Logo ROOT  
Reference Guide
 
Loading...
Searching...
No Matches
TMVARegression.C File Reference

Detailed Description

View in nbviewer Open in SWAN
This macro provides examples for the training and testing of the TMVA classifiers.

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

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

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

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

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

  • Project : TMVA - a Root-integrated toolkit for multivariate data analysis
  • Package : TMVA
  • Root Macro: TMVARegression
#include <cstdlib>
#include <iostream>
#include <map>
#include <string>
#include "TChain.h"
#include "TFile.h"
#include "TTree.h"
#include "TString.h"
#include "TObjString.h"
#include "TSystem.h"
#include "TROOT.h"
#include "TMVA/Tools.h"
#include "TMVA/Factory.h"
using namespace TMVA;
{
// 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
// 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" );
// 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" );
// 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";
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)
// 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"])
"!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"])
"!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"])
"nkNN=20:ScaleFrac=0.8:SigmaFact=1.0:Kernel=Gaus:UseKernel=F:UseWeight=T:!Trim" );
// Linear discriminant
if (Use["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(":");
nnOptions.Append(":");
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"])
"!H:!V:NTrees=100:MinNodeSize=1.0%:BoostType=AdaBoostR2:SeparationType=RegressionVariance:nCuts=20:PruneMethod=CostComplexity:PruneStrength=30" );
if (Use["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)
for (int i=1; i<argc; i++) {
if(regMethod=="-b" || regMethod=="--batch") continue;
if (!methodList.IsNull()) methodList += TString(",");
}
return 0;
}
int main()
Definition Prototype.cxx:12
unsigned int UInt_t
Definition RtypesCore.h:46
double Double_t
Definition RtypesCore.h:59
ROOT::Detail::TRangeCast< T, true > TRangeDynCast
TRangeDynCast is an adapter class that allows the typed iteration through a TCollection.
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void input
#define gROOT
Definition TROOT.h:414
R__EXTERN TSystem * gSystem
Definition TSystem.h:572
A specialized string object used for TTree selections.
Definition TCut.h:25
A ROOT file is an on-disk file, usually with extension .root, that stores objects in a file-system-li...
Definition TFile.h:131
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
This is the main MVA steering class.
Definition Factory.h:80
void TrainAllMethods()
Iterates through all booked methods and calls training.
Definition Factory.cxx:1114
MethodBase * BookMethod(DataLoader *loader, TString theMethodName, TString methodTitle, TString theOption="")
Book a classifier or regression method.
Definition Factory.cxx:352
void TestAllMethods()
Evaluates all booked methods on the testing data and adds the output to the Results in the corresponi...
Definition Factory.cxx:1271
void EvaluateAllMethods(void)
Iterates over all MVAs that have been booked, and calls their evaluation methods.
Definition Factory.cxx:1376
static Tools & Instance()
Definition Tools.cxx:71
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
@ kPDEFoam
Definition Types.h:94
Basic string class.
Definition TString.h:139
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
A TTree represents a columnar dataset.
Definition TTree.h:84
create variable transformations
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: 0.441 sec
: Elapsed time for training with 1000 events: 0.447 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0048 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: 0.00126 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00626 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: 0.000404 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000572 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 = 31445.7
: --------------------------------------------------------------
: 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 | 32974.2 31029.2 0.0164215 0.00188623 55038.5 0
: 2 Minimum Test error found - save the configuration
: 2 | 32412.8 30439.2 0.0163417 0.00183233 55136.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 31715.5 29826.3 0.01656 0.00177007 54090.9 0
: 4 Minimum Test error found - save the configuration
: 4 | 31066.2 29259.7 0.0169711 0.00179958 52730.4 0
: 5 Minimum Test error found - save the configuration
: 5 | 30390.6 28589.8 0.0171386 0.00178784 52114.6 0
: 6 Minimum Test error found - save the configuration
: 6 | 29604 27707.1 0.0162436 0.00179511 55369.2 0
: 7 Minimum Test error found - save the configuration
: 7 | 28915 27091.7 0.0164057 0.00179294 54746.8 0
: 8 Minimum Test error found - save the configuration
: 8 | 28467.4 26726.4 0.0164886 0.00167016 53986.9 0
: 9 Minimum Test error found - save the configuration
: 9 | 28118.3 26411.1 0.0173396 0.0019633 52028.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27797.3 26122.4 0.0174814 0.0020583 51870.3 0
: 11 Minimum Test error found - save the configuration
: 11 | 27506.5 25838 0.0172041 0.00189197 52246.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27217.8 25569.6 0.017429 0.00191872 51578.6 0
: 13 Minimum Test error found - save the configuration
: 13 | 26941.8 25311 0.0170342 0.00185381 52699.6 0
: 14 Minimum Test error found - save the configuration
: 14 | 26673.6 25060.5 0.0171945 0.00193089 52412.2 0
: 15 Minimum Test error found - save the configuration
: 15 | 26415.7 24812.3 0.0174024 0.00190902 51634.8 0
: 16 Minimum Test error found - save the configuration
: 16 | 26157.7 24574.3 0.0165653 0.00190189 54557.7 0
: 17 Minimum Test error found - save the configuration
: 17 | 25908.5 24339.8 0.0172574 0.00192697 52183.7 0
: 18 Minimum Test error found - save the configuration
: 18 | 25667.3 24104.5 0.0172441 0.00191676 52194.2 0
: 19 Minimum Test error found - save the configuration
: 19 | 25424.3 23877.1 0.016881 0.00176662 52929.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25190.2 23650.2 0.0172439 0.00194665 52296.9 0
: 21 Minimum Test error found - save the configuration
: 21 | 24955.1 23430.2 0.0172558 0.00200085 52442.1 0
: 22 Minimum Test error found - save the configuration
: 22 | 24724.4 23215.6 0.0170837 0.00188326 52630.2 0
: 23 Minimum Test error found - save the configuration
: 23 | 24500.9 23000 0.0172105 0.00188832 52211.8 0
: 24 Minimum Test error found - save the configuration
: 24 | 24276.7 22789.1 0.017489 0.00189063 51287.4 0
: 25 Minimum Test error found - save the configuration
: 25 | 24057 22580.5 0.0173443 0.00189321 51776.3 0
: 26 Minimum Test error found - save the configuration
: 26 | 23840.1 22374.3 0.0173232 0.00189708 51860.1 0
: 27 Minimum Test error found - save the configuration
: 27 | 23626.3 22169.9 0.0174278 0.00193744 51645 0
: 28 Minimum Test error found - save the configuration
: 28 | 23414.9 21967.4 0.0174915 0.00193301 51418.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 23203.5 21770.4 0.0165429 0.00177105 54157.1 0
: 30 Minimum Test error found - save the configuration
: 30 | 22997.6 21574.4 0.0167608 0.00185361 53665.3 0
: 31 Minimum Test error found - save the configuration
: 31 | 22791.8 21382.6 0.0164809 0.00180083 54495.7 0
: 32 Minimum Test error found - save the configuration
: 32 | 22590.4 21191.6 0.0162654 0.00179403 55281.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 22390.7 21002.2 0.0164339 0.00181271 54715.3 0
: 34 Minimum Test error found - save the configuration
: 34 | 22192 20816.2 0.0169341 0.00189916 53209.6 0
: 35 Minimum Test error found - save the configuration
: 35 | 21997.7 20630 0.0162994 0.00173698 54936 0
: 36 Minimum Test error found - save the configuration
: 36 | 21801.5 20449.7 0.0165352 0.00181576 54350 0
: 37 Minimum Test error found - save the configuration
: 37 | 21612.4 20267.6 0.016901 0.00188726 53284.7 0
: 38 Minimum Test error found - save the configuration
: 38 | 21425.8 20083.5 0.016379 0.00183165 54992.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 21232.5 19909.7 0.0168031 0.00183937 53462.5 0
: 40 Minimum Test error found - save the configuration
: 40 | 21048.7 19735 0.0165247 0.00179536 54313.4 0
: 41 Minimum Test error found - save the configuration
: 41 | 20865.1 19561.9 0.0162103 0.00180193 55523.1 0
: 42 Minimum Test error found - save the configuration
: 42 | 20684.5 19388.8 0.0163645 0.00180859 54960.6 0
: 43 Minimum Test error found - save the configuration
: 43 | 20502.8 19220 0.016553 0.00182488 54317.8 0
: 44 Minimum Test error found - save the configuration
: 44 | 20324.6 19053.1 0.0166297 0.00183563 54075.9 0
: 45 Minimum Test error found - save the configuration
: 45 | 20148.1 18888 0.016628 0.00168901 53551 0
: 46 Minimum Test error found - save the configuration
: 46 | 19973.3 18725.1 0.0170375 0.00184417 52654.8 0
: 47 Minimum Test error found - save the configuration
: 47 | 19803.5 18559.4 0.0167101 0.00184088 53802.3 0
: 48 Minimum Test error found - save the configuration
: 48 | 19628.7 18401 0.0167204 0.00179235 53590.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19462.4 18239.6 0.0164308 0.00180672 54704.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19294.6 18080.4 0.016645 0.00184504 54054.3 0
: 51 Minimum Test error found - save the configuration
: 51 | 19127 17925.2 0.0167583 0.00181264 53527.1 0
: 52 Minimum Test error found - save the configuration
: 52 | 18963.4 17770.7 0.0168361 0.00184546 53366.5 0
: 53 Minimum Test error found - save the configuration
: 53 | 18800.6 17617.8 0.0169312 0.00191018 53258.8 0
: 54 Minimum Test error found - save the configuration
: 54 | 18639.2 17466.8 0.016899 0.00184901 53156.2 0
: 55 Minimum Test error found - save the configuration
: 55 | 18478.7 17317.9 0.0165091 0.00168475 53965.3 0
: 56 Minimum Test error found - save the configuration
: 56 | 18321 17165.2 0.0169178 0.00184903 53089.9 0
: 57 Minimum Test error found - save the configuration
: 57 | 18155.7 17010.8 0.0172297 0.00188775 52144.7 0
: 58 Minimum Test error found - save the configuration
: 58 | 18002.9 16867.9 0.0170054 0.0017502 52441 0
: 59 Minimum Test error found - save the configuration
: 59 | 17846.7 16719.4 0.0160987 0.00181359 56002.4 0
: 60 Minimum Test error found - save the configuration
: 60 | 17684.8 16563.7 0.016897 0.00185698 53191.3 0
: 61 Minimum Test error found - save the configuration
: 61 | 17531.4 16422 0.0168681 0.00182399 53177.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 17382 16274.1 0.0168515 0.00184346 53304.8 0
: 63 Minimum Test error found - save the configuration
: 63 | 17224.5 16125.2 0.0170163 0.00186287 52793.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 17074.4 15984.8 0.0172488 0.00186804 52012.9 0
: 65 Minimum Test error found - save the configuration
: 65 | 16920.2 15835.8 0.0175798 0.00202816 51441.4 0
: 66 Minimum Test error found - save the configuration
: 66 | 16768.2 15687.5 0.0168787 0.00174198 52851.6 0
: 67 Minimum Test error found - save the configuration
: 67 | 16619.2 15545.7 0.0161683 0.00182684 55782.4 0
: 68 Minimum Test error found - save the configuration
: 68 | 16470.5 15400.6 0.0161905 0.00179365 55567.6 0
: 69 Minimum Test error found - save the configuration
: 69 | 16321.5 15263.3 0.016313 0.00178153 55052.8 0
: 70 Minimum Test error found - save the configuration
: 70 | 16177.8 15119.1 0.0161534 0.00173704 55492.5 0
: 71 Minimum Test error found - save the configuration
: 71 | 16029.4 14984.5 0.0161951 0.00175072 55384.7 0
: 72 Minimum Test error found - save the configuration
: 72 | 15888.2 14844.8 0.0166463 0.00183238 54003.3 0
: 73 Minimum Test error found - save the configuration
: 73 | 15742.7 14713.4 0.0160819 0.00169341 55600.1 0
: 74 Minimum Test error found - save the configuration
: 74 | 15605.8 14576.2 0.0159272 0.00175129 56433.7 0
: 75 Minimum Test error found - save the configuration
: 75 | 15461.6 14443.3 0.0160645 0.00178896 56039.9 0
: 76 Minimum Test error found - save the configuration
: 76 | 15322.6 14313.5 0.0157261 0.00168647 56981.6 0
: 77 Minimum Test error found - save the configuration
: 77 | 15185.3 14181.2 0.0158399 0.00170751 56607.5 0
: 78 Minimum Test error found - save the configuration
: 78 | 15047.3 14051 0.0161862 0.00167396 55126 0
: 79 Minimum Test error found - save the configuration
: 79 | 14910.4 13922 0.0160041 0.00172234 56015.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14774 13797.4 0.0164927 0.0017896 54410.3 0
: 81 Minimum Test error found - save the configuration
: 81 | 14643 13670.5 0.0168721 0.00194392 53590 0
: 82 Minimum Test error found - save the configuration
: 82 | 14510.6 13545.8 0.0166817 0.0017404 53542.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14380 13421.7 0.016431 0.00180378 54692.4 0
: 84 Minimum Test error found - save the configuration
: 84 | 14250.8 13298.7 0.0178103 0.00198243 50543.9 0
: 85 Minimum Test error found - save the configuration
: 85 | 14122.4 13177.2 0.0181721 0.00204366 49601.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13993.4 13059.7 0.0183144 0.00206157 49222.2 0
: 87 Minimum Test error found - save the configuration
: 87 | 13869 12940.9 0.0185165 0.00205801 48607.2 0
: 88 Minimum Test error found - save the configuration
: 88 | 13743.3 12825.4 0.0184574 0.00204566 48745.5 0
: 89 Minimum Test error found - save the configuration
: 89 | 13622.4 12707.1 0.0184844 0.00205692 48698.8 0
: 90 Minimum Test error found - save the configuration
: 90 | 13497.9 12591.9 0.0185365 0.002052 48530.4 0
: 91 Minimum Test error found - save the configuration
: 91 | 13378.7 12475.4 0.0184696 0.00207032 48782.7 0
: 92 Minimum Test error found - save the configuration
: 92 | 13256.4 12362.9 0.0183409 0.00204534 49093 0
: 93 Minimum Test error found - save the configuration
: 93 | 13137.4 12251.1 0.0183306 0.00195363 48849.1 0
: 94 Minimum Test error found - save the configuration
: 94 | 13019 12140.9 0.018281 0.00203991 49257.9 0
: 95 Minimum Test error found - save the configuration
: 95 | 12903.4 12029.5 0.018224 0.00198766 49272.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12786.6 11920.1 0.0180692 0.00201495 49831.2 0
: 97 Minimum Test error found - save the configuration
: 97 | 12669.7 11814.7 0.0177538 0.00197618 50704.7 0
: 98 Minimum Test error found - save the configuration
: 98 | 12560 11703.9 0.0177792 0.00197708 50625.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12442.8 11600.5 0.0178954 0.00196862 50230 0
: 100 Minimum Test error found - save the configuration
: 100 | 12331.7 11496.4 0.0178487 0.00192107 50227.2 0
: 101 Minimum Test error found - save the configuration
: 101 | 12223.2 11389.4 0.0180007 0.00198023 49936.1 0
: 102 Minimum Test error found - save the configuration
: 102 | 12111.8 11285.4 0.0175141 0.0019661 51453.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12001 11184.6 0.0178689 0.00200417 50426.2 0
: 104 Minimum Test error found - save the configuration
: 104 | 11894.4 11082.3 0.0178959 0.00194362 50149.6 0
: 105 Minimum Test error found - save the configuration
: 105 | 11787 10981.3 0.0179221 0.00196792 50143.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11680.2 10882.1 0.0178839 0.00198509 50318.1 0
: 107 Minimum Test error found - save the configuration
: 107 | 11575.9 10782.3 0.0181982 0.00205271 49549.4 0
: 108 Minimum Test error found - save the configuration
: 108 | 11471.3 10683.7 0.0178746 0.00198779 50356.3 0
: 109 Minimum Test error found - save the configuration
: 109 | 11366.1 10588.6 0.0179959 0.00202132 50079.5 0
: 110 Minimum Test error found - save the configuration
: 110 | 11265.7 10491 0.0182606 0.00201446 49242.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11163.2 10395.8 0.0176763 0.00197266 50943.6 0
: 112 Minimum Test error found - save the configuration
: 112 | 11061.6 10302.4 0.0177669 0.00192279 50492 0
: 113 Minimum Test error found - save the configuration
: 113 | 10963.5 10207.1 0.0167765 0.00169693 53051.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10864.7 10112.5 0.0158998 0.00171596 56402.3 0
: 115 Minimum Test error found - save the configuration
: 115 | 10764.9 10021.1 0.0161307 0.00184009 55980.9 0
: 116 Minimum Test error found - save the configuration
: 116 | 10667.6 9930.63 0.0160448 0.00175004 55964.7 0
: 117 Minimum Test error found - save the configuration
: 117 | 10571.1 9841 0.0161025 0.00172589 55646 0
: 118 Minimum Test error found - save the configuration
: 118 | 10477.3 9749.68 0.0160482 0.00180858 56181.2 0
: 119 Minimum Test error found - save the configuration
: 119 | 10381.7 9660.42 0.0162644 0.0017367 55067.3 0
: 120 Minimum Test error found - save the configuration
: 120 | 10286.3 9574.14 0.0160158 0.00171467 55939.7 0
: 121 Minimum Test error found - save the configuration
: 121 | 10193.2 9488.67 0.015868 0.00169586 56448.9 0
: 122 Minimum Test error found - save the configuration
: 122 | 10102.6 9401.34 0.0157933 0.00168969 56723.1 0
: 123 Minimum Test error found - save the configuration
: 123 | 10011.1 9314.9 0.0157686 0.00169045 56825.6 0
: 124 Minimum Test error found - save the configuration
: 124 | 9920.24 9229.33 0.0157155 0.00167942 56996 0
: 125 Minimum Test error found - save the configuration
: 125 | 9829.73 9145.65 0.0159353 0.00173979 56356 0
: 126 Minimum Test error found - save the configuration
: 126 | 9740.96 9062.24 0.0155652 0.00167906 57611.3 0
: 127 Minimum Test error found - save the configuration
: 127 | 9652.76 8979.18 0.0157266 0.00169573 57017.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9565.25 8897.05 0.0158671 0.00171624 56533.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9478.12 8816.07 0.0158632 0.00170803 56516.6 0
: 130 Minimum Test error found - save the configuration
: 130 | 9392.68 8735.03 0.0157943 0.00170386 56775.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9306.98 8655.38 0.015975 0.00177457 56336.4 0
: 132 Minimum Test error found - save the configuration
: 132 | 9222.73 8575.98 0.0159443 0.00173755 56311.1 0
: 133 Minimum Test error found - save the configuration
: 133 | 9138.93 8497.35 0.0159396 0.00168875 56136.8 0
: 134 Minimum Test error found - save the configuration
: 134 | 9055.3 8420.44 0.0156908 0.00169323 57152.7 0
: 135 Minimum Test error found - save the configuration
: 135 | 8973.19 8343.95 0.0156123 0.00168517 57442.1 0
: 136 Minimum Test error found - save the configuration
: 136 | 8892.73 8266.41 0.0155754 0.0016629 57502.3 0
: 137 Minimum Test error found - save the configuration
: 137 | 8811.22 8190.51 0.0155232 0.00167738 57779.1 0
: 138 Minimum Test error found - save the configuration
: 138 | 8731.17 8115.26 0.0154197 0.00166535 58163.3 0
: 139 Minimum Test error found - save the configuration
: 139 | 8651.97 8040.16 0.0156025 0.00182063 58047.1 0
: 140 Minimum Test error found - save the configuration
: 140 | 8572.63 7966.76 0.0156394 0.00166304 57239.6 0
: 141 Minimum Test error found - save the configuration
: 141 | 8495.47 7892.8 0.0156228 0.00165488 57274.3 0
: 142 Minimum Test error found - save the configuration
: 142 | 8417.05 7821.07 0.0167965 0.00193918 53845.7 0
: 143 Minimum Test error found - save the configuration
: 143 | 8342.4 7747.3 0.0178256 0.00199187 50525.1 0
: 144 Minimum Test error found - save the configuration
: 144 | 8263.27 7678.65 0.018062 0.00201022 49838.6 0
: 145 Minimum Test error found - save the configuration
: 145 | 8189.79 7607.87 0.0181736 0.00202033 49525.6 0
: 146 Minimum Test error found - save the configuration
: 146 | 8114.73 7538.15 0.0176065 0.00192078 51001.8 0
: 147 Minimum Test error found - save the configuration
: 147 | 8040.59 7469.38 0.0172025 0.00189331 52256.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7968.74 7398.79 0.017606 0.0019042 50949.7 0
: 149 Minimum Test error found - save the configuration
: 149 | 7894.9 7330.67 0.017441 0.00186931 51375.2 0
: 150 Minimum Test error found - save the configuration
: 150 | 7822.37 7263.73 0.0175293 0.00188911 51150.2 0
: 151 Minimum Test error found - save the configuration
: 151 | 7751.47 7196.81 0.0173949 0.00192343 51708 0
: 152 Minimum Test error found - save the configuration
: 152 | 7681.08 7129.9 0.0181255 0.00204112 49737.7 0
: 153 Minimum Test error found - save the configuration
: 153 | 7609.46 7065.62 0.018182 0.00197092 49348.9 0
: 154 Minimum Test error found - save the configuration
: 154 | 7541.9 6999.02 0.0183586 0.00201529 48949.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7471.3 6935.57 0.0183324 0.00201737 49034.6 0
: 156 Minimum Test error found - save the configuration
: 156 | 7403.56 6871.7 0.0183083 0.00204981 49205 0
: 157 Minimum Test error found - save the configuration
: 157 | 7336.84 6807.37 0.0182838 0.00199211 49104.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7268.4 6745.47 0.0181366 0.00198103 49518.7 0
: 159 Minimum Test error found - save the configuration
: 159 | 7202.28 6683.51 0.0180969 0.00193446 49497.6 0
: 160 Minimum Test error found - save the configuration
: 160 | 7136.8 6621.41 0.0180827 0.00201176 49779.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7071.83 6559.34 0.0184066 0.00205179 48915.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 7005.86 6500 0.0181783 0.0020249 49525.2 0
: 163 Minimum Test error found - save the configuration
: 163 | 6942.85 6439.27 0.0179592 0.00198084 50067.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6879.12 6378.97 0.0176071 0.00196425 51141.7 0
: 165 Minimum Test error found - save the configuration
: 165 | 6815.88 6319.97 0.0177218 0.00196132 50759.8 0
: 166 Minimum Test error found - save the configuration
: 166 | 6753.23 6261.5 0.0135882 0.00117359 64440.2 0
: 167 Minimum Test error found - save the configuration
: 167 | 6691.61 6203.19 0.011313 0.00113686 78615.6 0
: 168 Minimum Test error found - save the configuration
: 168 | 6629.35 6146.77 0.0125564 0.00184748 74704 0
: 169 Minimum Test error found - save the configuration
: 169 | 6570.16 6088.75 0.0146887 0.00118 59221 0
: 170 Minimum Test error found - save the configuration
: 170 | 6508.87 6032.35 0.014138 0.00190643 65404.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6449.34 5976.13 0.0166593 0.00120607 51769.2 0
: 172 Minimum Test error found - save the configuration
: 172 | 6388.92 5922.07 0.0135445 0.00121413 64880.6 0
: 173 Minimum Test error found - save the configuration
: 173 | 6331.91 5866.24 0.0169732 0.00192897 53176.6 0
: 174 Minimum Test error found - save the configuration
: 174 | 6273.52 5811.12 0.0153014 0.00143014 57673.4 0
: 175 Minimum Test error found - save the configuration
: 175 | 6215.31 5757.25 0.0145981 0.00140953 60658.6 0
: 176 Minimum Test error found - save the configuration
: 176 | 6157.75 5704.41 0.0141113 0.00193119 65681 0
: 177 Minimum Test error found - save the configuration
: 177 | 6102.78 5649.73 0.0147366 0.00170718 61399.7 0
: 178 Minimum Test error found - save the configuration
: 178 | 6044.48 5598.73 0.0127388 0.00138146 70439.1 0
: 179 Minimum Test error found - save the configuration
: 179 | 5989.57 5547.05 0.0118036 0.00116105 75169.9 0
: 180 Minimum Test error found - save the configuration
: 180 | 5936.15 5493.66 0.0131807 0.00176218 70061.5 0
: 181 Minimum Test error found - save the configuration
: 181 | 5879.84 5442.64 0.01198 0.00117317 74027.4 0
: 182 Minimum Test error found - save the configuration
: 182 | 5826.06 5391.72 0.0113403 0.00118619 78786 0
: 183 Minimum Test error found - save the configuration
: 183 | 5772.71 5341.21 0.0127296 0.00135066 70305.5 0
: 184 Minimum Test error found - save the configuration
: 184 | 5717.89 5293.48 0.0114109 0.00115681 78017.5 0
: 185 Minimum Test error found - save the configuration
: 185 | 5666.2 5244.42 0.0136741 0.00178627 67295.8 0
: 186 Minimum Test error found - save the configuration
: 186 | 5614.34 5195.49 0.0120389 0.00117428 73633.3 0
: 187 Minimum Test error found - save the configuration
: 187 | 5563.1 5146.05 0.011403 0.0011624 78120.8 0
: 188 Minimum Test error found - save the configuration
: 188 | 5511.12 5098.48 0.0123076 0.00154084 74302.9 0
: 189 Minimum Test error found - save the configuration
: 189 | 5460.17 5051.21 0.0117628 0.00116867 75513.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5409.9 5004.37 0.0115757 0.00116299 76829 0
: 191 Minimum Test error found - save the configuration
: 191 | 5359.98 4958.04 0.0112137 0.00113229 79354.3 0
: 192 Minimum Test error found - save the configuration
: 192 | 5310.66 4911.98 0.0111421 0.00112068 79828.8 0
: 193 Minimum Test error found - save the configuration
: 193 | 5262.39 4865.06 0.0115695 0.00130066 77905.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5213.52 4819.03 0.0112464 0.0011351 79119.6 0
: 195 Minimum Test error found - save the configuration
: 195 | 5165.85 4773.2 0.0111833 0.00114919 79728.2 0
: 196 Minimum Test error found - save the configuration
: 196 | 5116.66 4729.96 0.0127488 0.00126788 69680.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 5070.11 4686.35 0.0113572 0.00113565 78266.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 5024.02 4642.11 0.0115347 0.00123085 77641.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 4976.94 4599.12 0.0112132 0.00112682 79315.2 0
: 200 Minimum Test error found - save the configuration
: 200 | 4931.91 4555.68 0.0115724 0.00150526 79466.8 0
: 201 Minimum Test error found - save the configuration
: 201 | 4885.32 4514.21 0.0126317 0.0011769 69839.9 0
: 202 Minimum Test error found - save the configuration
: 202 | 4841.06 4472.18 0.0113498 0.00115063 78437.5 0
: 203 Minimum Test error found - save the configuration
: 203 | 4796.74 4430.35 0.0120058 0.0014856 76044 0
: 204 Minimum Test error found - save the configuration
: 204 | 4753.57 4387.44 0.0111884 0.00113249 79554.9 0
: 205 Minimum Test error found - save the configuration
: 205 | 4706.99 4348.56 0.0111493 0.00116714 80143.2 0
: 206 Minimum Test error found - save the configuration
: 206 | 4665.05 4308.77 0.0112669 0.00128897 80177.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4622.09 4268.2 0.0110933 0.00113631 80345.2 0
: 208 Minimum Test error found - save the configuration
: 208 | 4579.53 4228.92 0.0109949 0.00111372 80962.3 0
: 209 Minimum Test error found - save the configuration
: 209 | 4537.22 4189.78 0.0109929 0.00112505 81071.1 0
: 210 Minimum Test error found - save the configuration
: 210 | 4496.3 4150.45 0.0109781 0.00110982 81067.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4454.07 4112.12 0.0110515 0.00111925 80545.5 0
: 212 Minimum Test error found - save the configuration
: 212 | 4414.07 4072.77 0.0110573 0.00111786 80487.8 0
: 213 Minimum Test error found - save the configuration
: 213 | 4373 4034.77 0.0118586 0.00116117 74784.2 0
: 214 Minimum Test error found - save the configuration
: 214 | 4332.91 3996.83 0.0118041 0.00118751 75353.5 0
: 215 Minimum Test error found - save the configuration
: 215 | 4292.8 3959.68 0.0115322 0.00121434 77535.6 0
: 216 Minimum Test error found - save the configuration
: 216 | 4253.81 3922.36 0.0112036 0.00114348 79521.7 0
: 217 Minimum Test error found - save the configuration
: 217 | 4214.38 3886.13 0.011039 0.00110871 80561.4 0
: 218 Minimum Test error found - save the configuration
: 218 | 4175.08 3851.12 0.0109128 0.00108827 81428.5 0
: 219 Minimum Test error found - save the configuration
: 219 | 4137.82 3814.85 0.010907 0.00110565 81621.3 0
: 220 Minimum Test error found - save the configuration
: 220 | 4099.93 3779.3 0.0109414 0.00111185 81387.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 4062.49 3743.63 0.0109181 0.00110819 81549.8 0
: 222 Minimum Test error found - save the configuration
: 222 | 4024.74 3709.02 0.0109099 0.00111226 81652.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3988.89 3673.61 0.0115085 0.00133831 78661.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3952.34 3638.8 0.0109318 0.00111482 81491.4 0
: 225 Minimum Test error found - save the configuration
: 225 | 3914.43 3606.71 0.0112007 0.00112087 79366.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3880.19 3572.58 0.011043 0.00115962 80944 0
: 227 Minimum Test error found - save the configuration
: 227 | 3844.27 3539.42 0.0110996 0.00112831 80230.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3809.27 3506.84 0.0108528 0.0011046 82066.8 0
: 229 Minimum Test error found - save the configuration
: 229 | 3774.8 3474.35 0.0113043 0.00119319 79121 0
: 230 Minimum Test error found - save the configuration
: 230 | 3740.57 3440.93 0.0108927 0.0011069 81750.8 0
: 231 Minimum Test error found - save the configuration
: 231 | 3705.4 3410.37 0.0110525 0.00113876 80696.1 0
: 232 Minimum Test error found - save the configuration
: 232 | 3672.87 3377.47 0.0129852 0.0013869 68975.8 0
: 233 Minimum Test error found - save the configuration
: 233 | 3639.43 3345.49 0.0124032 0.00131432 72144.5 0
: 234 Minimum Test error found - save the configuration
: 234 | 3606 3314.62 0.0124119 0.00125646 71714.1 0
: 235 Minimum Test error found - save the configuration
: 235 | 3572.51 3284.81 0.0112541 0.00113694 79073.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3540.81 3253.59 0.0109202 0.00110546 81510 0
: 237 Minimum Test error found - save the configuration
: 237 | 3508.91 3223.44 0.0108859 0.00111105 81842.9 0
: 238 Minimum Test error found - save the configuration
: 238 | 3476.14 3194.28 0.0109069 0.00111 81658.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3444.84 3164.58 0.0109212 0.00111094 81547.4 0
: 240 Minimum Test error found - save the configuration
: 240 | 3413.92 3134.65 0.0121955 0.00115364 72451.5 0
: 241 Minimum Test error found - save the configuration
: 241 | 3382.78 3105.27 0.0110402 0.00111969 80640.7 0
: 242 Minimum Test error found - save the configuration
: 242 | 3352.41 3076.1 0.0146638 0.00142769 60440.7 0
: 243 Minimum Test error found - save the configuration
: 243 | 3320.78 3048.49 0.0146742 0.0012638 59655.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3291.08 3020.73 0.0109264 0.00110526 81456.7 0
: 245 Minimum Test error found - save the configuration
: 245 | 3261.77 2992.21 0.0135832 0.00121621 64688.4 0
: 246 Minimum Test error found - save the configuration
: 246 | 3232.12 2963.84 0.0119204 0.00132699 75518.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3202.83 2936.3 0.0130299 0.00182329 71386.7 0
: 248 Minimum Test error found - save the configuration
: 248 | 3173.6 2909.28 0.0116492 0.00113105 76058.8 0
: 249 Minimum Test error found - save the configuration
: 249 | 3144.55 2882.07 0.0111903 0.0011538 79708.8 0
: 250 Minimum Test error found - save the configuration
: 250 | 3115.61 2856.06 0.0111505 0.00115491 80035.4 0
: 251 Minimum Test error found - save the configuration
: 251 | 3087.95 2829.47 0.0133113 0.00187422 69947.7 0
: 252 Minimum Test error found - save the configuration
: 252 | 3059.93 2802.94 0.0132003 0.00125781 66987.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3032.35 2776.85 0.0116782 0.00119938 76344.2 0
: 254 Minimum Test error found - save the configuration
: 254 | 3004.51 2751.65 0.0119921 0.00120962 74194.4 0
: 255 Minimum Test error found - save the configuration
: 255 | 2977.71 2725.64 0.0145577 0.00174663 62445.8 0
: 256 Minimum Test error found - save the configuration
: 256 | 2950.57 2700.16 0.0135257 0.00120732 64943.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2923.67 2675.39 0.0141461 0.00190984 65379.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2896.89 2651.01 0.0150348 0.00189731 60894.5 0
: 259 Minimum Test error found - save the configuration
: 259 | 2871.06 2626.43 0.0118904 0.00125059 75189.6 0
: 260 Minimum Test error found - save the configuration
: 260 | 2845.27 2601.52 0.0126299 0.00153417 72099.8 0
: 261 Minimum Test error found - save the configuration
: 261 | 2819.09 2577.85 0.0138383 0.00149484 64811.6 0
: 262 Minimum Test error found - save the configuration
: 262 | 2793.89 2553.68 0.0118982 0.00124178 75072 0
: 263 Minimum Test error found - save the configuration
: 263 | 2767.9 2531.17 0.0130095 0.00122795 67902.6 0
: 264 Minimum Test error found - save the configuration
: 264 | 2743.93 2507.27 0.0131148 0.00132734 67868.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2718.55 2484.42 0.0123522 0.00117938 71602.4 0
: 266 Minimum Test error found - save the configuration
: 266 | 2694.25 2461.22 0.0114756 0.0012124 77948.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2669.6 2438.7 0.0112573 0.00113985 79071.1 0
: 268 Minimum Test error found - save the configuration
: 268 | 2645.77 2415.83 0.0115133 0.00123279 77816.8 0
: 269 Minimum Test error found - save the configuration
: 269 | 2621.9 2393.44 0.0119224 0.0012547 74993.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2597.81 2371.39 0.0118899 0.00121812 74964.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2574.31 2349.67 0.0128077 0.00117161 68751.5 0
: 272 Minimum Test error found - save the configuration
: 272 | 2550.88 2328.15 0.0116691 0.00115632 76097.6 0
: 273 Minimum Test error found - save the configuration
: 273 | 2528 2307.08 0.0120591 0.00144393 75363.9 0
: 274 Minimum Test error found - save the configuration
: 274 | 2505.33 2285.25 0.0122153 0.00121928 72753.3 0
: 275 Minimum Test error found - save the configuration
: 275 | 2482.02 2265.26 0.0113512 0.00113975 78343.4 0
: 276 Minimum Test error found - save the configuration
: 276 | 2459.44 2244.63 0.0118509 0.00118195 74984.3 0
: 277 Minimum Test error found - save the configuration
: 277 | 2437.1 2223.94 0.0118926 0.00121031 74890.2 0
: 278 Minimum Test error found - save the configuration
: 278 | 2415.83 2202.82 0.0124665 0.00120372 71030.2 0
: 279 Minimum Test error found - save the configuration
: 279 | 2393.19 2182.45 0.0114101 0.00120767 78412.8 0
: 280 Minimum Test error found - save the configuration
: 280 | 2370.83 2163.41 0.0114929 0.00118133 77582.9 0
: 281 Minimum Test error found - save the configuration
: 281 | 2350.05 2143.08 0.0116334 0.00117605 76501.3 0
: 282 Minimum Test error found - save the configuration
: 282 | 2328.52 2123.22 0.0113093 0.00120282 79157.3 0
: 283 Minimum Test error found - save the configuration
: 283 | 2307.05 2104.2 0.0115865 0.00129598 77741.7 0
: 284 Minimum Test error found - save the configuration
: 284 | 2285.84 2085.3 0.0138504 0.00132295 63859.8 0
: 285 Minimum Test error found - save the configuration
: 285 | 2265.2 2065.82 0.0121649 0.00121744 73076.3 0
: 286 Minimum Test error found - save the configuration
: 286 | 2244.95 2046.14 0.0116047 0.00119919 76882.3 0
: 287 Minimum Test error found - save the configuration
: 287 | 2223.54 2027.72 0.0118663 0.0012938 75668 0
: 288 Minimum Test error found - save the configuration
: 288 | 2203.83 2008.48 0.012546 0.00160568 73124.3 0
: 289 Minimum Test error found - save the configuration
: 289 | 2183.04 1990.73 0.0128471 0.00164098 71389.9 0
: 290 Minimum Test error found - save the configuration
: 290 | 2163.22 1972.38 0.0135183 0.00126535 65290.3 0
: 291 Minimum Test error found - save the configuration
: 291 | 2143.39 1953.73 0.0123251 0.00117154 71725.7 0
: 292 Minimum Test error found - save the configuration
: 292 | 2123.08 1936.49 0.0124951 0.00134102 71722.6 0
: 293 Minimum Test error found - save the configuration
: 293 | 2104.36 1918.33 0.0116707 0.00119783 76387.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2084.04 1901.73 0.0118164 0.00116192 75085.6 0
: 295 Minimum Test error found - save the configuration
: 295 | 2066.39 1882.85 0.0113529 0.00115925 78480.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2045.64 1867.12 0.0114212 0.00112803 77721.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 2027.51 1849.52 0.0118525 0.0011764 74933.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 2008.87 1832.14 0.0109174 0.00111384 81602.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1989.47 1815.89 0.0112171 0.00111484 79190 0
: 300 Minimum Test error found - save the configuration
: 300 | 1971.83 1799.11 0.010967 0.00112794 81308.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1953.19 1782.64 0.010862 0.00114743 82350.4 0
: 302 Minimum Test error found - save the configuration
: 302 | 1935.54 1765.9 0.0114422 0.00144862 80051.7 0
: 303 Minimum Test error found - save the configuration
: 303 | 1916.84 1749.76 0.0168107 0.00186926 53542.5 0
: 304 Minimum Test error found - save the configuration
: 304 | 1898.82 1734.68 0.0170021 0.00186171 52838.9 0
: 305 Minimum Test error found - save the configuration
: 305 | 1881.73 1718.61 0.0171359 0.00187116 52408.3 0
: 306 Minimum Test error found - save the configuration
: 306 | 1864.05 1702.34 0.0170391 0.00184437 52649.8 0
: 307 Minimum Test error found - save the configuration
: 307 | 1846.22 1687.25 0.0170703 0.0018743 52645.6 0
: 308 Minimum Test error found - save the configuration
: 308 | 1829.45 1671.4 0.0171958 0.00188167 52239.3 0
: 309 Minimum Test error found - save the configuration
: 309 | 1811.83 1656.66 0.0171987 0.00187696 52213.4 0
: 310 Minimum Test error found - save the configuration
: 310 | 1794.98 1641.68 0.0169649 0.0018204 52824.3 0
: 311 Minimum Test error found - save the configuration
: 311 | 1778.08 1626.67 0.0169526 0.00181217 52838.6 0
: 312 Minimum Test error found - save the configuration
: 312 | 1761.36 1612.07 0.0129541 0.00153015 70028.5 0
: 313 Minimum Test error found - save the configuration
: 313 | 1745.43 1596.53 0.0114781 0.00112917 77302.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1728.39 1581.92 0.0108614 0.00109758 81935 0
: 315 Minimum Test error found - save the configuration
: 315 | 1712.28 1567.43 0.0109756 0.00113148 81266.7 0
: 316 Minimum Test error found - save the configuration
: 316 | 1695.66 1553.14 0.0164267 0.00182211 54777.4 0
: 317 Minimum Test error found - save the configuration
: 317 | 1679.83 1539.54 0.0167662 0.00183644 53584.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1664.13 1524.85 0.0169401 0.00184519 52998.1 0
: 319 Minimum Test error found - save the configuration
: 319 | 1648.01 1511.17 0.0169375 0.00184381 53002.4 0
: 320 Minimum Test error found - save the configuration
: 320 | 1632.57 1497.04 0.0168341 0.00183949 53352.5 0
: 321 Minimum Test error found - save the configuration
: 321 | 1616.74 1483.51 0.016953 0.00185304 52980.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1601.31 1470.55 0.0170245 0.00184949 52718.2 0
: 323 Minimum Test error found - save the configuration
: 323 | 1586.33 1456.68 0.0168961 0.00185828 53199.1 0
: 324 Minimum Test error found - save the configuration
: 324 | 1571.31 1443.12 0.0168656 0.00183757 53233.8 0
: 325 Minimum Test error found - save the configuration
: 325 | 1556.05 1429.9 0.0170894 0.00197387 52925.7 0
: 326 Minimum Test error found - save the configuration
: 326 | 1541.16 1416.81 0.0174895 0.00194001 51448.7 0
: 327 Minimum Test error found - save the configuration
: 327 | 1526.63 1403.83 0.0175104 0.00193062 51348.5 0
: 328 Minimum Test error found - save the configuration
: 328 | 1511.66 1391.42 0.0177502 0.00195892 50660.7 0
: 329 Minimum Test error found - save the configuration
: 329 | 1497.74 1378.06 0.01754 0.00194509 51298.9 0
: 330 Minimum Test error found - save the configuration
: 330 | 1483.33 1365.05 0.0174746 0.00194042 51499.3 0
: 331 Minimum Test error found - save the configuration
: 331 | 1468.32 1353.53 0.0173775 0.00187626 51608.9 0
: 332 Minimum Test error found - save the configuration
: 332 | 1455.42 1340.17 0.0173014 0.00192503 52027.9 0
: 333 Minimum Test error found - save the configuration
: 333 | 1440.87 1327.44 0.0172445 0.00192926 52235.4 0
: 334 Minimum Test error found - save the configuration
: 334 | 1426.4 1315.99 0.0175262 0.00191281 51238.1 0
: 335 Minimum Test error found - save the configuration
: 335 | 1413.38 1303.48 0.0174769 0.0019502 51524 0
: 336 Minimum Test error found - save the configuration
: 336 | 1399.94 1291.3 0.0174229 0.00199555 51856.1 0
: 337 Minimum Test error found - save the configuration
: 337 | 1385.88 1279.88 0.0177851 0.00193884 50485.1 0
: 338 Minimum Test error found - save the configuration
: 338 | 1373.17 1267.42 0.0174982 0.00196775 51511.7 0
: 339 Minimum Test error found - save the configuration
: 339 | 1359.73 1255.47 0.0174607 0.00192053 51479.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1346.26 1244.16 0.0176378 0.00194308 50972.4 0
: 341 Minimum Test error found - save the configuration
: 341 | 1333.48 1232.57 0.0176678 0.00192388 50813.2 0
: 342 Minimum Test error found - save the configuration
: 342 | 1321 1220.85 0.017377 0.00194545 51841.9 0
: 343 Minimum Test error found - save the configuration
: 343 | 1308.15 1209.32 0.0173024 0.00194793 52102.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1295.43 1198.36 0.0170498 0.00186677 52690.5 0
: 345 Minimum Test error found - save the configuration
: 345 | 1282.83 1187.1 0.0165735 0.00172424 53874.7 0
: 346 Minimum Test error found - save the configuration
: 346 | 1270.66 1175.77 0.0176589 0.00200222 51096.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1257.86 1165.5 0.0175796 0.00180699 50720.8 0
: 348 Minimum Test error found - save the configuration
: 348 | 1246.38 1154.19 0.0178046 0.00194571 50445 0
: 349 Minimum Test error found - save the configuration
: 349 | 1234.14 1143.24 0.0172202 0.00191246 52261.3 0
: 350 Minimum Test error found - save the configuration
: 350 | 1222.47 1132.49 0.017717 0.00189211 50553.1 0
: 351 Minimum Test error found - save the configuration
: 351 | 1209.93 1122.79 0.0179539 0.00200805 50169.8 0
: 352 Minimum Test error found - save the configuration
: 352 | 1199.23 1111.49 0.017939 0.00198092 50131.4 0
: 353 Minimum Test error found - save the configuration
: 353 | 1186.82 1101.44 0.0181063 0.00198366 49619.6 0
: 354 Minimum Test error found - save the configuration
: 354 | 1175.96 1090.4 0.017942 0.0020217 50250.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1164.34 1080.46 0.0180665 0.00199783 49786.3 0
: 356 Minimum Test error found - save the configuration
: 356 | 1153.03 1070.16 0.0180047 0.00199664 49974.9 0
: 357 Minimum Test error found - save the configuration
: 357 | 1141.82 1060.55 0.0179208 0.00187239 49849.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1130.73 1050.6 0.0164549 0.00186476 54831.7 0
: 359 Minimum Test error found - save the configuration
: 359 | 1120.13 1040.45 0.0168216 0.00178591 53206.8 0
: 360 Minimum Test error found - save the configuration
: 360 | 1108.88 1030.56 0.0167804 0.00183243 53518.9 0
: 361 Minimum Test error found - save the configuration
: 361 | 1098.35 1020.57 0.0169523 0.00182781 52894.5 0
: 362 Minimum Test error found - save the configuration
: 362 | 1087.57 1010.93 0.0170601 0.00186892 52662.3 0
: 363 Minimum Test error found - save the configuration
: 363 | 1076.84 1001.79 0.0168833 0.00177826 52962.6 0
: 364 Minimum Test error found - save the configuration
: 364 | 1066.2 992.595 0.017101 0.00184637 52443.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1056.46 982.227 0.0171296 0.00184784 52349.9 0
: 366 Minimum Test error found - save the configuration
: 366 | 1045.62 973.3 0.0170178 0.00186302 52788.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1035.27 964.133 0.0173049 0.00189347 51909.4 0
: 368 Minimum Test error found - save the configuration
: 368 | 1025.51 954.712 0.0173651 0.00186983 51628.8 0
: 369 Minimum Test error found - save the configuration
: 369 | 1015.63 945.455 0.0178066 0.00198826 50574.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 1005.36 936.769 0.0178527 0.0019691 50366.3 0
: 371 Minimum Test error found - save the configuration
: 371 | 995.528 927.37 0.0177423 0.00200695 50840.9 0
: 372 Minimum Test error found - save the configuration
: 372 | 985.698 918.592 0.0178028 0.00200696 50646.4 0
: 373 Minimum Test error found - save the configuration
: 373 | 976.184 910.464 0.0174208 0.0018159 51265.8 0
: 374 Minimum Test error found - save the configuration
: 374 | 966.65 901.289 0.0178053 0.00202494 50695.9 0
: 375 Minimum Test error found - save the configuration
: 375 | 956.993 892.733 0.0174789 0.00188569 51304.4 0
: 376 Minimum Test error found - save the configuration
: 376 | 948.069 883.632 0.0175697 0.00196373 51262.3 0
: 377 Minimum Test error found - save the configuration
: 377 | 938.237 875.553 0.0173318 0.00190117 51844.8 0
: 378 Minimum Test error found - save the configuration
: 378 | 929.157 866.773 0.0173927 0.001916 51690.8 0
: 379 Minimum Test error found - save the configuration
: 379 | 920.032 858.659 0.0176137 0.00195074 51076 0
: 380 Minimum Test error found - save the configuration
: 380 | 911.223 849.863 0.0174236 0.0019217 51606.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 901.974 841.781 0.0172841 0.00189774 51994.2 0
: 382 Minimum Test error found - save the configuration
: 382 | 893.041 833.771 0.0174268 0.00192633 51611.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 884.432 825.869 0.0174654 0.00193514 51512.4 0
: 384 Minimum Test error found - save the configuration
: 384 | 875.333 817.869 0.0170586 0.00177705 52350.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 867.291 809.409 0.0169883 0.00189775 53013.5 0
: 386 Minimum Test error found - save the configuration
: 386 | 858.294 801.603 0.017381 0.00193846 51805.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 849.817 793.521 0.0172049 0.00188544 52221.1 0
: 388 Minimum Test error found - save the configuration
: 388 | 841.234 785.665 0.0172764 0.0018887 51989.4 0
: 389 Minimum Test error found - save the configuration
: 389 | 832.656 778.225 0.0171852 0.0019231 52417.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 824.76 770.141 0.0170616 0.00188297 52705.8 0
: 391 Minimum Test error found - save the configuration
: 391 | 816.192 763.038 0.0172668 0.00196648 52286.5 0
: 392 Minimum Test error found - save the configuration
: 392 | 808.137 755.618 0.0175712 0.00193863 51175.1 0
: 393 Minimum Test error found - save the configuration
: 393 | 800.191 747.927 0.0175428 0.00198613 51425 0
: 394 Minimum Test error found - save the configuration
: 394 | 792.181 740.42 0.01758 0.00193495 51134.3 0
: 395 Minimum Test error found - save the configuration
: 395 | 784.223 733.221 0.0170241 0.00184888 52717.4 0
: 396 Minimum Test error found - save the configuration
: 396 | 776.453 725.733 0.01703 0.00182394 52610.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 768.622 718.668 0.0127826 0.00112922 68649.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 760.973 711.541 0.0122558 0.00115521 72068.3 0
: 399 Minimum Test error found - save the configuration
: 399 | 753.425 704.06 0.0113852 0.00118386 78421 0
: 400 Minimum Test error found - save the configuration
: 400 | 745.654 697.093 0.0118465 0.00119777 75126.6 0
: 401 Minimum Test error found - save the configuration
: 401 | 738.299 689.889 0.0123686 0.00116163 71384.3 0
: 402 Minimum Test error found - save the configuration
: 402 | 730.792 682.81 0.0119247 0.00122287 74753.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 723.236 676.136 0.0120172 0.0012299 74161.5 0
: 404 Minimum Test error found - save the configuration
: 404 | 716.18 669.442 0.0126546 0.00112126 69364 0
: 405 Minimum Test error found - save the configuration
: 405 | 708.98 662.3 0.0136424 0.00169226 66945 0
: 406 Minimum Test error found - save the configuration
: 406 | 701.914 655.997 0.0140277 0.00134658 63085.9 0
: 407 Minimum Test error found - save the configuration
: 407 | 694.979 649.295 0.01233 0.00150919 73931.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 687.618 642.333 0.0121592 0.00131437 73767.7 0
: 409 Minimum Test error found - save the configuration
: 409 | 680.742 636.083 0.0119621 0.00121089 74410.5 0
: 410 Minimum Test error found - save the configuration
: 410 | 673.864 629.325 0.0122406 0.00142878 73993.3 0
: 411 Minimum Test error found - save the configuration
: 411 | 666.724 623.087 0.0119964 0.00114597 73729.8 0
: 412 Minimum Test error found - save the configuration
: 412 | 660.14 616.911 0.0112435 0.00116118 79346.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 653.688 610.67 0.0115076 0.00114598 77207.9 0
: 414 Minimum Test error found - save the configuration
: 414 | 646.887 603.901 0.0117164 0.00126926 76576 0
: 415 Minimum Test error found - save the configuration
: 415 | 639.977 597.832 0.0118124 0.00129578 76070.1 0
: 416 Minimum Test error found - save the configuration
: 416 | 633.828 591.344 0.012253 0.00120529 72413.4 0
: 417 Minimum Test error found - save the configuration
: 417 | 627.068 585.331 0.0116406 0.00116517 76369.5 0
: 418 Minimum Test error found - save the configuration
: 418 | 620.881 579.962 0.0122795 0.00115347 71903.6 0
: 419 Minimum Test error found - save the configuration
: 419 | 614.962 573.671 0.0114225 0.00117206 78045.6 0
: 420 Minimum Test error found - save the configuration
: 420 | 608.299 567.679 0.0123858 0.00149219 73437.8 0
: 421 Minimum Test error found - save the configuration
: 421 | 602.238 561.83 0.0114486 0.00116892 77823.3 0
: 422 Minimum Test error found - save the configuration
: 422 | 596.22 555.694 0.0118951 0.00121725 74921.5 0
: 423 Minimum Test error found - save the configuration
: 423 | 589.604 550.254 0.0118358 0.0011903 75148.8 0
: 424 Minimum Test error found - save the configuration
: 424 | 583.587 544.239 0.0121234 0.00118471 73134.7 0
: 425 Minimum Test error found - save the configuration
: 425 | 577.659 538.472 0.0115725 0.00114054 76687.2 0
: 426 Minimum Test error found - save the configuration
: 426 | 571.425 532.801 0.0111267 0.00118684 80484.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 565.821 526.707 0.0125545 0.00142975 71911.8 0
: 428 Minimum Test error found - save the configuration
: 428 | 559.506 521.771 0.0122807 0.00128705 72769.6 0
: 429 Minimum Test error found - save the configuration
: 429 | 554.199 516.417 0.0126927 0.00145774 71206.3 0
: 430 Minimum Test error found - save the configuration
: 430 | 548.518 510.76 0.0122435 0.00114079 72054.7 0
: 431 Minimum Test error found - save the configuration
: 431 | 542.611 504.894 0.0119489 0.00122165 74576.1 0
: 432 Minimum Test error found - save the configuration
: 432 | 536.797 500.679 0.0116258 0.00122153 76891.5 0
: 433 Minimum Test error found - save the configuration
: 433 | 531.555 494.577 0.0114839 0.00113269 77285.3 0
: 434 Minimum Test error found - save the configuration
: 434 | 525.73 489.32 0.0140777 0.00136102 62909.5 0
: 435 Minimum Test error found - save the configuration
: 435 | 520.623 484.531 0.0124367 0.00123473 71415.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 514.856 479.183 0.0121405 0.00166634 76378.2 0
: 437 Minimum Test error found - save the configuration
: 437 | 509.858 473.824 0.0123382 0.00120723 71871.3 0
: 438 Minimum Test error found - save the configuration
: 438 | 504.252 468.49 0.0128527 0.00138384 69753.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 499.257 463.701 0.0119963 0.0011892 74025.2 0
: 440 Minimum Test error found - save the configuration
: 440 | 494.089 459.429 0.015331 0.00188221 59484.8 0
: 441 Minimum Test error found - save the configuration
: 441 | 489.143 453.727 0.0171176 0.00185821 52426.9 0
: 442 Minimum Test error found - save the configuration
: 442 | 483.696 448.782 0.0170989 0.00184997 52462.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 478.649 443.968 0.0171526 0.00187931 52379.2 0
: 444 Minimum Test error found - save the configuration
: 444 | 473.605 439.522 0.0169386 0.00181887 52911 0
: 445 Minimum Test error found - save the configuration
: 445 | 468.798 434.661 0.0169841 0.00183381 52804.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 463.908 430.077 0.0171052 0.00183606 52393.4 0
: 447 Minimum Test error found - save the configuration
: 447 | 459.427 424.594 0.0169931 0.00179403 52635 0
: 448 Minimum Test error found - save the configuration
: 448 | 453.927 420.363 0.0168951 0.00182995 53102.7 0
: 449 Minimum Test error found - save the configuration
: 449 | 449.338 415.938 0.0170199 0.00186235 52778.9 0
: 450 Minimum Test error found - save the configuration
: 450 | 444.86 411.125 0.0170801 0.00186313 52572.9 0
: 451 Minimum Test error found - save the configuration
: 451 | 439.93 406.644 0.0171555 0.00185753 52294.5 0
: 452 Minimum Test error found - save the configuration
: 452 | 435.367 402.498 0.0170769 0.0018735 52619.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 430.729 397.888 0.0166718 0.00174947 53610.9 0
: 454 Minimum Test error found - save the configuration
: 454 | 426.147 393.788 0.0164866 0.00177783 54389.4 0
: 455 Minimum Test error found - save the configuration
: 455 | 422.294 390.38 0.0166818 0.00182277 53839.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 417.629 385.499 0.016255 0.00176845 55223.5 0
: 457 Minimum Test error found - save the configuration
: 457 | 413.198 380.52 0.0165385 0.00183403 54405.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 408.615 376.3 0.0166935 0.00183713 53848.8 0
: 459 Minimum Test error found - save the configuration
: 459 | 404.257 372.388 0.0167034 0.00177258 53580.5 0
: 460 Minimum Test error found - save the configuration
: 460 | 400.038 368.194 0.0166814 0.00177896 53682.4 0
: 461 Minimum Test error found - save the configuration
: 461 | 395.897 364.037 0.0165256 0.00173968 54105.7 0
: 462 Minimum Test error found - save the configuration
: 462 | 391.665 360.121 0.0163926 0.00179507 54803.6 0
: 463 Minimum Test error found - save the configuration
: 463 | 387.435 356.163 0.0164282 0.00179218 54659.6 0
: 464 Minimum Test error found - save the configuration
: 464 | 383.268 352.643 0.0175215 0.00196548 51426.9 0
: 465 Minimum Test error found - save the configuration
: 465 | 379.298 348.106 0.017581 0.00195113 51183.9 0
: 466 Minimum Test error found - save the configuration
: 466 | 375.258 344.414 0.0175543 0.00195036 51269.1 0
: 467 Minimum Test error found - save the configuration
: 467 | 371.336 340.715 0.0176397 0.00193887 50952.7 0
: 468 Minimum Test error found - save the configuration
: 468 | 367.698 337.3 0.0169977 0.00176178 52507.5 0
: 469 Minimum Test error found - save the configuration
: 469 | 363.358 333.226 0.0160714 0.00174118 55826 0
: 470 Minimum Test error found - save the configuration
: 470 | 359.485 329.308 0.0171397 0.00192541 52582 0
: 471 Minimum Test error found - save the configuration
: 471 | 355.857 325.491 0.0174988 0.00193891 51414.4 0
: 472 Minimum Test error found - save the configuration
: 472 | 352.269 321.887 0.0175717 0.00192319 51123.2 0
: 473 Minimum Test error found - save the configuration
: 473 | 348.07 318.167 0.0174386 0.0018781 51412.3 0
: 474 Minimum Test error found - save the configuration
: 474 | 344.655 314.545 0.0173748 0.00192609 51784.4 0
: 475 Minimum Test error found - save the configuration
: 475 | 340.592 311.302 0.0172906 0.0018718 51884.8 0
: 476 Minimum Test error found - save the configuration
: 476 | 337.325 307.323 0.017289 0.00187844 51912.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 333.663 303.994 0.0170178 0.00187082 52815.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 329.857 300.74 0.017101 0.00188802 52586.7 0
: 479 Minimum Test error found - save the configuration
: 479 | 326.508 297.616 0.017233 0.00191805 52236.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 322.893 294.565 0.017004 0.0019051 52983.9 0
: 481 Minimum Test error found - save the configuration
: 481 | 319.518 290.308 0.016905 0.00191053 53353 0
: 482 Minimum Test error found - save the configuration
: 482 | 315.912 287.227 0.016873 0.00189146 53399 0
: 483 Minimum Test error found - save the configuration
: 483 | 312.554 284.185 0.0168881 0.0019035 53388 0
: 484 Minimum Test error found - save the configuration
: 484 | 309.087 280.7 0.0170538 0.00187214 52695.2 0
: 485 Minimum Test error found - save the configuration
: 485 | 305.996 277.043 0.0170153 0.00188597 52877.5 0
: 486 Minimum Test error found - save the configuration
: 486 | 302.503 274.805 0.0168904 0.00188831 53325.8 0
: 487 Minimum Test error found - save the configuration
: 487 | 299.37 271.367 0.0170999 0.00187933 52560.6 0
: 488 Minimum Test error found - save the configuration
: 488 | 296.218 268.059 0.0171421 0.00192826 52583.7 0
: 489 Minimum Test error found - save the configuration
: 489 | 293.183 265.063 0.0168985 0.00183826 53119.9 0
: 490 Minimum Test error found - save the configuration
: 490 | 289.462 261.672 0.0166656 0.00187794 54099.3 0
: 491 Minimum Test error found - save the configuration
: 491 | 286.581 258.85 0.0171941 0.00189763 52299.6 0
: 492 Minimum Test error found - save the configuration
: 492 | 283.39 255.902 0.0169772 0.00187433 52970 0
: 493 Minimum Test error found - save the configuration
: 493 | 280.39 253.688 0.0170325 0.00183803 52650.7 0
: 494 Minimum Test error found - save the configuration
: 494 | 277.295 250.2 0.016807 0.00191767 53729.6 0
: 495 Minimum Test error found - save the configuration
: 495 | 274.343 247.059 0.0171166 0.00191808 52636.8 0
: 496 Minimum Test error found - save the configuration
: 496 | 271.307 244.595 0.0170842 0.00185127 52517.9 0
: 497 Minimum Test error found - save the configuration
: 497 | 268.389 241.335 0.0173645 0.00191725 51789 0
: 498 Minimum Test error found - save the configuration
: 498 | 265.363 238.747 0.0171079 0.0019147 52655 0
: 499 Minimum Test error found - save the configuration
: 499 | 262.531 236.131 0.0172989 0.00178787 51576.1 0
: 500 Minimum Test error found - save the configuration
: 500 | 259.818 233.304 0.0169506 0.00190673 53177.8 0
: 501 Minimum Test error found - save the configuration
: 501 | 256.751 230.839 0.0166432 0.00185692 54104.4 0
: 502 Minimum Test error found - save the configuration
: 502 | 253.981 228 0.0169341 0.00183436 52981.2 0
: 503 Minimum Test error found - save the configuration
: 503 | 251.251 225.058 0.0167347 0.00187122 53823.2 0
: 504 Minimum Test error found - save the configuration
: 504 | 248.5 222.585 0.0167853 0.00188629 53694.8 0
: 505 Minimum Test error found - save the configuration
: 505 | 245.814 219.97 0.0169524 0.00187251 53050.9 0
: 506 Minimum Test error found - save the configuration
: 506 | 242.871 218.439 0.0167285 0.00182857 53691.5 0
: 507 Minimum Test error found - save the configuration
: 507 | 240.628 215.823 0.0166943 0.00177402 53618.5 0
: 508 Minimum Test error found - save the configuration
: 508 | 238.315 214.312 0.0168167 0.0018309 53384 0
: 509 Minimum Test error found - save the configuration
: 509 | 235.416 210.612 0.0168092 0.0018633 53526.5 0
: 510 Minimum Test error found - save the configuration
: 510 | 232.842 209.307 0.0164126 0.00184106 54901.6 0
: 511 Minimum Test error found - save the configuration
: 511 | 230.497 207.733 0.0167485 0.00184262 53670 0
: 512 Minimum Test error found - save the configuration
: 512 | 227.564 204.106 0.0167676 0.0017998 53448 0
: 513 Minimum Test error found - save the configuration
: 513 | 225.036 201.904 0.0171118 0.00191084 52628.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 222.719 199.218 0.0170238 0.00190458 52913 0
: 515 Minimum Test error found - save the configuration
: 515 | 220.058 196.762 0.0171087 0.00191375 52649.1 0
: 516 Minimum Test error found - save the configuration
: 516 | 217.809 195.957 0.0170024 0.00183772 52754.2 0
: 517 Minimum Test error found - save the configuration
: 517 | 215.433 192.618 0.0170705 0.00189647 52721.8 0
: 518 Minimum Test error found - save the configuration
: 518 | 212.881 191.069 0.0173794 0.0019638 51895.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 210.553 187.997 0.0172263 0.00189996 52197.7 0
: 520 Minimum Test error found - save the configuration
: 520 | 208.302 186.773 0.0173748 0.00193222 51804.9 0
: 521 Minimum Test error found - save the configuration
: 521 | 206.072 184.421 0.0174819 0.00194713 51497.2 0
: 522 Minimum Test error found - save the configuration
: 522 | 203.606 182.139 0.0173601 0.00187048 51647.5 0
: 523 Minimum Test error found - save the configuration
: 523 | 201.486 180.597 0.0167645 0.00188896 53779.6 0
: 524 Minimum Test error found - save the configuration
: 524 | 199.498 178.671 0.0170618 0.00186225 52633.3 0
: 525 Minimum Test error found - save the configuration
: 525 | 197.127 176.313 0.0172832 0.0019413 52144.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 194.648 174.044 0.0175253 0.00190795 51225.1 0
: 527 Minimum Test error found - save the configuration
: 527 | 192.676 171.343 0.0173706 0.00192407 51791.5 0
: 528 Minimum Test error found - save the configuration
: 528 | 190.371 170.465 0.0169687 0.00186358 52962.3 0
: 529 Minimum Test error found - save the configuration
: 529 | 188.599 168.012 0.0169752 0.00183133 52826.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 186.179 166.173 0.0170592 0.00188122 52708 0
: 531 Minimum Test error found - save the configuration
: 531 | 184.071 165.837 0.0169968 0.00186163 52857.2 0
: 532 Minimum Test error found - save the configuration
: 532 | 182.222 164.625 0.0171216 0.00190548 52575.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 180.174 160.111 0.0165001 0.0018928 54767.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 178.077 158.129 0.0171206 0.00184292 52364 0
: 535 Minimum Test error found - save the configuration
: 535 | 176.159 156.171 0.0168369 0.00183117 53312.8 0
: 536 Minimum Test error found - save the configuration
: 536 | 174.173 155.823 0.016727 0.00186936 53844.2 0
: 537 Minimum Test error found - save the configuration
: 537 | 172.391 151.991 0.016639 0.0018094 53946.2 0
: 538 Minimum Test error found - save the configuration
: 538 | 170.039 150.106 0.0169055 0.00185806 53165.2 0
: 539 Minimum Test error found - save the configuration
: 539 | 168.132 148.954 0.0160359 0.00169422 55781.5 0
: 540 Minimum Test error found - save the configuration
: 540 | 166.345 148.747 0.0159738 0.00177073 56325.8 0
: 541 Minimum Test error found - save the configuration
: 541 | 164.614 145.525 0.0165741 0.00181415 54200.7 0
: 542 Minimum Test error found - save the configuration
: 542 | 162.225 144.358 0.0168888 0.00185252 53204.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 160.492 142.883 0.0169087 0.00185688 53149.7 0
: 544 Minimum Test error found - save the configuration
: 544 | 158.521 140.907 0.0168014 0.00181301 53374.7 0
: 545 Minimum Test error found - save the configuration
: 545 | 156.668 139.174 0.0166603 0.00181527 53890 0
: 546 Minimum Test error found - save the configuration
: 546 | 154.944 137.374 0.0166796 0.00181269 53810.8 0
: 547 Minimum Test error found - save the configuration
: 547 | 153.215 137.131 0.0168989 0.00188979 53301 0
: 548 Minimum Test error found - save the configuration
: 548 | 151.268 135.011 0.0165805 0.00184182 54278.9 0
: 549 Minimum Test error found - save the configuration
: 549 | 149.716 133.646 0.0166379 0.00185261 54107.9 0
: 550 Minimum Test error found - save the configuration
: 550 | 147.779 130.999 0.0165072 0.0018397 54542.5 0
: 551 Minimum Test error found - save the configuration
: 551 | 146.016 129.786 0.0156096 0.00169068 57475.9 0
: 552 Minimum Test error found - save the configuration
: 552 | 144.603 129.326 0.0154482 0.00162578 57876.9 0
: 553 Minimum Test error found - save the configuration
: 553 | 142.797 128.664 0.0153491 0.00166649 58468.3 0
: 554 Minimum Test error found - save the configuration
: 554 | 141.218 125.641 0.0153725 0.00165637 58325.5 0
: 555 Minimum Test error found - save the configuration
: 555 | 139.473 123.794 0.0154044 0.0016479 58154.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 137.895 121.67 0.0153562 0.0016531 58380.8 0
: 557 Minimum Test error found - save the configuration
: 557 | 136.21 120.489 0.0154402 0.00164045 57972.2 0
: 558 Minimum Test error found - save the configuration
: 558 | 134.51 119.217 0.0154958 0.0016752 57884.8 0
: 559 Minimum Test error found - save the configuration
: 559 | 132.953 118.674 0.0155054 0.00163386 57672 0
: 560 Minimum Test error found - save the configuration
: 560 | 131.326 117.409 0.0152629 0.00164488 58745.6 0
: 561 Minimum Test error found - save the configuration
: 561 | 130.008 115.964 0.0153243 0.00165566 58528.2 0
: 562 Minimum Test error found - save the configuration
: 562 | 128.337 113.663 0.0151931 0.00161456 58916.4 0
: 563 Minimum Test error found - save the configuration
: 563 | 126.863 112.929 0.0157235 0.0017748 57353.1 0
: 564 Minimum Test error found - save the configuration
: 564 | 125.36 110.46 0.0151104 0.00162769 59335.5 0
: 565 Minimum Test error found - save the configuration
: 565 | 123.847 109.579 0.0152675 0.00160988 58575.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 122.3 108.033 0.0155222 0.00186565 58580 0
: 567 Minimum Test error found - save the configuration
: 567 | 121.174 107.658 0.0164652 0.00179218 54521.7 0
: 568 Minimum Test error found - save the configuration
: 568 | 119.617 105.231 0.0161666 0.0017044 55316.7 0
: 569 Minimum Test error found - save the configuration
: 569 | 118.344 104.552 0.0164402 0.00188433 54960.7 0
: 570 Minimum Test error found - save the configuration
: 570 | 116.776 102.468 0.0166261 0.00177209 53857.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 115.608 101.345 0.016723 0.00186578 53845.7 0
: 572 Minimum Test error found - save the configuration
: 572 | 114.012 99.9649 0.0167992 0.00186258 53559.8 0
: 573 Minimum Test error found - save the configuration
: 573 | 112.752 99.2154 0.0170982 0.00188728 52593.6 0
: 574 Minimum Test error found - save the configuration
: 574 | 111.47 97.8549 0.0169348 0.00180837 52887.7 0
: 575 Minimum Test error found - save the configuration
: 575 | 110.109 96.7562 0.0165805 0.001839 54268.6 0
: 576 Minimum Test error found - save the configuration
: 576 | 108.805 95.8503 0.0166398 0.00178829 53866.8 0
: 577 Minimum Test error found - save the configuration
: 577 | 107.269 94.2002 0.0166874 0.00179932 53734.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 106.117 93.6573 0.0167662 0.00185639 53656.1 0
: 579 Minimum Test error found - save the configuration
: 579 | 104.992 93.1801 0.0168967 0.00183677 53120.9 0
: 580 Minimum Test error found - save the configuration
: 580 | 103.754 90.4849 0.0169036 0.00181032 53003.8 0
: 581 Minimum Test error found - save the configuration
: 581 | 102.716 89.4174 0.0169478 0.00187593 53078.9 0
: 582 Minimum Test error found - save the configuration
: 582 | 101.242 88.2664 0.0171252 0.00189029 52511.1 0
: 583 | 100.049 88.5767 0.0170504 0.00180556 52476.8 1
: 584 Minimum Test error found - save the configuration
: 584 | 98.8358 86.6592 0.0169715 0.00189573 53065.3 0
: 585 Minimum Test error found - save the configuration
: 585 | 97.6241 85.1335 0.0169775 0.00181693 52768.4 0
: 586 Minimum Test error found - save the configuration
: 586 | 96.3202 84.8172 0.0169184 0.00184567 53075.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 95.3199 83.303 0.0170219 0.00184334 52705.8 0
: 588 | 94.5476 83.503 0.0168059 0.00179246 53285.7 1
: 589 Minimum Test error found - save the configuration
: 589 | 93.2387 81.0983 0.0166379 0.00182474 54006.1 0
: 590 Minimum Test error found - save the configuration
: 590 | 92.0424 80.2772 0.016887 0.00186698 53262.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 90.8393 79.4052 0.0167403 0.00190965 53942.2 0
: 592 Minimum Test error found - save the configuration
: 592 | 89.8585 78.6548 0.0169057 0.00188871 53273.1 0
: 593 Minimum Test error found - save the configuration
: 593 | 88.7837 76.8889 0.0168565 0.00186011 53346.2 0
: 594 Minimum Test error found - save the configuration
: 594 | 87.9553 76.6961 0.0167781 0.00190642 53793.5 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.0725 75.9005 0.0168047 0.00189914 53671.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 85.8253 74.4341 0.0171007 0.00188796 52587.7 0
: 597 Minimum Test error found - save the configuration
: 597 | 84.5728 72.7878 0.0171607 0.00184335 52228.3 0
: 598 Minimum Test error found - save the configuration
: 598 | 83.8509 72.6357 0.0172223 0.00189135 52181.9 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.1986 71.3096 0.017548 0.001931 51226.1 0
: 600 Minimum Test error found - save the configuration
: 600 | 81.7291 70.3892 0.0171834 0.00185447 52189 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.0183 69.7262 0.0171042 0.00199577 52950.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 79.7882 68.9645 0.0175519 0.00191698 51167.3 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.0125 67.5625 0.0170684 0.00189497 52723.7 0
: 604 Minimum Test error found - save the configuration
: 604 | 78.1224 66.4808 0.017453 0.00192019 51503.7 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.2859 65.7245 0.017372 0.00192151 51778.2 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.37 65.0793 0.0177341 0.00197817 50774.5 0
: 607 Minimum Test error found - save the configuration
: 607 | 75.4526 64.5859 0.0175831 0.00195703 51196.6 0
: 608 Minimum Test error found - save the configuration
: 608 | 74.5516 63.893 0.01768 0.00190342 50708.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 73.8296 62.4771 0.0176783 0.00195206 50870.4 0
: 610 Minimum Test error found - save the configuration
: 610 | 72.7979 61.9189 0.0177938 0.00197803 50582.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 71.832 61.4695 0.0177521 0.00196085 50661.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.0392 60.3536 0.0175955 0.00191233 51010.1 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.1783 59.1519 0.0174486 0.00194612 51604.7 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.4912 59.0072 0.0176292 0.00197979 51120.3 0
: 615 Minimum Test error found - save the configuration
: 615 | 68.596 57.5912 0.0177271 0.00181666 50281.6 0
: 616 Minimum Test error found - save the configuration
: 616 | 67.7508 57.2784 0.017529 0.00192841 51280.3 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.1583 57.1022 0.0175733 0.00194524 51189.9 0
: 618 Minimum Test error found - save the configuration
: 618 | 66.2269 56.076 0.017402 0.00190735 51630.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 65.6025 54.5528 0.0173405 0.00189985 51811.4 0
: 620 Minimum Test error found - save the configuration
: 620 | 64.6409 54.2805 0.0171419 0.00178657 52099.3 0
: 621 Minimum Test error found - save the configuration
: 621 | 63.9551 54.1381 0.0160532 0.00169338 55711 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.028 52.5892 0.0170613 0.00187092 52664.9 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.3631 51.5626 0.0172616 0.00191081 52114.7 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.4257 51.195 0.0172579 0.00192509 52175.7 0
: 625 Minimum Test error found - save the configuration
: 625 | 60.8369 50.9717 0.0172519 0.00193472 52228.8 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5282 50.1186 0.0160539 0.00115805 53706.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.6681 49.0677 0.0140506 0.00187785 65720.3 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.9701 49.0539 0.0176034 0.00197008 51172.7 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.3134 47.9285 0.0177879 0.0019745 50589.9 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.5926 46.9843 0.0176681 0.00195376 50909.1 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.8355 46.392 0.0175436 0.0018663 51029.1 0
: 632 Minimum Test error found - save the configuration
: 632 | 56.0505 46.3413 0.0175067 0.00197586 51510.5 0
: 633 Minimum Test error found - save the configuration
: 633 | 55.5365 45.5421 0.0174757 0.00191045 51396.5 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.6356 44.9842 0.0173573 0.00177783 51349.6 0
: 635 Minimum Test error found - save the configuration
: 635 | 53.9058 44.061 0.0174853 0.00195062 51497.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.4126 43.5939 0.0176924 0.00195133 50822.4 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.6406 42.6013 0.0175417 0.00187693 51070.2 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.0744 41.8911 0.0176267 0.00193925 50996.2 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.2959 41.3354 0.0175813 0.00184966 50852.9 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.8473 40.6334 0.0174932 0.00188901 51268.1 0
: 641 | 50.189 40.6735 0.017499 0.00182473 51039.1 1
: 642 Minimum Test error found - save the configuration
: 642 | 49.7413 40.5279 0.0173765 0.00193849 51820 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.0209 39.8351 0.0174535 0.00189838 51430.1 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.701 39.1912 0.0172605 0.00190755 52107.3 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.1821 38.9402 0.0172704 0.00188896 52010.7 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.442 38.2921 0.0173191 0.00194101 52022 0
: 647 Minimum Test error found - save the configuration
: 647 | 47.3772 37.7475 0.0172175 0.00193047 52332.1 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.6301 37.0472 0.0173684 0.00185795 51578.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.8869 36.3006 0.0167777 0.00186292 53638 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.2956 35.7232 0.017351 0.0019208 51846.3 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.4777 34.9058 0.0173277 0.00168094 51128.8 0
: 652 Minimum Test error found - save the configuration
: 652 | 43.9758 34.6858 0.0158835 0.00181053 56846.5 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.5007 34.2588 0.0166349 0.00181094 53966.8 0
: 654 Minimum Test error found - save the configuration
: 654 | 42.9093 33.3762 0.0163502 0.00177807 54899.4 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.3289 32.6894 0.016504 0.00179128 54374.6 0
: 656 Minimum Test error found - save the configuration
: 656 | 42.0465 32.6428 0.0168652 0.00186946 53348.3 0
: 657 | 41.843 32.8947 0.0170133 0.00193074 53041.2 1
: 658 Minimum Test error found - save the configuration
: 658 | 41.3371 31.8441 0.0170211 0.00186755 52792.9 0
: 659 Minimum Test error found - save the configuration
: 659 | 40.9041 31.7154 0.0170189 0.00187962 52842.7 0
: 660 Minimum Test error found - save the configuration
: 660 | 40.5365 30.68 0.0171283 0.0018714 52435.3 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.5606 30.1854 0.017095 0.00186693 52534.7 0
: 662 | 39.3375 30.1961 0.0167337 0.00162035 52933.5 1
: 663 Minimum Test error found - save the configuration
: 663 | 38.6061 29.8731 0.0160817 0.00176508 55879.2 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.2738 29.1045 0.0166621 0.00187849 54113.9 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.6259 28.4538 0.0168727 0.00185162 53258.4 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.193 27.9757 0.0170193 0.00189821 52906.3 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7595 27.4196 0.017046 0.00188716 52774.5 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3242 26.972 0.0169391 0.00196983 53442.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.9343 26.8699 0.0179108 0.00199886 50276.7 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.6706 26.6502 0.0176232 0.00194918 51039.7 0
: 671 Minimum Test error found - save the configuration
: 671 | 35.2232 26.1725 0.0179022 0.00201313 50349.1 0
: 672 Minimum Test error found - save the configuration
: 672 | 34.9592 25.7224 0.0176761 0.00195789 50896.5 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2384 25.2183 0.0176981 0.00195627 50819.9 0
: 674 | 34.1069 25.2211 0.0174683 0.00183351 51167.8 1
: 675 Minimum Test error found - save the configuration
: 675 | 33.564 24.7451 0.0175955 0.00196182 51171.6 0
: 676 Minimum Test error found - save the configuration
: 676 | 33.0266 24.2796 0.0175429 0.00194841 51300.3 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.5108 23.8822 0.0176922 0.00194621 50806.5 0
: 678 Minimum Test error found - save the configuration
: 678 | 32.0902 23.2897 0.0176931 0.00194779 50808.7 0
: 679 Minimum Test error found - save the configuration
: 679 | 31.6656 23.1953 0.0176704 0.00197145 50958.9 0
: 680 Minimum Test error found - save the configuration
: 680 | 31.4909 22.8113 0.0179362 0.00201605 50250.9 0
: 681 Minimum Test error found - save the configuration
: 681 | 31.3374 22.7176 0.0178559 0.00200909 50483.4 0
: 682 Minimum Test error found - save the configuration
: 682 | 31.0495 21.7713 0.0178155 0.00196821 50481.7 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.2679 21.6251 0.017878 0.00197502 50305 0
: 684 Minimum Test error found - save the configuration
: 684 | 30.0429 21.2386 0.0178311 0.00198603 50488.8 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.5872 21.1973 0.0178619 0.00199074 50405.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.2169 20.29 0.0143019 0.00119791 61050.1 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.5956 20.2269 0.0125067 0.00132907 71571.8 0
: 688 Minimum Test error found - save the configuration
: 688 | 28.3524 19.952 0.0126524 0.00127538 70317.2 0
: 689 | 28.097 20.2672 0.0124731 0.00127621 71448.2 1
: 690 Minimum Test error found - save the configuration
: 690 | 27.8195 19.7881 0.0136837 0.0018569 67643.2 0
: 691 Minimum Test error found - save the configuration
: 691 | 27.4965 19.6426 0.0174556 0.00192131 51499 0
: 692 Minimum Test error found - save the configuration
: 692 | 27.0891 19.3987 0.0172179 0.00168567 51505.8 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.5709 19.1797 0.0128098 0.0012792 69380.9 0
: 694 Minimum Test error found - save the configuration
: 694 | 26.4865 18.5794 0.011366 0.00111713 78057.2 0
: 695 Minimum Test error found - save the configuration
: 695 | 26.1257 18.154 0.0122543 0.0012315 72576.6 0
: 696 | 25.7615 18.2331 0.012229 0.00116576 72311.6 1
: 697 Minimum Test error found - save the configuration
: 697 | 25.4526 17.8689 0.0122385 0.00122913 72665.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 25.0323 17.1899 0.0121282 0.00139064 74505.1 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.5534 16.9005 0.0126758 0.00119547 69684.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.3266 16.7678 0.011962 0.00115504 74026.1 0
: 701 | 24.2857 17.8119 0.0118328 0.00123524 75489 1
: 702 | 23.8528 16.8725 0.0116437 0.00113983 76162.5 2
: 703 Minimum Test error found - save the configuration
: 703 | 23.5161 15.7433 0.0114526 0.00114387 77604.5 0
: 704 Minimum Test error found - save the configuration
: 704 | 23.169 15.7007 0.0120268 0.0013684 75057.9 0
: 705 | 22.7236 15.7592 0.0116948 0.00128514 76851.7 1
: 706 Minimum Test error found - save the configuration
: 706 | 22.6513 15.2997 0.0114312 0.00113833 77723.8 0
: 707 | 22.3914 15.4691 0.0113844 0.0010735 77587.6 1
: 708 Minimum Test error found - save the configuration
: 708 | 21.946 15.0323 0.0112066 0.00113331 79418.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.5388 14.6091 0.0111462 0.00112388 79822.1 0
: 710 | 21.2321 14.7759 0.0111231 0.00107412 79610.5 1
: 711 | 21.1239 14.6158 0.0111821 0.00106876 79103.4 2
: 712 Minimum Test error found - save the configuration
: 712 | 20.9811 14.343 0.0112223 0.00124545 80185.8 0
: 713 Minimum Test error found - save the configuration
: 713 | 20.7062 13.7339 0.0113059 0.00112897 78609.3 0
: 714 | 20.1925 14.0207 0.0112212 0.00107838 78873.7 1
: 715 Minimum Test error found - save the configuration
: 715 | 19.9919 13.7175 0.011437 0.00124077 78460 0
: 716 | 20.2502 14.3049 0.0134366 0.0018011 68755.1 1
: 717 Minimum Test error found - save the configuration
: 717 | 19.5543 13.196 0.0171157 0.00169482 51877.6 0
: 718 | 19.2096 13.4216 0.0147445 0.00130116 59509.2 1
: 719 Minimum Test error found - save the configuration
: 719 | 18.9666 12.9621 0.0121227 0.00136572 74370.2 0
: 720 Minimum Test error found - save the configuration
: 720 | 18.6495 12.4685 0.0120762 0.00133599 74486.8 0
: 721 Minimum Test error found - save the configuration
: 721 | 18.4156 12.3067 0.0121658 0.00132443 73791.5 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.0044 12.0857 0.0126673 0.00126665 70171.6 0
: 723 | 18.1025 12.5916 0.0122138 0.00119934 72632 1
: 724 | 17.9293 12.6619 0.0145071 0.0014375 61210.7 2
: 725 | 17.7049 12.1953 0.0141864 0.00119414 61575.2 3
: 726 Minimum Test error found - save the configuration
: 726 | 17.3875 11.4401 0.0133521 0.0015085 67546.9 0
: 727 | 16.9577 11.7759 0.0125869 0.00114213 69901.1 1
: 728 | 16.8625 11.7051 0.0115941 0.00114415 76555.2 2
: 729 | 16.5492 11.6159 0.0129019 0.00110284 67801.8 3
: 730 Minimum Test error found - save the configuration
: 730 | 16.4067 11.1482 0.0112548 0.00112992 79013 0
: 731 Minimum Test error found - save the configuration
: 731 | 16.3586 11.0389 0.011185 0.00115993 79799.7 0
: 732 | 16.3141 11.1666 0.0110811 0.0010681 79896.5 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.9218 10.7034 0.0111315 0.00111697 79883.7 0
: 734 | 15.447 10.733 0.0110484 0.00107416 80207 1
: 735 Minimum Test error found - save the configuration
: 735 | 15.5136 10.539 0.0111543 0.00112883 79796.5 0
: 736 | 15.4269 10.6712 0.0111165 0.0010875 79768.8 1
: 737 Minimum Test error found - save the configuration
: 737 | 15.0698 10.2601 0.0111674 0.00111944 79618.1 0
: 738 | 14.824 10.6622 0.0110592 0.00107141 80097.8 1
: 739 | 14.5304 10.3655 0.0110649 0.00106979 80039.3 2
: 740 Minimum Test error found - save the configuration
: 740 | 14.3506 10.0829 0.011104 0.00111657 80100.6 0
: 741 Minimum Test error found - save the configuration
: 741 | 14.2641 9.47119 0.0110395 0.00111142 80579.6 0
: 742 Minimum Test error found - save the configuration
: 742 | 13.9289 9.4055 0.0111487 0.00112067 79776.5 0
: 743 Minimum Test error found - save the configuration
: 743 | 13.719 8.95426 0.0113051 0.00138273 80625.7 0
: 744 | 13.6841 9.62941 0.0143392 0.0014399 62018.8 1
: 745 | 13.6783 9.02998 0.0171384 0.00178574 52108.3 2
: 746 | 13.6296 9.24801 0.013277 0.00112266 65820.1 3
: 747 | 13.5237 9.1111 0.0140575 0.00182186 65382.5 4
: 748 Minimum Test error found - save the configuration
: 748 | 12.979 8.64218 0.0116887 0.00115283 75930.9 0
: 749 | 12.917 9.19146 0.0110858 0.00111394 80225.8 1
: 750 Minimum Test error found - save the configuration
: 750 | 12.678 8.05761 0.0110866 0.00118432 80789.1 0
: 751 | 12.5156 8.54635 0.0117781 0.00108255 74797.4 1
: 752 | 12.5097 8.82719 0.0110265 0.00107172 80363.4 2
: 753 Minimum Test error found - save the configuration
: 753 | 12.1897 8.05036 0.0111259 0.00112569 79998.4 0
: 754 | 12.0616 8.16877 0.011164 0.00107714 79311.2 1
: 755 Minimum Test error found - save the configuration
: 755 | 12.0796 7.7962 0.0121488 0.00118693 72980 0
: 756 | 11.6984 7.86827 0.0115234 0.00118822 77405.9 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.9788 7.65721 0.0116529 0.00120261 76552.9 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.7359 7.55042 0.0119408 0.00123944 74756.6 0
: 759 Minimum Test error found - save the configuration
: 759 | 11.2045 7.19955 0.0135402 0.0011953 64804.1 0
: 760 Minimum Test error found - save the configuration
: 760 | 11.1053 6.7991 0.0136355 0.00164951 66744.6 0
: 761 | 10.9767 7.32102 0.0124715 0.00108313 70246.8 1
: 762 Minimum Test error found - save the configuration
: 762 | 10.8816 6.66465 0.0117366 0.00127474 76468 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.8025 6.18924 0.0134894 0.00159348 67250 0
: 764 | 10.7126 6.19753 0.011409 0.00107815 77438.3 1
: 765 | 10.335 6.79584 0.0112769 0.00118995 79310.5 2
: 766 | 10.3707 7.20172 0.0116242 0.001487 78917.2 3
: 767 Minimum Test error found - save the configuration
: 767 | 10.3612 6.10463 0.0136224 0.00143051 65617.3 0
: 768 | 10.2467 6.40994 0.0157321 0.00178244 57349.2 1
: 769 Minimum Test error found - save the configuration
: 769 | 9.95865 5.37994 0.0173911 0.00192208 51716.2 0
: 770 Minimum Test error found - save the configuration
: 770 | 9.82852 4.42039 0.0174734 0.0018991 51366.6 0
: 771 | 10.1886 4.53909 0.0174644 0.00183966 51200.8 1
: 772 | 9.66037 4.7612 0.0175759 0.00182017 50775.3 2
: 773 | 9.70799 5.17527 0.017542 0.00185326 50992 3
: 774 | 9.41081 5.06954 0.0176596 0.00184158 50575.2 4
: 775 | 9.26657 5.13215 0.017593 0.00181959 50718.1 5
: 776 | 9.15976 4.90993 0.0175848 0.001817 50736.4 6
: 777 Minimum Test error found - save the configuration
: 777 | 9.00632 3.8688 0.0176685 0.00193437 50844.8 0
: 778 | 9.20763 4.82443 0.0175241 0.00183465 50989.8 1
: 779 | 8.91612 4.23601 0.0175925 0.00184509 50802.1 2
: 780 | 8.66736 4.60467 0.0175642 0.00182905 50841.4 3
: 781 | 8.55889 4.53116 0.0175521 0.00183632 50904.1 4
: 782 | 8.59117 4.18107 0.0175613 0.00183858 50881.6 5
: 783 | 8.65246 4.2701 0.0175442 0.00182476 50892.3 6
: 784 Minimum Test error found - save the configuration
: 784 | 8.36075 3.46042 0.017619 0.00194687 51046.2 0
: 785 Minimum Test error found - save the configuration
: 785 | 8.15905 3.34384 0.017522 0.00193145 51313.2 0
: 786 | 8.05034 3.7754 0.0173761 0.00180453 51375.8 1
: 787 | 8.10159 3.6234 0.0174152 0.00180734 51256.3 2
: 788 | 7.98251 3.59505 0.017358 0.00181108 51457.1 3
: 789 | 7.74343 3.95727 0.0173064 0.00179747 51583.1 4
: 790 Minimum Test error found - save the configuration
: 790 | 8.00161 3.07421 0.0175079 0.00192555 51340.3 0
: 791 Minimum Test error found - save the configuration
: 791 | 7.6474 2.83599 0.0174635 0.00188962 51368.1 0
: 792 | 7.45204 2.84279 0.0173448 0.00181025 51498.1 1
: 793 | 7.51823 2.84044 0.0173239 0.00179773 51526 2
: 794 | 7.22997 3.34166 0.0172421 0.00180184 51812.6 3
: 795 Minimum Test error found - save the configuration
: 795 | 7.36254 2.72906 0.0174784 0.00191852 51414.4 0
: 796 | 7.12986 2.99477 0.0172488 0.00179832 51778.2 1
: 797 Minimum Test error found - save the configuration
: 797 | 7.03808 2.32597 0.0174218 0.00191168 51579.2 0
: 798 | 6.8954 2.56337 0.0172228 0.00180837 51899.3 1
: 799 | 6.81429 2.99018 0.0173533 0.00180425 51450.1 2
: 800 | 6.78677 2.44358 0.0173299 0.00180941 51544.9 3
: 801 | 6.89667 2.45001 0.0173385 0.00180708 51508.5 4
: 802 | 6.5529 3.1567 0.0174543 0.00183153 51207.2 5
: 803 Minimum Test error found - save the configuration
: 803 | 6.55391 2.22076 0.0177065 0.00194414 50753.7 0
: 804 | 6.67235 2.53395 0.017685 0.00187968 50615.8 1
: 805 Minimum Test error found - save the configuration
: 805 | 6.37141 2.16588 0.0178194 0.00191966 50315.4 0
: 806 | 6.23931 2.75414 0.0178321 0.0018721 50125.2 1
: 807 | 6.32154 2.64948 0.0179388 0.00187164 49791 2
: 808 Minimum Test error found - save the configuration
: 808 | 6.32366 2.10247 0.0140304 0.00124332 62563.3 0
: 809 | 6.46826 2.13489 0.0124202 0.00119587 71273.8 1
: 810 | 5.99807 2.33961 0.0140472 0.00110805 61828.1 2
: 811 | 5.9816 2.21435 0.013401 0.0016893 68307.6 3
: 812 Minimum Test error found - save the configuration
: 812 | 5.82099 2.02936 0.0126858 0.00121863 69764.7 0
: 813 | 5.82712 2.10547 0.0112113 0.00108185 78977.9 1
: 814 | 5.89908 2.4736 0.0113155 0.00112507 78505.1 2
: 815 | 5.8352 2.29763 0.011051 0.00106368 80101.4 3
: 816 | 5.65542 2.46391 0.011007 0.00107474 80545.8 4
: 817 | 5.64398 2.26576 0.0110525 0.0010696 80136.7 5
: 818 Minimum Test error found - save the configuration
: 818 | 5.49615 1.95137 0.0110872 0.00111936 80258.2 0
: 819 | 5.33735 1.97747 0.0113626 0.00107889 77792.9 1
: 820 Minimum Test error found - save the configuration
: 820 | 5.33021 1.94226 0.0118108 0.00124558 75720.3 0
: 821 | 5.19028 1.98337 0.0113263 0.00106742 77981.4 1
: 822 | 5.1497 1.97414 0.0119706 0.00107107 73397.6 2
: 823 | 5.18648 2.4792 0.0119764 0.00106843 73340.7 3
: 824 Minimum Test error found - save the configuration
: 824 | 5.26663 1.89316 0.0124011 0.00120548 71456.4 0
: 825 Minimum Test error found - save the configuration
: 825 | 4.98284 1.60611 0.0129714 0.00115323 67692.5 0
: 826 | 4.96853 2.12681 0.0114424 0.00126333 78592.6 1
: 827 | 4.83651 1.69935 0.0117154 0.00110918 75427.2 2
: 828 | 4.80965 1.78558 0.0131265 0.001699 70006.3 3
: 829 | 4.83696 2.26922 0.0144209 0.00176035 63188.4 4
: 830 | 4.86322 1.65048 0.0123895 0.00107013 70675.4 5
: 831 | 4.83284 1.97916 0.0120192 0.00115014 73603.3 6
: 832 | 4.66869 2.15723 0.0119614 0.0016466 77558.1 7
: 833 | 4.8032 1.74672 0.012522 0.00108284 69934.9 8
: 834 | 4.5686 2.70865 0.0113083 0.0011318 78612.5 9
: 835 | 4.6918 2.48094 0.0113637 0.00107711 77770.8 10
: 836 | 4.69006 2.08533 0.0121467 0.00106852 72213.8 11
: 837 | 4.42597 2.71722 0.0112042 0.00109181 79110.9 12
: 838 | 4.96336 2.5768 0.0114647 0.00105957 76885.1 13
: 839 | 5.04049 2.43884 0.010974 0.00106103 80702.1 14
: 840 | 4.11378 1.69692 0.0150098 0.00176461 60399.3 15
: 841 | 4.06483 2.2377 0.0149937 0.00125845 58244.4 16
: 842 | 4.20783 2.52294 0.0138408 0.00161288 65424.1 17
: 843 | 4.22352 1.98502 0.0126751 0.00107709 68977.1 18
: 844 | 4.43631 1.83388 0.012295 0.00125281 72449.2 19
: 845 | 4.10744 2.25938 0.0113253 0.00107042 78011.6 20
: 846 | 3.89783 1.81953 0.0111981 0.00106546 78953.2 21
:
: Elapsed time for training with 1000 events: 13 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: 0.0122 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: 1.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.236 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= 3.32032e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.09448e+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: 0.0657 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: 0.0565 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: 0.00291 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: 0.154 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: 1.13 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: 0.0253 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00387 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: 0.0473 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00516 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: 0.0026 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000449 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: 0.127 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0134 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: 1.16 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.113 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 : -0.718 0.0851 5.64 1.65 | 3.207 3.201
: 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 : 0.00470 0.180 2.04 1.18 | 3.351 3.337
: 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.