 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.9512 4.54487 0.0103657 0.00109867 86327.3 0
: 782 | 7.71521 5.26826 0.0102334 0.000991333 86560.3 1
: 783 | 7.72467 4.7604 0.0102327 0.000992534 86578.9 2
: 784 | 7.76083 5.05902 0.0102519 0.000994214 86414.3 3
: 785 | 7.6372 4.99724 0.0102479 0.000992695 86438.2 4
: 786 | 7.55781 4.6669 0.0102332 0.000991954 86568.5 5
: 787 Minimum Test error found - save the configuration
: 787 | 7.33796 4.49438 0.0102698 0.00102857 86568.5 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.29623 4.36147 0.0102502 0.0010263 86730.9 0
: 789 Minimum Test error found - save the configuration
: 789 | 7.1175 3.94147 0.0102778 0.00102571 86466.5 0
: 790 | 7.07119 4.22661 0.0102531 0.000996303 86423.1 1
: 791 Minimum Test error found - save the configuration
: 791 | 7.05778 3.92989 0.0102741 0.00102593 86503.9 0
: 792 Minimum Test error found - save the configuration
: 792 | 6.90285 3.57423 0.0102637 0.0010299 86638.4 0
: 793 | 6.98801 3.99404 0.0102519 0.000992164 86395.9 1
: 794 | 6.79705 3.63334 0.0108436 0.000998813 81261.5 2
: 795 Minimum Test error found - save the configuration
: 795 | 6.6966 3.35237 0.0103065 0.00102953 86234.7 0
: 796 Minimum Test error found - save the configuration
: 796 | 6.77905 3.07101 0.0102909 0.00102777 86364.1 0
: 797 | 6.50906 4.25528 0.010267 0.000995994 86290.7 1
: 798 | 6.47667 3.72221 0.0102871 0.000998164 86124.4 2
: 799 | 6.45179 3.45281 0.0102541 0.000996223 86413 3
: 800 | 6.33184 4.69117 0.0102393 0.000992974 86520.8 4
: 801 Minimum Test error found - save the configuration
: 801 | 6.24243 3.01734 0.0102791 0.00103115 86506 0
: 802 Minimum Test error found - save the configuration
: 802 | 6.18182 2.54991 0.0103558 0.00103272 85808.6 0
: 803 | 6.12269 2.97968 0.0102649 0.000991794 86271.3 1
: 804 Minimum Test error found - save the configuration
: 804 | 6.1303 2.47531 0.0102772 0.00102768 86490.7 0
: 805 | 5.85121 3.61527 0.0102694 0.000993325 86243.1 1
: 806 | 5.68394 2.50906 0.0102538 0.000994054 86395.2 2
: 807 | 5.66925 2.95511 0.0102332 0.000992973 86578.4 3
: 808 | 5.63043 2.99326 0.0102474 0.000994234 86456.5 4
: 809 | 5.50695 3.08176 0.0102435 0.000995423 86504.8 5
: 810 | 5.5272 2.79451 0.0102634 0.000992503 86291.1 6
: 811 | 5.48732 3.342 0.0102529 0.00100238 86482 7
: 812 | 5.52014 3.32307 0.0102574 0.000991394 86337.2 8
: 813 Minimum Test error found - save the configuration
: 813 | 5.34369 2.10393 0.0102911 0.00103099 86392.5 0
: 814 | 5.25648 2.36299 0.0102575 0.000994134 86361.6 1
: 815 | 5.35646 3.44351 0.0102651 0.000999614 86342 2
: 816 | 5.25477 3.55382 0.0102331 0.000992634 86575.6 3
: 817 | 5.28846 2.77025 0.0102501 0.000999804 86483.4 4
: 818 | 5.25739 2.86062 0.0102493 0.000993024 86427.9 5
: 819 | 4.87867 2.27407 0.0102572 0.0010063 86477.7 6
: 820 | 4.9677 2.63875 0.0102661 0.00101096 86438.9 7
: 821 Minimum Test error found - save the configuration
: 821 | 4.87444 1.97 0.0102905 0.00103151 86402.3 0
: 822 | 4.71379 1.99405 0.010319 0.000993923 85790.5 1
: 823 | 4.65889 2.10087 0.0102523 0.000994143 86409.8 2
: 824 Minimum Test error found - save the configuration
: 824 | 4.76788 1.91099 0.0102776 0.00102924 86501.6 0
: 825 | 4.77139 2.4161 0.0102534 0.000996313 86420.3 1
: 826 | 4.77367 3.41765 0.0103122 0.000994334 85856.8 2
: 827 | 4.73665 2.36784 0.0102562 0.000999754 86425.9 3
: 828 | 4.53799 2.54909 0.0102488 0.000995263 86453.3 4
: 829 | 4.60524 2.2323 0.0102709 0.000991603 86213.7 5
: 830 Minimum Test error found - save the configuration
: 830 | 4.27633 1.76787 0.0103062 0.00104122 86346.7 0
: 831 | 4.29942 1.962 0.0102626 0.000991893 86293.4 1
: 832 | 4.14448 2.35863 0.0102452 0.000993654 86472.3 2
: 833 | 4.18777 2.08474 0.0102546 0.000993513 86382.8 3
: 834 Minimum Test error found - save the configuration
: 834 | 4.17933 1.70614 0.0102675 0.00102755 86580.5 0
: 835 Minimum Test error found - save the configuration
: 835 | 4.05224 1.68582 0.0103159 0.00104476 86289 0
: 836 | 3.9993 2.06845 0.010239 0.000992274 86517.2 1
: 837 | 3.8934 1.95013 0.0102636 0.000993394 86298.2 2
: 838 | 3.98714 1.85878 0.0102914 0.000994513 86050.1 3
: 839 | 4.07425 2.40162 0.0102872 0.000992854 86073.9 4
: 840 | 4.0227 2.14761 0.0102657 0.000992484 86270.4 5
: 841 | 3.873 2.45848 0.0102505 0.000993633 86421.9 6
: 842 | 3.9167 2.68225 0.0103215 0.000992873 85757.8 7
: 843 | 3.73981 2.63435 0.0102531 0.000993904 86400.1 8
: 844 | 3.86115 2.30506 0.0102465 0.000991784 86442.8 9
: 845 | 3.76991 2.72418 0.0102594 0.000995074 86352.4 10
: 846 Minimum Test error found - save the configuration
: 846 | 3.65146 1.68348 0.0102807 0.00103498 86527 0
: 847 | 3.62023 1.9327 0.0102489 0.000995274 86452.9 1
: 848 Minimum Test error found - save the configuration
: 848 | 3.55457 1.63606 0.0102811 0.00102746 86452.4 0
: 849 | 3.43752 1.6695 0.0102608 0.000993313 86322.9 1
: 850 | 3.52682 2.11941 0.010247 0.000992905 86447.8 2
: 851 | 3.42596 1.72087 0.010248 0.000995093 86459.4 3
: 852 | 3.45703 1.93917 0.0102653 0.000992433 86272.9 4
: 853 | 3.39082 1.84815 0.0102554 0.000996305 86401.4 5
: 854 | 3.5943 2.27778 0.0102406 0.000994994 86527.6 6
: 855 | 3.46551 2.94924 0.010273 0.000998164 86255 7
: 856 | 3.44709 2.4706 0.0102594 0.000995374 86355.7 8
: 857 | 3.32511 1.97684 0.0102336 0.000993504 86579.1 9
: 858 | 3.39847 2.49832 0.0102624 0.000994343 86317.7 10
: 859 | 3.26786 2.68333 0.0102443 0.000994634 86489.9 11
: 860 | 3.11171 1.94544 0.0102446 0.000993004 86472 12
: 861 | 3.08941 1.84266 0.0102436 0.000993024 86480.8 13
: 862 | 3.14046 2.35062 0.0103271 0.000995045 85726 14
: 863 | 3.05863 2.84824 0.010282 0.00101181 86297.7 15
: 864 | 3.04187 2.1295 0.0103231 0.000993854 85751.8 16
: 865 | 2.97819 2.43057 0.0103361 0.00101347 85812.6 17
: 866 | 2.95025 2.32739 0.0104306 0.000996284 84797.1 18
: 867 | 2.85822 1.96629 0.0102615 0.000993704 86320.8 19
: 868 | 3.01793 2.21939 0.0102631 0.000994164 86310 20
: 869 | 2.91802 2.50503 0.0102563 0.000992494 86357.5 21
:
: Elapsed time for training with 1000 events: 8.93 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0109 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.823 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.156 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_BDTG.weights.xml␛[0m
: TMVAReg.root:/datasetreg/Method_BDT/BDTG
Factory : Training finished
:
TH1.Print Name = TrainingHistory_DNN_CPU_trainingError, Entries= 0, Total sum= 3.30297e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.07863e+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: 0.0293 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: 0.0354 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: 0.0013 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: 0.0941 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: 0.884 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : ␛[1mEvaluate all methods␛[0m
: Evaluate regression method: PDEFoam
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.02 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00252 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: 0.036 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00409 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: 0.00177 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000295 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: 0.0941 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0106 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: 0.879 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.099 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 : -0.657 0.0746 5.23 1.47 | 3.233 3.240
: 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 : -0.0213 0.0956 1.74 1.08 | 3.371 3.361
: 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.