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: 0.324 sec
: Elapsed time for training with 1000 events: 0.328 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0031 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: 0.000843 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00442 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: 0.000285 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00043 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 = 31512.2
: --------------------------------------------------------------
: 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 | 33071.5 31100 0.010797 0.00111646 82640.3 0
: 2 Minimum Test error found - save the configuration
: 2 | 32502.5 30471.4 0.0107812 0.00108782 82530.3 0
: 3 Minimum Test error found - save the configuration
: 3 | 31708 29728.2 0.0105971 0.00109855 84223.5 0
: 4 Minimum Test error found - save the configuration
: 4 | 30895.3 29050.3 0.0110478 0.00105514 80058.9 0
: 5 Minimum Test error found - save the configuration
: 5 | 30129.6 28309.3 0.010867 0.00122986 83012.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29292.1 27398.1 0.0104836 0.00112895 85519.3 0
: 7 Minimum Test error found - save the configuration
: 7 | 28545 26715.7 0.0106798 0.00111182 83612.4 0
: 8 Minimum Test error found - save the configuration
: 8 | 28058.8 26328.7 0.0106319 0.00105623 83545.4 0
: 9 Minimum Test error found - save the configuration
: 9 | 27695.3 26011.2 0.0124479 0.00116091 70878.3 0
: 10 Minimum Test error found - save the configuration
: 10 | 27376.4 25714.5 0.0109704 0.00107684 80860.6 0
: 11 Minimum Test error found - save the configuration
: 11 | 27077.5 25430.8 0.0115511 0.00102645 76011.8 0
: 12 Minimum Test error found - save the configuration
: 12 | 26791.7 25158 0.0114263 0.00164599 81797.2 0
: 13 Minimum Test error found - save the configuration
: 13 | 26511.5 24900.5 0.0132238 0.001302 67104 0
: 14 Minimum Test error found - save the configuration
: 14 | 26243.9 24650.7 0.0111788 0.00132424 81180.4 0
: 15 Minimum Test error found - save the configuration
: 15 | 25985.4 24404.6 0.0130142 0.00106704 66961.5 0
: 16 Minimum Test error found - save the configuration
: 16 | 25733.6 24161.9 0.0106771 0.00112373 83740.2 0
: 17 Minimum Test error found - save the configuration
: 17 | 25482.1 23928.5 0.0110096 0.00102302 80107.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25240.8 23696.6 0.0102024 0.00103963 87309.8 0
: 19 Minimum Test error found - save the configuration
: 19 | 24999.9 23471.6 0.0103713 0.00102519 85596.8 0
: 20 Minimum Test error found - save the configuration
: 20 | 24766.4 23248.6 0.0104086 0.00105778 85553.7 0
: 21 Minimum Test error found - save the configuration
: 21 | 24533.2 23031.9 0.010605 0.00104614 83692.2 0
: 22 Minimum Test error found - save the configuration
: 22 | 24306.8 22816.4 0.010425 0.00104882 85322.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24082 22604.6 0.0103979 0.0010329 85424.3 0
: 24 Minimum Test error found - save the configuration
: 24 | 23863.9 22391.4 0.0105297 0.00113342 85139.7 0
: 25 Minimum Test error found - save the configuration
: 25 | 23642.7 22185.5 0.0102732 0.00103755 86620.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 23426 21984.5 0.0108358 0.00108191 82018.8 0
: 27 Minimum Test error found - save the configuration
: 27 | 23215.5 21782.7 0.010748 0.00107579 82711 0
: 28 Minimum Test error found - save the configuration
: 28 | 23007.6 21580.8 0.0105833 0.00106501 84048.8 0
: 29 Minimum Test error found - save the configuration
: 29 | 22798.5 21384.1 0.0106317 0.00110108 83939.7 0
: 30 Minimum Test error found - save the configuration
: 30 | 22592.8 21191.1 0.0105459 0.00110883 84771.9 0
: 31 Minimum Test error found - save the configuration
: 31 | 22390.2 21000.4 0.0126507 0.00138837 71033.3 0
: 32 Minimum Test error found - save the configuration
: 32 | 22188.9 20813.4 0.0112351 0.00133942 80843.6 0
: 33 Minimum Test error found - save the configuration
: 33 | 21993.2 20625.1 0.0113718 0.00111917 78028.9 0
: 34 Minimum Test error found - save the configuration
: 34 | 21798.1 20438.2 0.011114 0.00126204 81201.9 0
: 35 Minimum Test error found - save the configuration
: 35 | 21603.6 20254.9 0.0116321 0.00146246 78665.7 0
: 36 Minimum Test error found - save the configuration
: 36 | 21408.8 20078.5 0.0116557 0.00108175 75658 0
: 37 Minimum Test error found - save the configuration
: 37 | 21223.5 19897.7 0.0114977 0.00107127 76728 0
: 38 Minimum Test error found - save the configuration
: 38 | 21035.6 19719.8 0.0110441 0.00143513 83255.7 0
: 39 Minimum Test error found - save the configuration
: 39 | 20848.2 19546.6 0.0124674 0.00121018 71065.3 0
: 40 Minimum Test error found - save the configuration
: 40 | 20667.7 19371 0.0103071 0.00101492 86093.5 0
: 41 Minimum Test error found - save the configuration
: 41 | 20482.9 19202 0.0107084 0.00122924 84395.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20304.7 19032 0.0118535 0.00101638 73820.3 0
: 43 Minimum Test error found - save the configuration
: 43 | 20126.6 18863.1 0.0106712 0.00109876 83573.5 0
: 44 Minimum Test error found - save the configuration
: 44 | 19950.1 18693.3 0.0136156 0.00117975 64330.1 0
: 45 Minimum Test error found - save the configuration
: 45 | 19770.5 18524.4 0.011198 0.00110786 79285.4 0
: 46 Minimum Test error found - save the configuration
: 46 | 19593.4 18359.8 0.0153307 0.00177193 59002.5 0
: 47 Minimum Test error found - save the configuration
: 47 | 19418.1 18200.3 0.0115496 0.00106819 76325.4 0
: 48 Minimum Test error found - save the configuration
: 48 | 19249.6 18038 0.0126122 0.00119654 70079 0
: 49 Minimum Test error found - save the configuration
: 49 | 19081.7 17875.2 0.0117169 0.00117308 75873.7 0
: 50 Minimum Test error found - save the configuration
: 50 | 18910.6 17715.6 0.013269 0.0017205 69273.1 0
: 51 Minimum Test error found - save the configuration
: 51 | 18746.4 17559.6 0.0144516 0.00119988 60369.7 0
: 52 Minimum Test error found - save the configuration
: 52 | 18579.4 17402.9 0.0122143 0.00142691 74160.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18413.5 17248 0.0117187 0.00127585 76607.3 0
: 54 Minimum Test error found - save the configuration
: 54 | 18253 17093.6 0.0110709 0.00102922 79668.1 0
: 55 Minimum Test error found - save the configuration
: 55 | 18092 16940.5 0.0101836 0.00101302 87235.7 0
: 56 Minimum Test error found - save the configuration
: 56 | 17932.4 16786.6 0.0101882 0.00101465 87206.8 0
: 57 Minimum Test error found - save the configuration
: 57 | 17772.1 16632.7 0.0102138 0.00102535 87066.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 17613.2 16488.1 0.0104414 0.00103027 85006 0
: 59 Minimum Test error found - save the configuration
: 59 | 17456 16331.7 0.010695 0.00105462 82984.5 0
: 60 Minimum Test error found - save the configuration
: 60 | 17297.8 16188.2 0.0121583 0.00111043 72412.2 0
: 61 Minimum Test error found - save the configuration
: 61 | 17144.9 16039.3 0.0123838 0.00122854 71715.1 0
: 62 Minimum Test error found - save the configuration
: 62 | 16992.6 15891.4 0.0111827 0.00115237 79758.1 0
: 63 Minimum Test error found - save the configuration
: 63 | 16839 15748.9 0.0109979 0.00137154 83105.4 0
: 64 Minimum Test error found - save the configuration
: 64 | 16686.9 15602 0.0111089 0.00105409 79563.5 0
: 65 Minimum Test error found - save the configuration
: 65 | 16537 15459.2 0.0124256 0.00107375 70473.1 0
: 66 Minimum Test error found - save the configuration
: 66 | 16386.6 15320.1 0.0139286 0.0012698 63197.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16241 15178.4 0.0114277 0.00115723 77892.9 0
: 68 Minimum Test error found - save the configuration
: 68 | 16092.4 15041.7 0.0116084 0.00118687 76764.3 0
: 69 Minimum Test error found - save the configuration
: 69 | 15947.9 14905.3 0.0116872 0.00107982 75419.4 0
: 70 Minimum Test error found - save the configuration
: 70 | 15804.6 14769.9 0.0120069 0.00116211 73768 0
: 71 Minimum Test error found - save the configuration
: 71 | 15664.1 14633 0.0115186 0.00113741 77062.5 0
: 72 Minimum Test error found - save the configuration
: 72 | 15519.7 14501.2 0.0112014 0.0010402 78731 0
: 73 Minimum Test error found - save the configuration
: 73 | 15381.3 14369 0.0108623 0.00105342 81558.7 0
: 74 Minimum Test error found - save the configuration
: 74 | 15246.1 14234.1 0.0105199 0.00105595 84531.3 0
: 75 Minimum Test error found - save the configuration
: 75 | 15104.3 14106.6 0.0117992 0.00106158 74504.7 0
: 76 Minimum Test error found - save the configuration
: 76 | 14969.6 13978.3 0.012453 0.00166431 74152 0
: 77 Minimum Test error found - save the configuration
: 77 | 14834.3 13852.7 0.014431 0.0017018 62847.6 0
: 78 Minimum Test error found - save the configuration
: 78 | 14702.9 13724.8 0.0134736 0.00133039 65880.2 0
: 79 Minimum Test error found - save the configuration
: 79 | 14569.7 13600.1 0.0105844 0.00106216 84013.5 0
: 80 Minimum Test error found - save the configuration
: 80 | 14437.5 13477.9 0.0111802 0.00130003 80970.4 0
: 81 Minimum Test error found - save the configuration
: 81 | 14308.9 13354.6 0.01059 0.00106031 83948.2 0
: 82 Minimum Test error found - save the configuration
: 82 | 14179.4 13234 0.0110053 0.00113543 81054.9 0
: 83 Minimum Test error found - save the configuration
: 83 | 14051.3 13115.2 0.0114427 0.0010762 77171.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 13926.9 12994.3 0.0108961 0.00107333 81443.8 0
: 85 Minimum Test error found - save the configuration
: 85 | 13800.1 12877 0.0109796 0.00115554 81432.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 13678.3 12757.5 0.0115194 0.001222 77689.6 0
: 87 Minimum Test error found - save the configuration
: 87 | 13553.4 12641.7 0.0113885 0.00132812 79520 0
: 88 Minimum Test error found - save the configuration
: 88 | 13431.3 12527.4 0.0109772 0.00117021 81574.4 0
: 89 Minimum Test error found - save the configuration
: 89 | 13310.2 12414.5 0.010985 0.00107017 80687.5 0
: 90 Minimum Test error found - save the configuration
: 90 | 13191.2 12301.2 0.0111259 0.00117761 80415.5 0
: 91 Minimum Test error found - save the configuration
: 91 | 13070.3 12192.5 0.0108474 0.00104143 81582.6 0
: 92 Minimum Test error found - save the configuration
: 92 | 12956.8 12078.5 0.0106365 0.00110232 83908.7 0
: 93 Minimum Test error found - save the configuration
: 93 | 12837 11969.7 0.0143531 0.00151656 62321.9 0
: 94 Minimum Test error found - save the configuration
: 94 | 12722.3 11860.9 0.0142819 0.00176258 63901.4 0
: 95 Minimum Test error found - save the configuration
: 95 | 12608.3 11752.3 0.0161876 0.00179591 55587.7 0
: 96 Minimum Test error found - save the configuration
: 96 | 12493.3 11646.6 0.0154923 0.00141925 56846.4 0
: 97 Minimum Test error found - save the configuration
: 97 | 12381.4 11540.9 0.0112167 0.00111371 79184.4 0
: 98 Minimum Test error found - save the configuration
: 98 | 12270 11435.7 0.0111798 0.00111437 79479.9 0
: 99 Minimum Test error found - save the configuration
: 99 | 12159.3 11331.6 0.0111768 0.00107901 79225.5 0
: 100 Minimum Test error found - save the configuration
: 100 | 12049.1 11229.5 0.0108449 0.00107521 81885.5 0
: 101 Minimum Test error found - save the configuration
: 101 | 11940.9 11127.2 0.0103277 0.00104313 86164.6 0
: 102 Minimum Test error found - save the configuration
: 102 | 11834.3 11024.4 0.0104322 0.00104058 85181.9 0
: 103 Minimum Test error found - save the configuration
: 103 | 11725.7 10925.1 0.011067 0.00111275 80368 0
: 104 Minimum Test error found - save the configuration
: 104 | 11620 10826.5 0.0110069 0.00109405 80703.1 0
: 105 Minimum Test error found - save the configuration
: 105 | 11515.2 10728.6 0.0105965 0.00106479 83930 0
: 106 Minimum Test error found - save the configuration
: 106 | 11412.3 10629.6 0.010576 0.00106561 84118.6 0
: 107 Minimum Test error found - save the configuration
: 107 | 11308.3 10533 0.0105862 0.00104672 83861.9 0
: 108 Minimum Test error found - save the configuration
: 108 | 11205.9 10437.4 0.0106235 0.00106553 83699.7 0
: 109 Minimum Test error found - save the configuration
: 109 | 11105.3 10341.4 0.0106444 0.00108413 83679.7 0
: 110 Minimum Test error found - save the configuration
: 110 | 11004.2 10247.7 0.0107145 0.00108569 83084.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 10905.4 10153.4 0.0123778 0.00114964 71249.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 10805.5 10062.2 0.0120297 0.00137244 75066.5 0
: 113 Minimum Test error found - save the configuration
: 113 | 10707.6 9971.23 0.0116095 0.00117132 76641.8 0
: 114 Minimum Test error found - save the configuration
: 114 | 10610.4 9881.82 0.011137 0.00106039 79391.9 0
: 115 Minimum Test error found - save the configuration
: 115 | 10514.9 9791.75 0.0113491 0.00136262 80108 0
: 116 Minimum Test error found - save the configuration
: 116 | 10421.3 9700.29 0.0106852 0.00111092 83556.9 0
: 117 Minimum Test error found - save the configuration
: 117 | 10324.5 9613.31 0.0115192 0.00108006 76634.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10231.1 9526.46 0.0105954 0.0011172 84404 0
: 119 Minimum Test error found - save the configuration
: 119 | 10140.5 9436.99 0.0106309 0.00108431 83799.5 0
: 120 Minimum Test error found - save the configuration
: 120 | 10046.2 9352.49 0.0105088 0.00108099 84855.5 0
: 121 Minimum Test error found - save the configuration
: 121 | 9955.56 9267.17 0.0105281 0.00105178 84421.3 0
: 122 Minimum Test error found - save the configuration
: 122 | 9865.16 9182.8 0.0104062 0.00103975 85410.9 0
: 123 Minimum Test error found - save the configuration
: 123 | 9776.26 9097.83 0.0104321 0.00104404 85214.5 0
: 124 Minimum Test error found - save the configuration
: 124 | 9687.13 9014.99 0.0117999 0.00116811 75246.3 0
: 125 Minimum Test error found - save the configuration
: 125 | 9598.64 8932.38 0.0112686 0.00105654 78338.5 0
: 126 Minimum Test error found - save the configuration
: 126 | 9511.03 8851.52 0.010785 0.00108245 82452.6 0
: 127 Minimum Test error found - save the configuration
: 127 | 9426.62 8768.61 0.0108343 0.00104901 81755.2 0
: 128 Minimum Test error found - save the configuration
: 128 | 9339.47 8688.79 0.0113016 0.00113223 78667.3 0
: 129 Minimum Test error found - save the configuration
: 129 | 9253.15 8610.9 0.0118607 0.00125728 75447.7 0
: 130 Minimum Test error found - save the configuration
: 130 | 9170.59 8531.49 0.0115036 0.00117931 77487.3 0
: 131 Minimum Test error found - save the configuration
: 131 | 9086.7 8453.69 0.011328 0.00105009 77837 0
: 132 Minimum Test error found - save the configuration
: 132 | 9004.69 8375.4 0.0107844 0.00116054 83126.4 0
: 133 Minimum Test error found - save the configuration
: 133 | 8920.87 8300.39 0.011356 0.00106081 77706.4 0
: 134 Minimum Test error found - save the configuration
: 134 | 8841.89 8223.36 0.0108916 0.00126939 83140.9 0
: 135 Minimum Test error found - save the configuration
: 135 | 8757.83 8151.24 0.0110662 0.00112587 80479.9 0
: 136 Minimum Test error found - save the configuration
: 136 | 8680.37 8076.59 0.0108085 0.00109788 82384.1 0
: 137 Minimum Test error found - save the configuration
: 137 | 8602.62 8001.03 0.0114787 0.00107611 76903.9 0
: 138 Minimum Test error found - save the configuration
: 138 | 8523.68 7926.3 0.0109396 0.00105843 80962 0
: 139 Minimum Test error found - save the configuration
: 139 | 8445.05 7853.34 0.0109083 0.00119974 82401.4 0
: 140 Minimum Test error found - save the configuration
: 140 | 8367.18 7782.72 0.0110196 0.00112415 80845.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8291.88 7711.81 0.0112166 0.00129298 80616.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8215.37 7641.06 0.0117711 0.00108348 74853.1 0
: 143 Minimum Test error found - save the configuration
: 143 | 8140.97 7570.66 0.0105836 0.00105336 83943.5 0
: 144 Minimum Test error found - save the configuration
: 144 | 8066.7 7500.91 0.0108719 0.0011252 82079.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 7992.3 7432.04 0.0109783 0.00122514 82025.1 0
: 146 Minimum Test error found - save the configuration
: 146 | 7920.24 7363.6 0.0107309 0.00110823 83137 0
: 147 Minimum Test error found - save the configuration
: 147 | 7846.63 7296.06 0.0114737 0.00141793 79556.3 0
: 148 Minimum Test error found - save the configuration
: 148 | 7774.96 7229.68 0.0120786 0.00136024 74638.1 0
: 149 Minimum Test error found - save the configuration
: 149 | 7704.54 7164.28 0.0133025 0.00156917 68182 0
: 150 Minimum Test error found - save the configuration
: 150 | 7633.62 7097.82 0.0123999 0.00150754 73445.8 0
: 151 Minimum Test error found - save the configuration
: 151 | 7565.35 7030.81 0.0113511 0.00112359 78220.7 0
: 152 Minimum Test error found - save the configuration
: 152 | 7494.18 6967 0.0109215 0.00127896 82966.1 0
: 153 Minimum Test error found - save the configuration
: 153 | 7426.14 6903.14 0.0119285 0.0010761 73716.1 0
: 154 Minimum Test error found - save the configuration
: 154 | 7358.05 6839.79 0.0107925 0.00105524 82158.3 0
: 155 Minimum Test error found - save the configuration
: 155 | 7291.02 6776.53 0.0109651 0.00110832 81162.3 0
: 156 Minimum Test error found - save the configuration
: 156 | 7224.25 6714.1 0.0110653 0.00105517 79919.2 0
: 157 Minimum Test error found - save the configuration
: 157 | 7157.95 6651.5 0.0111645 0.00126233 80790.1 0
: 158 Minimum Test error found - save the configuration
: 158 | 7092.41 6589.81 0.0107672 0.00104482 82284.5 0
: 159 Minimum Test error found - save the configuration
: 159 | 7026.83 6530.32 0.0108714 0.0010784 81691 0
: 160 Minimum Test error found - save the configuration
: 160 | 6964.08 6468.61 0.0105555 0.00105048 84166.1 0
: 161 Minimum Test error found - save the configuration
: 161 | 6898.61 6409.27 0.0104911 0.00103859 84633.3 0
: 162 Minimum Test error found - save the configuration
: 162 | 6835.39 6350.41 0.0105404 0.00108396 84598.1 0
: 163 Minimum Test error found - save the configuration
: 163 | 6773.37 6291.92 0.0109325 0.00114751 81757.8 0
: 164 Minimum Test error found - save the configuration
: 164 | 6710.86 6232.76 0.0109135 0.00105271 81129.2 0
: 165 Minimum Test error found - save the configuration
: 165 | 6648.46 6176.21 0.0109054 0.00106851 81326.6 0
: 166 Minimum Test error found - save the configuration
: 166 | 6588.28 6118.67 0.0106705 0.00109975 83588.1 0
: 167 Minimum Test error found - save the configuration
: 167 | 6527.81 6060.51 0.0121262 0.00109121 72496.5 0
: 168 Minimum Test error found - save the configuration
: 168 | 6467.13 6005.61 0.0111011 0.00116216 80491.2 0
: 169 Minimum Test error found - save the configuration
: 169 | 6408.34 5949.34 0.0107426 0.00104526 82497.2 0
: 170 Minimum Test error found - save the configuration
: 170 | 6349.43 5893.1 0.0112611 0.0010733 78525.1 0
: 171 Minimum Test error found - save the configuration
: 171 | 6290.39 5837.85 0.0106552 0.00109164 83651.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6232.96 5783.49 0.0106019 0.00108058 84022.3 0
: 173 Minimum Test error found - save the configuration
: 173 | 6174.97 5730.19 0.0107634 0.00112395 82992.2 0
: 174 Minimum Test error found - save the configuration
: 174 | 6118.62 5676.89 0.0107702 0.00114255 83094.1 0
: 175 Minimum Test error found - save the configuration
: 175 | 6061.78 5624.05 0.0112451 0.00106417 78578.2 0
: 176 Minimum Test error found - save the configuration
: 176 | 6005.93 5572.29 0.0126585 0.00112367 69355 0
: 177 Minimum Test error found - save the configuration
: 177 | 5950.24 5520.7 0.0112307 0.0012525 80175.1 0
: 178 Minimum Test error found - save the configuration
: 178 | 5895.67 5469.99 0.0112906 0.00107576 78317.6 0
: 179 Minimum Test error found - save the configuration
: 179 | 5842.76 5417.38 0.0107054 0.00107209 83045.2 0
: 180 Minimum Test error found - save the configuration
: 180 | 5787.83 5366.05 0.0107244 0.00115003 83556.8 0
: 181 Minimum Test error found - save the configuration
: 181 | 5734.82 5314.62 0.0107391 0.00107467 82777.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5680.71 5268.07 0.0105812 0.00106835 84096.9 0
: 183 Minimum Test error found - save the configuration
: 183 | 5628.96 5216.89 0.0106281 0.00107907 83778.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5577.1 5169.29 0.0105829 0.001063 84034.2 0
: 185 Minimum Test error found - save the configuration
: 185 | 5526.16 5120 0.0106723 0.00105489 83182.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5474.74 5072.07 0.0105183 0.00104128 84414.4 0
: 187 Minimum Test error found - save the configuration
: 187 | 5424.2 5023.75 0.0105298 0.00104155 84314.4 0
: 188 Minimum Test error found - save the configuration
: 188 | 5373.5 4978.26 0.0105406 0.00105847 84369.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5324.45 4930.34 0.0109176 0.00107884 81310.8 0
: 190 Minimum Test error found - save the configuration
: 190 | 5275.54 4884.72 0.0106182 0.00110164 84064.3 0
: 191 Minimum Test error found - save the configuration
: 191 | 5226.36 4839.19 0.0105638 0.00109291 84469.4 0
: 192 Minimum Test error found - save the configuration
: 192 | 5178.92 4793.13 0.0106272 0.00111543 84106.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5130.02 4748.87 0.0105871 0.00107572 84109.9 0
: 194 Minimum Test error found - save the configuration
: 194 | 5082.47 4705.3 0.0110142 0.00147502 83864.4 0
: 195 Minimum Test error found - save the configuration
: 195 | 5036.72 4660.73 0.01088 0.00106674 81522.6 0
: 196 Minimum Test error found - save the configuration
: 196 | 4989.8 4617.4 0.0107651 0.00111303 82883.6 0
: 197 Minimum Test error found - save the configuration
: 197 | 4943.28 4575.75 0.0106668 0.00107596 83413.1 0
: 198 Minimum Test error found - save the configuration
: 198 | 4898.27 4531.75 0.0107323 0.00109777 83035.1 0
: 199 Minimum Test error found - save the configuration
: 199 | 4852.8 4490.45 0.010696 0.00108336 83224.1 0
: 200 Minimum Test error found - save the configuration
: 200 | 4808.54 4446.75 0.0109315 0.00108046 81209.7 0
: 201 Minimum Test error found - save the configuration
: 201 | 4763.74 4406.5 0.0109006 0.00108983 81542.7 0
: 202 Minimum Test error found - save the configuration
: 202 | 4719.25 4365.96 0.0106572 0.00109897 83697.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4677.9 4323.23 0.011318 0.00111548 78412.3 0
: 204 Minimum Test error found - save the configuration
: 204 | 4632.97 4283.9 0.0110649 0.00106476 79998.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4590.56 4243.14 0.0107354 0.00109184 82957.3 0
: 206 Minimum Test error found - save the configuration
: 206 | 4548.59 4202.48 0.010755 0.00106119 82527 0
: 207 Minimum Test error found - save the configuration
: 207 | 4506.33 4164.29 0.0108938 0.00105783 81334 0
: 208 Minimum Test error found - save the configuration
: 208 | 4464.67 4126.03 0.010928 0.00106627 81121.8 0
: 209 Minimum Test error found - save the configuration
: 209 | 4423.82 4087.17 0.0110881 0.00117613 80710.3 0
: 210 Minimum Test error found - save the configuration
: 210 | 4382.98 4049.21 0.0116106 0.00105507 75789.4 0
: 211 Minimum Test error found - save the configuration
: 211 | 4342.66 4012.09 0.0113413 0.00117416 78684.7 0
: 212 Minimum Test error found - save the configuration
: 212 | 4304.05 3972.23 0.0114137 0.00108691 77468.4 0
: 213 Minimum Test error found - save the configuration
: 213 | 4263.28 3936.07 0.0107264 0.00106469 82801.1 0
: 214 Minimum Test error found - save the configuration
: 214 | 4224.25 3899.31 0.0108445 0.0010872 81989.9 0
: 215 Minimum Test error found - save the configuration
: 215 | 4185.58 3863 0.0108533 0.00108848 81927 0
: 216 Minimum Test error found - save the configuration
: 216 | 4146.81 3827.38 0.0107052 0.0010909 83209.8 0
: 217 Minimum Test error found - save the configuration
: 217 | 4109.08 3791.25 0.0106341 0.00106741 83623.7 0
: 218 Minimum Test error found - save the configuration
: 218 | 4071.77 3755.17 0.0108212 0.00133679 84349 0
: 219 Minimum Test error found - save the configuration
: 219 | 4034.41 3719.55 0.0105711 0.00111235 84577.4 0
: 220 Minimum Test error found - save the configuration
: 220 | 3996.74 3685.96 0.0107149 0.0010974 83181.4 0
: 221 Minimum Test error found - save the configuration
: 221 | 3961.04 3650.85 0.0108114 0.00108649 82262.6 0
: 222 Minimum Test error found - save the configuration
: 222 | 3924.54 3616.94 0.0112119 0.00111952 79267.4 0
: 223 Minimum Test error found - save the configuration
: 223 | 3887.52 3584.66 0.0107565 0.00111216 82950.6 0
: 224 Minimum Test error found - save the configuration
: 224 | 3852.76 3551.43 0.0104775 0.00104193 84785.2 0
: 225 Minimum Test error found - save the configuration
: 225 | 3818.18 3518.16 0.0107513 0.00105663 82519.2 0
: 226 Minimum Test error found - save the configuration
: 226 | 3783.11 3484.89 0.0109977 0.00117015 81403.8 0
: 227 Minimum Test error found - save the configuration
: 227 | 3748.67 3451.93 0.0129212 0.00107733 67545.4 0
: 228 Minimum Test error found - save the configuration
: 228 | 3713.76 3420.28 0.0120694 0.00109255 72880.7 0
: 229 Minimum Test error found - save the configuration
: 229 | 3680.67 3387.85 0.0114015 0.00126612 78931.6 0
: 230 Minimum Test error found - save the configuration
: 230 | 3646.84 3356.37 0.0119038 0.00131457 75548.7 0
: 231 Minimum Test error found - save the configuration
: 231 | 3613.31 3325.2 0.0113099 0.00107562 78169 0
: 232 Minimum Test error found - save the configuration
: 232 | 3580.47 3294.63 0.0108174 0.00109512 82285 0
: 233 Minimum Test error found - save the configuration
: 233 | 3548.69 3263.24 0.0107571 0.00106846 82571 0
: 234 Minimum Test error found - save the configuration
: 234 | 3515.08 3233.71 0.0106769 0.00111582 83672.4 0
: 235 Minimum Test error found - save the configuration
: 235 | 3483.87 3203.78 0.0113332 0.00116054 78641.8 0
: 236 Minimum Test error found - save the configuration
: 236 | 3452.31 3173.36 0.0117743 0.00110202 74960.8 0
: 237 Minimum Test error found - save the configuration
: 237 | 3420.58 3144.05 0.0120998 0.0010689 72523.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3389.92 3114.41 0.0113072 0.00112443 78564 0
: 239 Minimum Test error found - save the configuration
: 239 | 3358.81 3085.85 0.0113136 0.00131984 80050 0
: 240 Minimum Test error found - save the configuration
: 240 | 3327.83 3057.52 0.0124138 0.00106219 70474.6 0
: 241 Minimum Test error found - save the configuration
: 241 | 3298.38 3028.25 0.0104669 0.00104409 84900.6 0
: 242 Minimum Test error found - save the configuration
: 242 | 3267.95 3000.28 0.0120718 0.00175077 77512 0
: 243 Minimum Test error found - save the configuration
: 243 | 3238.16 2972.97 0.013318 0.00106463 65288.2 0
: 244 Minimum Test error found - save the configuration
: 244 | 3209.31 2944.9 0.010595 0.00105825 83886.1 0
: 245 Minimum Test error found - save the configuration
: 245 | 3179.59 2917.75 0.0106443 0.00105104 83391.7 0
: 246 Minimum Test error found - save the configuration
: 246 | 3150.78 2890.31 0.0105187 0.00104991 84488 0
: 247 Minimum Test error found - save the configuration
: 247 | 3122.59 2862.93 0.0104284 0.00103809 85194.6 0
: 248 Minimum Test error found - save the configuration
: 248 | 3093.21 2836.87 0.0105327 0.00104329 84304.7 0
: 249 Minimum Test error found - save the configuration
: 249 | 3065.65 2810.52 0.0109592 0.00131166 82923.1 0
: 250 Minimum Test error found - save the configuration
: 250 | 3037.87 2784.09 0.0138922 0.00133475 63707 0
: 251 Minimum Test error found - save the configuration
: 251 | 3009.78 2759.36 0.0112656 0.00109534 78660.8 0
: 252 Minimum Test error found - save the configuration
: 252 | 2983.84 2732.37 0.0117188 0.00105681 75032.9 0
: 253 Minimum Test error found - save the configuration
: 253 | 2955.7 2707.18 0.0114042 0.00155902 81257.7 0
: 254 Minimum Test error found - save the configuration
: 254 | 2929.12 2681.88 0.0119674 0.00105651 73321.1 0
: 255 Minimum Test error found - save the configuration
: 255 | 2902.16 2657.3 0.0125964 0.0011429 69847.7 0
: 256 Minimum Test error found - save the configuration
: 256 | 2876.09 2632.95 0.0106238 0.00108552 83872.6 0
: 257 Minimum Test error found - save the configuration
: 257 | 2849.6 2608.94 0.010638 0.00105767 83504.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2824.74 2584.08 0.0105509 0.00108063 84475 0
: 259 Minimum Test error found - save the configuration
: 259 | 2798.53 2560.55 0.0106393 0.0010605 83517.5 0
: 260 Minimum Test error found - save the configuration
: 260 | 2773.59 2536 0.0106221 0.00106747 83728.7 0
: 261 Minimum Test error found - save the configuration
: 261 | 2747.74 2513.49 0.0109301 0.00107802 81200.8 0
: 262 Minimum Test error found - save the configuration
: 262 | 2723.78 2489.19 0.0106623 0.00107938 83481.6 0
: 263 Minimum Test error found - save the configuration
: 263 | 2698.37 2466.06 0.0108187 0.00127075 83788 0
: 264 Minimum Test error found - save the configuration
: 264 | 2674.11 2443.59 0.0115135 0.0011631 77291.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2649.23 2421.79 0.0109979 0.00114016 81154.2 0
: 266 Minimum Test error found - save the configuration
: 266 | 2626.28 2398.86 0.0112968 0.00120968 79308.9 0
: 267 Minimum Test error found - save the configuration
: 267 | 2601.96 2376.9 0.0112682 0.00111964 78828.8 0
: 268 Minimum Test error found - save the configuration
: 268 | 2578.34 2355.27 0.0109101 0.00113266 81820.7 0
: 269 Minimum Test error found - save the configuration
: 269 | 2555.38 2333.24 0.0109076 0.00112121 81745.8 0
: 270 Minimum Test error found - save the configuration
: 270 | 2532.06 2311.54 0.01244 0.00108823 70473.5 0
: 271 Minimum Test error found - save the configuration
: 271 | 2509.33 2289.98 0.0120506 0.00171332 77390.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2486.23 2268.6 0.0145361 0.00150769 61404.1 0
: 273 Minimum Test error found - save the configuration
: 273 | 2463.42 2248.11 0.0115399 0.00131669 78253.3 0
: 274 Minimum Test error found - save the configuration
: 274 | 2440.7 2227.99 0.0118619 0.00116973 74820.9 0
: 275 Minimum Test error found - save the configuration
: 275 | 2419.32 2207.24 0.0109909 0.00111606 81014 0
: 276 Minimum Test error found - save the configuration
: 276 | 2397.18 2186.82 0.0107464 0.00112509 83148.6 0
: 277 Minimum Test error found - save the configuration
: 277 | 2375.23 2166.52 0.0115846 0.00117831 76876.8 0
: 278 Minimum Test error found - save the configuration
: 278 | 2353.28 2147.08 0.0125448 0.00140105 71789.5 0
: 279 Minimum Test error found - save the configuration
: 279 | 2331.78 2127.72 0.0146222 0.00150381 60982.9 0
: 280 Minimum Test error found - save the configuration
: 280 | 2311.29 2107.43 0.0117204 0.00159055 78974.4 0
: 281 Minimum Test error found - save the configuration
: 281 | 2289.56 2088.53 0.0136172 0.00129273 64911.6 0
: 282 Minimum Test error found - save the configuration
: 282 | 2268.53 2069.66 0.0136664 0.00131947 64793.5 0
: 283 Minimum Test error found - save the configuration
: 283 | 2248.07 2050.42 0.01348 0.00108058 64519.3 0
: 284 Minimum Test error found - save the configuration
: 284 | 2227.38 2032.04 0.0107753 0.00105882 82334.7 0
: 285 Minimum Test error found - save the configuration
: 285 | 2206.97 2013.02 0.0105582 0.00107685 84375.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2186.66 1994.34 0.010504 0.00105186 84636.6 0
: 287 Minimum Test error found - save the configuration
: 287 | 2166.57 1975.88 0.0104977 0.0010786 84934.1 0
: 288 Minimum Test error found - save the configuration
: 288 | 2146.1 1958.34 0.0121941 0.00161237 75602.1 0
: 289 Minimum Test error found - save the configuration
: 289 | 2126.78 1940.57 0.0139791 0.00116084 62410.8 0
: 290 Minimum Test error found - save the configuration
: 290 | 2107.42 1922 0.0122743 0.00110688 71637 0
: 291 Minimum Test error found - save the configuration
: 291 | 2087.89 1904.18 0.0117632 0.00114593 75349.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2068.05 1886.76 0.010862 0.00109387 81899.2 0
: 293 Minimum Test error found - save the configuration
: 293 | 2048.75 1869.93 0.0109764 0.00103912 80505.2 0
: 294 Minimum Test error found - save the configuration
: 294 | 2030.6 1852.39 0.0106166 0.00110182 84079.9 0
: 295 Minimum Test error found - save the configuration
: 295 | 2011.21 1835.53 0.010686 0.00107631 83249.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 1993.16 1818.69 0.0112844 0.00110928 78622.8 0
: 297 Minimum Test error found - save the configuration
: 297 | 1973.95 1802.52 0.0109703 0.00106476 80762.8 0
: 298 Minimum Test error found - save the configuration
: 298 | 1955.88 1785.51 0.0106708 0.00108359 83444.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 1937.36 1769.7 0.0105441 0.0010487 84251.7 0
: 300 Minimum Test error found - save the configuration
: 300 | 1919.64 1753.41 0.010835 0.00108261 82031.2 0
: 301 Minimum Test error found - save the configuration
: 301 | 1901.84 1736.92 0.0106871 0.00111706 83594.1 0
: 302 Minimum Test error found - save the configuration
: 302 | 1883.59 1721.61 0.0106874 0.00106251 83117.5 0
: 303 Minimum Test error found - save the configuration
: 303 | 1866.31 1705.9 0.0107043 0.0010486 82853 0
: 304 Minimum Test error found - save the configuration
: 304 | 1849.32 1689.38 0.0160774 0.00177433 55932 0
: 305 Minimum Test error found - save the configuration
: 305 | 1831.86 1673.53 0.016191 0.00171182 55251.8 0
: 306 Minimum Test error found - save the configuration
: 306 | 1813.83 1658.99 0.0159249 0.00174084 56401.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1797.48 1643.27 0.0161193 0.00175338 55687.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1779.68 1628.97 0.0120691 0.00123681 73853.2 0
: 309 Minimum Test error found - save the configuration
: 309 | 1763.62 1613.75 0.0113303 0.00107013 77971.5 0
: 310 Minimum Test error found - save the configuration
: 310 | 1747.03 1598.6 0.0108471 0.00107312 81849.8 0
: 311 Minimum Test error found - save the configuration
: 311 | 1730.36 1584.05 0.0106422 0.00107239 83596.2 0
: 312 Minimum Test error found - save the configuration
: 312 | 1713.75 1570.42 0.0117303 0.00116931 75750.6 0
: 313 Minimum Test error found - save the configuration
: 313 | 1698 1555.53 0.0124348 0.00173466 74765.5 0
: 314 Minimum Test error found - save the configuration
: 314 | 1681.82 1540.82 0.0107246 0.00105727 82753.3 0
: 315 Minimum Test error found - save the configuration
: 315 | 1665.49 1526.94 0.0106988 0.00107764 83150 0
: 316 Minimum Test error found - save the configuration
: 316 | 1649.72 1513.16 0.0105747 0.00115517 84929.5 0
: 317 Minimum Test error found - save the configuration
: 317 | 1634.37 1498.77 0.0111697 0.00107831 79275.1 0
: 318 Minimum Test error found - save the configuration
: 318 | 1618.42 1485.18 0.010955 0.00109177 81109.4 0
: 319 Minimum Test error found - save the configuration
: 319 | 1603.12 1471.95 0.0118778 0.00120408 74950.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1587.92 1458.91 0.0122347 0.00132435 73324.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1572.77 1445.43 0.0111983 0.00105246 78850.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1557.74 1431.88 0.0112827 0.00119487 79303.4 0
: 323 Minimum Test error found - save the configuration
: 323 | 1542.85 1418.42 0.0112107 0.00107564 78934 0
: 324 Minimum Test error found - save the configuration
: 324 | 1527.73 1405.74 0.0110939 0.00140462 82565.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1513.92 1391.95 0.0142089 0.00113412 61186.5 0
: 326 Minimum Test error found - save the configuration
: 326 | 1499 1378.92 0.010739 0.00106513 82697.2 0
: 327 Minimum Test error found - save the configuration
: 327 | 1484.32 1366.14 0.0104967 0.00104447 84636.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1470.21 1353.52 0.0105366 0.00104428 84278.6 0
: 329 Minimum Test error found - save the configuration
: 329 | 1456.3 1340.76 0.0105731 0.00104777 83987 0
: 330 Minimum Test error found - save the configuration
: 330 | 1441.65 1328.89 0.0107653 0.00106977 82511.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1428.21 1316.67 0.0109615 0.001082 80975.6 0
: 332 Minimum Test error found - save the configuration
: 332 | 1414.68 1304.33 0.010992 0.00109754 80853.7 0
: 333 Minimum Test error found - save the configuration
: 333 | 1400.74 1292.36 0.0106777 0.00107509 83311.1 0
: 334 Minimum Test error found - save the configuration
: 334 | 1387.4 1280.16 0.0112981 0.00114459 78790.3 0
: 335 Minimum Test error found - save the configuration
: 335 | 1373.89 1268.28 0.0110985 0.00106966 79770.3 0
: 336 Minimum Test error found - save the configuration
: 336 | 1360.94 1256.26 0.01082 0.00109283 82243.5 0
: 337 Minimum Test error found - save the configuration
: 337 | 1347.76 1244.55 0.0109834 0.00105356 80565.4 0
: 338 Minimum Test error found - save the configuration
: 338 | 1334.45 1234.05 0.0115556 0.00114191 76822 0
: 339 Minimum Test error found - save the configuration
: 339 | 1322.08 1222.16 0.0115616 0.00121225 77299.4 0
: 340 Minimum Test error found - save the configuration
: 340 | 1308.94 1210.9 0.0121122 0.00129569 73960.8 0
: 341 Minimum Test error found - save the configuration
: 341 | 1296.47 1199.92 0.0113628 0.00116194 78424.9 0
: 342 Minimum Test error found - save the configuration
: 342 | 1284.43 1187.99 0.011526 0.00117804 77310 0
: 343 Minimum Test error found - save the configuration
: 343 | 1271.74 1176.85 0.0116173 0.00123038 77020.2 0
: 344 Minimum Test error found - save the configuration
: 344 | 1259.02 1166.13 0.0125388 0.00166365 73562.3 0
: 345 Minimum Test error found - save the configuration
: 345 | 1247.65 1154.63 0.0128767 0.001623 71087.6 0
: 346 Minimum Test error found - save the configuration
: 346 | 1234.83 1144.51 0.0141581 0.00123648 61911.7 0
: 347 Minimum Test error found - save the configuration
: 347 | 1223.23 1133.32 0.0135305 0.00113012 64514.2 0
: 348 Minimum Test error found - save the configuration
: 348 | 1211.21 1123.03 0.011667 0.00114914 76061.3 0
: 349 Minimum Test error found - save the configuration
: 349 | 1199.49 1112.82 0.0108371 0.00107948 81987.1 0
: 350 Minimum Test error found - save the configuration
: 350 | 1187.9 1102.06 0.0104654 0.00105886 85046.9 0
: 351 Minimum Test error found - save the configuration
: 351 | 1176.15 1091.72 0.0105762 0.00109772 84402 0
: 352 Minimum Test error found - save the configuration
: 352 | 1165.35 1081.09 0.0105606 0.00109753 84539.6 0
: 353 Minimum Test error found - save the configuration
: 353 | 1153.62 1071.22 0.0106908 0.00115707 83912.5 0
: 354 Minimum Test error found - save the configuration
: 354 | 1142.41 1061.22 0.0122539 0.00158845 75008.3 0
: 355 Minimum Test error found - save the configuration
: 355 | 1131.62 1050.69 0.0160261 0.00176376 56091.8 0
: 356 Minimum Test error found - save the configuration
: 356 | 1120.13 1041.13 0.0162964 0.00177062 55074.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1108.92 1031.89 0.0150809 0.0011753 57530.7 0
: 358 Minimum Test error found - save the configuration
: 358 | 1098.72 1021.87 0.0112712 0.00107087 78428.5 0
: 359 Minimum Test error found - save the configuration
: 359 | 1087.76 1012.56 0.0114159 0.00108801 77460 0
: 360 Minimum Test error found - save the configuration
: 360 | 1077.57 1002.36 0.0118128 0.00112006 74817.1 0
: 361 Minimum Test error found - save the configuration
: 361 | 1066.82 993.273 0.0115635 0.00111744 76583.8 0
: 362 Minimum Test error found - save the configuration
: 362 | 1056.54 983.346 0.0114222 0.00109075 77433.2 0
: 363 Minimum Test error found - save the configuration
: 363 | 1045.85 973.92 0.0112889 0.00107621 78334.2 0
: 364 Minimum Test error found - save the configuration
: 364 | 1035.73 964.618 0.012265 0.00168672 75626.3 0
: 365 Minimum Test error found - save the configuration
: 365 | 1025.87 955.152 0.0162833 0.00177858 55154.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1015.55 946.356 0.0164197 0.00178091 54649.2 0
: 367 Minimum Test error found - save the configuration
: 367 | 1005.57 937.26 0.0160663 0.00164589 55476.9 0
: 368 Minimum Test error found - save the configuration
: 368 | 995.879 928.342 0.0157238 0.00177582 57356.1 0
: 369 Minimum Test error found - save the configuration
: 369 | 986.074 919.226 0.0157436 0.0016116 56609.3 0
: 370 Minimum Test error found - save the configuration
: 370 | 976.434 910.41 0.0162639 0.00176621 55181.4 0
: 371 Minimum Test error found - save the configuration
: 371 | 967.006 901.583 0.0160664 0.00177265 55968.6 0
: 372 Minimum Test error found - save the configuration
: 372 | 957.742 892.806 0.0135182 0.00120595 64975.9 0
: 373 Minimum Test error found - save the configuration
: 373 | 947.862 884.567 0.0123437 0.00151419 73871.9 0
: 374 Minimum Test error found - save the configuration
: 374 | 938.648 875.928 0.0129922 0.00136907 68828.2 0
: 375 Minimum Test error found - save the configuration
: 375 | 929.454 867.645 0.0126868 0.00175801 73201.2 0
: 376 Minimum Test error found - save the configuration
: 376 | 920.529 858.633 0.0118905 0.00107817 73989.5 0
: 377 Minimum Test error found - save the configuration
: 377 | 911.066 850.611 0.0104473 0.00104676 85101.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 902.27 842.093 0.0105025 0.00107549 84862.3 0
: 379 Minimum Test error found - save the configuration
: 379 | 893.554 834.286 0.0118354 0.00136908 76435.8 0
: 380 Minimum Test error found - save the configuration
: 380 | 884.72 826.31 0.0126346 0.00175983 73564.7 0
: 381 Minimum Test error found - save the configuration
: 381 | 875.712 818.276 0.0116932 0.00142631 77920.4 0
: 382 Minimum Test error found - save the configuration
: 382 | 867.06 809.998 0.0125798 0.00127245 70750.3 0
: 383 Minimum Test error found - save the configuration
: 383 | 858.346 802.184 0.0119409 0.0015056 76662.8 0
: 384 Minimum Test error found - save the configuration
: 384 | 850.137 794.342 0.0117668 0.0010994 74994.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 841.884 786.249 0.0106925 0.00106463 83092.3 0
: 386 Minimum Test error found - save the configuration
: 386 | 832.861 778.344 0.0106442 0.00105529 83429.6 0
: 387 Minimum Test error found - save the configuration
: 387 | 824.627 771.155 0.0115205 0.00171917 81621.6 0
: 388 Minimum Test error found - save the configuration
: 388 | 816.365 763.687 0.0105039 0.00103867 84520.2 0
: 389 Minimum Test error found - save the configuration
: 389 | 808.538 755.814 0.0107876 0.00105906 82232.5 0
: 390 Minimum Test error found - save the configuration
: 390 | 800.248 748.279 0.0105549 0.00104796 84149.5 0
: 391 Minimum Test error found - save the configuration
: 391 | 792.491 740.7 0.0104998 0.00113955 85468.1 0
: 392 Minimum Test error found - save the configuration
: 392 | 784.372 733.268 0.0104553 0.00105497 85103.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 776.474 726.151 0.0110378 0.00108451 80375.7 0
: 394 Minimum Test error found - save the configuration
: 394 | 768.814 719.134 0.0106399 0.0010534 83450.6 0
: 395 Minimum Test error found - save the configuration
: 395 | 761.253 711.464 0.0108384 0.00108228 81999.9 0
: 396 Minimum Test error found - save the configuration
: 396 | 753.662 704.226 0.0115549 0.00143579 79058.1 0
: 397 Minimum Test error found - save the configuration
: 397 | 745.543 697.527 0.0107169 0.00125487 84548.9 0
: 398 Minimum Test error found - save the configuration
: 398 | 738.47 690.47 0.0114411 0.00106272 77083.6 0
: 399 Minimum Test error found - save the configuration
: 399 | 730.725 683.635 0.0107846 0.00106654 82320.7 0
: 400 Minimum Test error found - save the configuration
: 400 | 723.705 676.72 0.0113102 0.0011367 78635.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 716.584 669.974 0.012666 0.00111971 69286 0
: 402 Minimum Test error found - save the configuration
: 402 | 709.112 663.289 0.0124552 0.0011457 70737.2 0
: 403 Minimum Test error found - save the configuration
: 403 | 702.217 656.154 0.0106411 0.00106698 83558.8 0
: 404 Minimum Test error found - save the configuration
: 404 | 694.735 649.346 0.0109581 0.00107693 80962.2 0
: 405 Minimum Test error found - save the configuration
: 405 | 687.892 643.185 0.011693 0.00160626 79311.9 0
: 406 Minimum Test error found - save the configuration
: 406 | 680.866 636.182 0.0121743 0.00113446 72464.8 0
: 407 Minimum Test error found - save the configuration
: 407 | 673.655 630.115 0.0108752 0.00107778 81654.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 667.223 623.488 0.0107126 0.00106687 82938.4 0
: 409 Minimum Test error found - save the configuration
: 409 | 660.317 617.397 0.0105737 0.00106149 84102.6 0
: 410 Minimum Test error found - save the configuration
: 410 | 653.247 611.071 0.0105486 0.00108057 84494.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 647.013 604.487 0.0120067 0.00116735 73804.9 0
: 412 Minimum Test error found - save the configuration
: 412 | 640.28 599.228 0.0115637 0.00117327 76993.7 0
: 413 Minimum Test error found - save the configuration
: 413 | 634.162 593.046 0.012022 0.00114048 73518.8 0
: 414 Minimum Test error found - save the configuration
: 414 | 627.415 585.639 0.0107837 0.00107672 82414.8 0
: 415 Minimum Test error found - save the configuration
: 415 | 620.736 579.913 0.0112654 0.00114803 79071.8 0
: 416 Minimum Test error found - save the configuration
: 416 | 614.701 573.776 0.0112309 0.00109418 78920.9 0
: 417 Minimum Test error found - save the configuration
: 417 | 608.139 567.651 0.0107935 0.00109758 82508.7 0
: 418 Minimum Test error found - save the configuration
: 418 | 601.832 562.14 0.0111033 0.00112711 80191.1 0
: 419 Minimum Test error found - save the configuration
: 419 | 595.779 556.431 0.0115785 0.00115669 76762 0
: 420 Minimum Test error found - save the configuration
: 420 | 589.602 550.567 0.0112153 0.00110848 79154.1 0
: 421 Minimum Test error found - save the configuration
: 421 | 583.876 544.156 0.0109241 0.00111985 81597.6 0
: 422 Minimum Test error found - save the configuration
: 422 | 577.488 538.443 0.0114515 0.00132875 79029.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 571.771 533.421 0.0110863 0.00136518 82294.7 0
: 424 Minimum Test error found - save the configuration
: 424 | 565.673 527.587 0.011736 0.00109119 75154.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 560.227 521.583 0.0122663 0.00105538 71358.8 0
: 426 Minimum Test error found - save the configuration
: 426 | 553.801 516.512 0.0114703 0.0011428 77463.3 0
: 427 Minimum Test error found - save the configuration
: 427 | 548.484 511.368 0.0109063 0.00109903 81572.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 542.746 506.002 0.0110535 0.00111663 80508.2 0
: 429 Minimum Test error found - save the configuration
: 429 | 536.908 500.251 0.0108176 0.00109133 82251.4 0
: 430 Minimum Test error found - save the configuration
: 430 | 531.587 494.902 0.0113743 0.00111294 77962.3 0
: 431 Minimum Test error found - save the configuration
: 431 | 526.313 489.284 0.013339 0.00171008 68794.2 0
: 432 Minimum Test error found - save the configuration
: 432 | 520.48 483.928 0.0118062 0.00109 74653.6 0
: 433 Minimum Test error found - save the configuration
: 433 | 515.046 479.143 0.010698 0.00106338 83034.2 0
: 434 Minimum Test error found - save the configuration
: 434 | 509.798 474.366 0.0126283 0.00149879 71880.7 0
: 435 Minimum Test error found - save the configuration
: 435 | 505.004 468.974 0.0114096 0.00121694 78487.6 0
: 436 Minimum Test error found - save the configuration
: 436 | 499.559 464.304 0.0115636 0.00122791 77402 0
: 437 Minimum Test error found - save the configuration
: 437 | 494.264 459.504 0.0115127 0.0011555 77240.7 0
: 438 Minimum Test error found - save the configuration
: 438 | 488.844 454.097 0.0114139 0.00116121 78028.5 0
: 439 Minimum Test error found - save the configuration
: 439 | 484.176 448.806 0.0114263 0.00112697 77674.8 0
: 440 Minimum Test error found - save the configuration
: 440 | 478.716 444.014 0.0115402 0.00113272 76867.5 0
: 441 Minimum Test error found - save the configuration
: 441 | 473.876 440.393 0.0115143 0.00116501 77300.1 0
: 442 Minimum Test error found - save the configuration
: 442 | 469.198 434.993 0.011364 0.00119657 78682.8 0
: 443 Minimum Test error found - save the configuration
: 443 | 464.019 429.982 0.0116862 0.00120773 76346.9 0
: 444 Minimum Test error found - save the configuration
: 444 | 458.966 425.503 0.0115271 0.00115356 77118.9 0
: 445 Minimum Test error found - save the configuration
: 445 | 454.399 420.787 0.0115687 0.00116943 76928.1 0
: 446 Minimum Test error found - save the configuration
: 446 | 449.544 416.195 0.0115765 0.00119148 77033.9 0
: 447 Minimum Test error found - save the configuration
: 447 | 444.897 411.711 0.0116929 0.00121652 76362 0
: 448 Minimum Test error found - save the configuration
: 448 | 440.014 407.46 0.0116411 0.00117391 76429.2 0
: 449 Minimum Test error found - save the configuration
: 449 | 435.702 402.506 0.0117878 0.00127134 76071.3 0
: 450 Minimum Test error found - save the configuration
: 450 | 430.991 398.065 0.0115591 0.00117916 77071.8 0
: 451 Minimum Test error found - save the configuration
: 451 | 426.504 393.943 0.0114067 0.001165 78111.9 0
: 452 Minimum Test error found - save the configuration
: 452 | 421.81 389.337 0.0117008 0.00119145 76122.5 0
: 453 Minimum Test error found - save the configuration
: 453 | 417.432 385.025 0.0111525 0.00120472 80420.1 0
: 454 Minimum Test error found - save the configuration
: 454 | 412.978 380.913 0.0116256 0.0012453 77068.9 0
: 455 Minimum Test error found - save the configuration
: 455 | 408.675 377.269 0.0119751 0.0011714 74048.6 0
: 456 Minimum Test error found - save the configuration
: 456 | 404.659 372.517 0.0111746 0.00110783 79469.2 0
: 457 Minimum Test error found - save the configuration
: 457 | 400.239 368.759 0.0109923 0.00116847 81434.7 0
: 458 Minimum Test error found - save the configuration
: 458 | 396.203 364.472 0.0116621 0.00114686 76080.3 0
: 459 Minimum Test error found - save the configuration
: 459 | 391.952 360.461 0.0136809 0.00161406 66297.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 387.615 356.176 0.0138002 0.00178942 66607.1 0
: 461 Minimum Test error found - save the configuration
: 461 | 383.534 352.118 0.013435 0.00117782 65268 0
: 462 Minimum Test error found - save the configuration
: 462 | 379.342 349.221 0.0112981 0.00117848 79054.1 0
: 463 Minimum Test error found - save the configuration
: 463 | 375.694 344.619 0.0110304 0.00114825 80953.8 0
: 464 Minimum Test error found - save the configuration
: 464 | 371.482 340.719 0.0119692 0.00126834 74760 0
: 465 Minimum Test error found - save the configuration
: 465 | 367.478 337.03 0.0109496 0.00113907 81545 0
: 466 Minimum Test error found - save the configuration
: 466 | 364.085 333.058 0.0110442 0.00114564 80819.5 0
: 467 Minimum Test error found - save the configuration
: 467 | 359.737 329.415 0.0112902 0.00113936 78811.1 0
: 468 Minimum Test error found - save the configuration
: 468 | 356.219 325.742 0.0109802 0.00135639 83127.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 352.182 322.299 0.0115622 0.00141753 78858.8 0
: 470 Minimum Test error found - save the configuration
: 470 | 348.307 318.257 0.0118891 0.00118722 74752.9 0
: 471 Minimum Test error found - save the configuration
: 471 | 344.395 314.942 0.0113776 0.00108684 77739.3 0
: 472 Minimum Test error found - save the configuration
: 472 | 340.877 311.477 0.0116991 0.00109283 75427.3 0
: 473 Minimum Test error found - save the configuration
: 473 | 337.075 307.696 0.0122882 0.00119562 72120 0
: 474 Minimum Test error found - save the configuration
: 474 | 333.43 304.186 0.0106696 0.00108814 83494.7 0
: 475 Minimum Test error found - save the configuration
: 475 | 330.092 300.6 0.0106433 0.00107868 83641.7 0
: 476 Minimum Test error found - save the configuration
: 476 | 326.43 297.376 0.0120793 0.00119618 73508.3 0
: 477 Minimum Test error found - save the configuration
: 477 | 323.076 293.973 0.0118039 0.00110653 74784.8 0
: 478 Minimum Test error found - save the configuration
: 478 | 319.329 290.613 0.0116411 0.00107478 75711.9 0
: 479 Minimum Test error found - save the configuration
: 479 | 315.975 287.007 0.0105038 0.00106179 84727.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 312.416 284.299 0.0106875 0.00107101 83190.4 0
: 481 Minimum Test error found - save the configuration
: 481 | 309.343 280.858 0.010535 0.00106326 84461.5 0
: 482 Minimum Test error found - save the configuration
: 482 | 306.181 277.927 0.010482 0.00106634 84964.6 0
: 483 Minimum Test error found - save the configuration
: 483 | 302.667 274.113 0.0105714 0.00106331 84138.8 0
: 484 Minimum Test error found - save the configuration
: 484 | 298.98 271.079 0.0106491 0.00106388 83462 0
: 485 Minimum Test error found - save the configuration
: 485 | 295.878 267.991 0.0131135 0.00132999 67891.6 0
: 486 Minimum Test error found - save the configuration
: 486 | 292.83 265.367 0.0126629 0.00111136 69254.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 289.523 262.275 0.0110142 0.00107513 80490.5 0
: 488 Minimum Test error found - save the configuration
: 488 | 286.399 258.985 0.0105771 0.0010567 84030.2 0
: 489 Minimum Test error found - save the configuration
: 489 | 283.39 256.227 0.0105737 0.00107702 84239.8 0
: 490 Minimum Test error found - save the configuration
: 490 | 280.478 253.378 0.0106527 0.00110793 83815.9 0
: 491 Minimum Test error found - save the configuration
: 491 | 277.193 250.578 0.0110368 0.00106958 80263 0
: 492 Minimum Test error found - save the configuration
: 492 | 274.147 247.132 0.0111683 0.00106444 79178 0
: 493 Minimum Test error found - save the configuration
: 493 | 271.214 244.201 0.0104608 0.00104437 84958.1 0
: 494 Minimum Test error found - save the configuration
: 494 | 268.186 241.61 0.0105262 0.00104814 84405.4 0
: 495 Minimum Test error found - save the configuration
: 495 | 265.244 239.139 0.0107899 0.00104447 82090 0
: 496 Minimum Test error found - save the configuration
: 496 | 262.41 236.241 0.0105791 0.00105911 84033.8 0
: 497 Minimum Test error found - save the configuration
: 497 | 259.557 233.158 0.0112219 0.0012687 80376 0
: 498 Minimum Test error found - save the configuration
: 498 | 256.812 230.862 0.01102 0.00109262 80585 0
: 499 Minimum Test error found - save the configuration
: 499 | 253.901 227.751 0.0144528 0.00180697 63261.8 0
: 500 Minimum Test error found - save the configuration
: 500 | 251.311 225.034 0.0152767 0.00115243 56640 0
: 501 Minimum Test error found - save the configuration
: 501 | 248.305 222.438 0.0117093 0.00110067 75410.1 0
: 502 Minimum Test error found - save the configuration
: 502 | 245.617 219.921 0.0137931 0.00164387 65848.1 0
: 503 Minimum Test error found - save the configuration
: 503 | 242.949 217.182 0.010893 0.00110538 81735.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 240.471 214.413 0.0113955 0.00158198 81520.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 237.525 212.308 0.0114104 0.00110417 77623.2 0
: 506 Minimum Test error found - save the configuration
: 506 | 234.942 209.519 0.0106847 0.00112232 83660.9 0
: 507 Minimum Test error found - save the configuration
: 507 | 232.246 207.063 0.0127373 0.00109581 68719.9 0
: 508 Minimum Test error found - save the configuration
: 508 | 229.821 204.845 0.0109244 0.0010996 81426.7 0
: 509 Minimum Test error found - save the configuration
: 509 | 227.224 202.435 0.0109469 0.0011096 81323 0
: 510 Minimum Test error found - save the configuration
: 510 | 224.761 199.856 0.0112064 0.00107175 78937 0
: 511 Minimum Test error found - save the configuration
: 511 | 222.392 197.344 0.0112949 0.00108088 78323.6 0
: 512 Minimum Test error found - save the configuration
: 512 | 219.878 195.541 0.0123282 0.00112916 71434.8 0
: 513 Minimum Test error found - save the configuration
: 513 | 217.511 192.82 0.0105913 0.00108136 84122.6 0
: 514 Minimum Test error found - save the configuration
: 514 | 215.024 190.801 0.0107571 0.00117727 83508.7 0
: 515 Minimum Test error found - save the configuration
: 515 | 212.674 188.534 0.0108464 0.0011591 82582.3 0
: 516 Minimum Test error found - save the configuration
: 516 | 210.428 186.519 0.0123105 0.00145448 73691.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 208.07 184.302 0.0134161 0.001088 64892.5 0
: 518 Minimum Test error found - save the configuration
: 518 | 205.672 181.988 0.010461 0.00105103 85016.3 0
: 519 Minimum Test error found - save the configuration
: 519 | 203.144 179.485 0.0115609 0.00114518 76807.2 0
: 520 Minimum Test error found - save the configuration
: 520 | 200.848 178.115 0.011589 0.00170753 80960 0
: 521 Minimum Test error found - save the configuration
: 521 | 198.997 175.744 0.0132129 0.00151822 68407.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 196.707 173.742 0.0111917 0.00141739 81847.4 0
: 523 Minimum Test error found - save the configuration
: 523 | 194.537 171.478 0.0109517 0.00110359 81233.7 0
: 524 Minimum Test error found - save the configuration
: 524 | 192.259 169.354 0.0118096 0.00113335 74932.8 0
: 525 Minimum Test error found - save the configuration
: 525 | 190.138 167.751 0.0109177 0.00116134 81998.1 0
: 526 Minimum Test error found - save the configuration
: 526 | 187.921 165.148 0.0150704 0.00174437 60032.8 0
: 527 Minimum Test error found - save the configuration
: 527 | 185.687 163.305 0.0155473 0.00172562 57880.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 183.742 162.296 0.0155381 0.00176111 58067.9 0
: 529 Minimum Test error found - save the configuration
: 529 | 181.657 159.802 0.0159978 0.00174485 56128.8 0
: 530 Minimum Test error found - save the configuration
: 530 | 179.756 157.534 0.0136782 0.0016485 66501.9 0
: 531 Minimum Test error found - save the configuration
: 531 | 177.634 155.868 0.0157167 0.00177545 57383.7 0
: 532 Minimum Test error found - save the configuration
: 532 | 175.49 153.68 0.0142093 0.00119548 61473.1 0
: 533 Minimum Test error found - save the configuration
: 533 | 173.487 152.499 0.0152218 0.00112616 56755.1 0
: 534 Minimum Test error found - save the configuration
: 534 | 171.6 150.031 0.0139348 0.0017988 65919.6 0
: 535 Minimum Test error found - save the configuration
: 535 | 169.466 148.642 0.0167482 0.00183804 53654.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 167.66 147.671 0.0160538 0.00178028 56048 0
: 537 Minimum Test error found - save the configuration
: 537 | 165.598 144.81 0.0123177 0.00114889 71627.9 0
: 538 Minimum Test error found - save the configuration
: 538 | 163.582 143.578 0.0118594 0.00123081 75268.8 0
: 539 Minimum Test error found - save the configuration
: 539 | 161.895 142.15 0.0113089 0.00116196 78841.8 0
: 540 Minimum Test error found - save the configuration
: 540 | 159.802 139.694 0.0127182 0.00121075 69520 0
: 541 Minimum Test error found - save the configuration
: 541 | 158.227 138.665 0.0116393 0.00110914 75972.5 0
: 542 Minimum Test error found - save the configuration
: 542 | 156.182 137.074 0.0116978 0.00133581 77205.6 0
: 543 Minimum Test error found - save the configuration
: 543 | 154.57 135.698 0.0132611 0.00112612 65925.3 0
: 544 Minimum Test error found - save the configuration
: 544 | 152.533 134.081 0.0131713 0.00152918 68716.3 0
: 545 Minimum Test error found - save the configuration
: 545 | 150.703 131.986 0.011107 0.00108647 79835.9 0
: 546 Minimum Test error found - save the configuration
: 546 | 148.876 130.365 0.0109647 0.00105944 80765.4 0
: 547 Minimum Test error found - save the configuration
: 547 | 147.299 128.712 0.0130744 0.00161962 69839.9 0
: 548 Minimum Test error found - save the configuration
: 548 | 145.62 127.333 0.0132141 0.0011023 66051.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 143.591 125.28 0.0117036 0.00117265 75966.6 0
: 550 | 141.978 125.754 0.0111645 0.0010589 79164.1 1
: 551 Minimum Test error found - save the configuration
: 551 | 140.8 123.648 0.010977 0.00116866 81563.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 139.024 121.363 0.0116332 0.00112853 76156.6 0
: 553 Minimum Test error found - save the configuration
: 553 | 137.043 120.339 0.0128151 0.00118096 68763.1 0
: 554 Minimum Test error found - save the configuration
: 554 | 135.591 118.739 0.0132883 0.00131128 66794.6 0
: 555 Minimum Test error found - save the configuration
: 555 | 133.894 117.084 0.0112628 0.00132388 80491.6 0
: 556 Minimum Test error found - save the configuration
: 556 | 132.228 115.797 0.0115103 0.001125 77032.1 0
: 557 Minimum Test error found - save the configuration
: 557 | 130.702 113.603 0.0116016 0.0011206 76328.6 0
: 558 Minimum Test error found - save the configuration
: 558 | 129.015 113.085 0.0121772 0.00115827 72602 0
: 559 Minimum Test error found - save the configuration
: 559 | 127.636 112.251 0.0118421 0.00119375 75129.2 0
: 560 Minimum Test error found - save the configuration
: 560 | 126.083 110.011 0.011932 0.00116868 74326.5 0
: 561 Minimum Test error found - save the configuration
: 561 | 124.633 109.035 0.0107641 0.00106203 82456.4 0
: 562 Minimum Test error found - save the configuration
: 562 | 123.112 107.299 0.0109284 0.00113061 81650.8 0
: 563 Minimum Test error found - save the configuration
: 563 | 121.613 106.508 0.0108995 0.001077 81445.8 0
: 564 Minimum Test error found - save the configuration
: 564 | 120.171 104.93 0.0107931 0.00109904 82525.1 0
: 565 Minimum Test error found - save the configuration
: 565 | 118.664 103.488 0.0108639 0.00105916 81593.4 0
: 566 Minimum Test error found - save the configuration
: 566 | 117.414 102.518 0.0107983 0.00110792 82556.1 0
: 567 Minimum Test error found - save the configuration
: 567 | 115.992 101.841 0.010481 0.00108461 85139.3 0
: 568 Minimum Test error found - save the configuration
: 568 | 114.486 100.083 0.0108342 0.00115832 82679.8 0
: 569 Minimum Test error found - save the configuration
: 569 | 113.172 98.8235 0.0110798 0.00131616 81937 0
: 570 Minimum Test error found - save the configuration
: 570 | 111.785 97.4634 0.0113449 0.00120815 78920.7 0
: 571 Minimum Test error found - save the configuration
: 571 | 110.742 96.1723 0.0139157 0.0013818 63827.1 0
: 572 Minimum Test error found - save the configuration
: 572 | 109.457 94.8725 0.014405 0.00176739 63303.4 0
: 573 Minimum Test error found - save the configuration
: 573 | 108.057 94.2026 0.010522 0.00104565 84420.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 106.562 92.9521 0.0108961 0.0011936 82453.1 0
: 575 Minimum Test error found - save the configuration
: 575 | 105.375 91.8775 0.0107105 0.00114253 83612.5 0
: 576 Minimum Test error found - save the configuration
: 576 | 104.154 91.0169 0.0111973 0.00122357 80211 0
: 577 Minimum Test error found - save the configuration
: 577 | 102.916 90.175 0.0107541 0.00112578 83088.2 0
: 578 Minimum Test error found - save the configuration
: 578 | 101.853 88.9806 0.0128634 0.00159673 71005.7 0
: 579 Minimum Test error found - save the configuration
: 579 | 100.26 87.4927 0.0122346 0.00120543 72534.8 0
: 580 Minimum Test error found - save the configuration
: 580 | 99.0765 86.1533 0.0134457 0.00171874 68218.6 0
: 581 Minimum Test error found - save the configuration
: 581 | 97.8881 85.1434 0.0118657 0.00109645 74285.3 0
: 582 Minimum Test error found - save the configuration
: 582 | 96.9676 83.9639 0.0109684 0.00109723 81043.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 95.592 83.2925 0.0124964 0.00117235 70646.1 0
: 584 Minimum Test error found - save the configuration
: 584 | 94.5664 82.2995 0.0115522 0.00110193 76552.9 0
: 585 Minimum Test error found - save the configuration
: 585 | 93.3476 81.1992 0.011234 0.00117009 79491.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 92.2443 80.5781 0.0112068 0.00130737 80812.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 91.2752 79.069 0.0122291 0.00115018 72209.4 0
: 588 Minimum Test error found - save the configuration
: 588 | 90.0545 77.7413 0.0104945 0.00105268 84729.2 0
: 589 Minimum Test error found - save the configuration
: 589 | 89.0781 77.58 0.0112016 0.00133099 81048.7 0
: 590 Minimum Test error found - save the configuration
: 590 | 88.0068 76.1568 0.0118061 0.00105603 74418.1 0
: 591 Minimum Test error found - save the configuration
: 591 | 86.8854 75.5677 0.0130245 0.00143969 69055.9 0
: 592 Minimum Test error found - save the configuration
: 592 | 85.9101 74.4437 0.0141608 0.00156263 63501.5 0
: 593 Minimum Test error found - save the configuration
: 593 | 84.89 73.3646 0.0126512 0.00110562 69290.4 0
: 594 Minimum Test error found - save the configuration
: 594 | 83.8473 71.9212 0.0110778 0.00108401 80049.5 0
: 595 | 82.8461 71.9298 0.0106522 0.0010442 83263.8 1
: 596 Minimum Test error found - save the configuration
: 596 | 81.991 70.6464 0.0109621 0.00113514 81408.4 0
: 597 Minimum Test error found - save the configuration
: 597 | 81.0817 69.7693 0.0115745 0.00110559 76417 0
: 598 Minimum Test error found - save the configuration
: 598 | 80.1822 69.5925 0.0128717 0.00131533 69226.1 0
: 599 Minimum Test error found - save the configuration
: 599 | 79.0534 67.9422 0.0130642 0.00107915 66749.6 0
: 600 Minimum Test error found - save the configuration
: 600 | 78.1348 66.719 0.0104697 0.00105397 84964.5 0
: 601 Minimum Test error found - save the configuration
: 601 | 77.0962 66.5252 0.0138527 0.00164701 65543.5 0
: 602 Minimum Test error found - save the configuration
: 602 | 76.3617 65.4775 0.0127504 0.00109572 68642.2 0
: 603 Minimum Test error found - save the configuration
: 603 | 75.304 64.078 0.0105295 0.00106122 84492.3 0
: 604 | 74.5239 64.4898 0.0104275 0.0010585 85387.8 1
: 605 Minimum Test error found - save the configuration
: 605 | 73.8003 63.1262 0.0106314 0.00111724 84085.4 0
: 606 | 72.7747 63.2432 0.010637 0.00103644 83328.6 1
: 607 Minimum Test error found - save the configuration
: 607 | 71.842 61.3567 0.0107516 0.00109608 82854.2 0
: 608 Minimum Test error found - save the configuration
: 608 | 70.9938 60.4193 0.0109739 0.00108068 80863.3 0
: 609 Minimum Test error found - save the configuration
: 609 | 70.1695 60.0657 0.0109054 0.00117445 82212.3 0
: 610 Minimum Test error found - save the configuration
: 610 | 69.2931 58.7412 0.011118 0.00112364 80044.9 0
: 611 Minimum Test error found - save the configuration
: 611 | 68.3575 57.7467 0.0110607 0.00120816 81197 0
: 612 Minimum Test error found - save the configuration
: 612 | 67.7476 57.0995 0.0112284 0.00119679 79747.9 0
: 613 Minimum Test error found - save the configuration
: 613 | 66.753 56.5995 0.0128733 0.00155408 70676.4 0
: 614 Minimum Test error found - save the configuration
: 614 | 65.945 56.0481 0.0108615 0.00114664 82348.4 0
: 615 Minimum Test error found - save the configuration
: 615 | 65.3056 54.7969 0.0121304 0.00136866 74337.4 0
: 616 | 64.421 54.9418 0.0133646 0.00162458 68142.8 1
: 617 Minimum Test error found - save the configuration
: 617 | 63.7847 53.6774 0.0135669 0.00109494 64144.1 0
: 618 Minimum Test error found - save the configuration
: 618 | 62.8121 52.57 0.0125696 0.00117208 70190.8 0
: 619 Minimum Test error found - save the configuration
: 619 | 62.0918 51.7646 0.0157172 0.00179828 57475.6 0
: 620 Minimum Test error found - save the configuration
: 620 | 61.3535 51.3973 0.0152757 0.0010906 56397.2 0
: 621 Minimum Test error found - save the configuration
: 621 | 60.838 50.5823 0.0112964 0.00158359 82365.4 0
: 622 Minimum Test error found - save the configuration
: 622 | 59.9096 50.0279 0.0117926 0.00127989 76098.5 0
: 623 Minimum Test error found - save the configuration
: 623 | 59.2056 49.092 0.0135495 0.00115666 64553.5 0
: 624 | 58.9045 49.279 0.0114389 0.00155018 80900.2 1
: 625 Minimum Test error found - save the configuration
: 625 | 58.0661 47.807 0.0117036 0.00118983 76090.4 0
: 626 Minimum Test error found - save the configuration
: 626 | 57.1055 47.5693 0.0118834 0.001119 74319.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 56.4844 46.357 0.0111057 0.00107137 79725.9 0
: 628 Minimum Test error found - save the configuration
: 628 | 55.7097 46.1659 0.0133482 0.00155214 67819.1 0
: 629 Minimum Test error found - save the configuration
: 629 | 55.1272 45.2106 0.01155 0.00156395 80112 0
: 630 Minimum Test error found - save the configuration
: 630 | 54.6327 44.3994 0.0127519 0.0011115 68726.2 0
: 631 Minimum Test error found - save the configuration
: 631 | 53.7476 43.7978 0.0105581 0.00107622 84371.8 0
: 632 Minimum Test error found - save the configuration
: 632 | 53.1008 43.3481 0.0106168 0.0010677 83777.2 0
: 633 Minimum Test error found - save the configuration
: 633 | 52.3962 42.6037 0.0105763 0.00109311 84359.8 0
: 634 Minimum Test error found - save the configuration
: 634 | 51.8134 42.1525 0.010973 0.00141629 83711 0
: 635 Minimum Test error found - save the configuration
: 635 | 51.0851 41.4923 0.0107232 0.00105303 82728.5 0
: 636 Minimum Test error found - save the configuration
: 636 | 50.5748 40.6561 0.0105784 0.00105792 84029.2 0
: 637 Minimum Test error found - save the configuration
: 637 | 49.9263 40.3921 0.0123365 0.00124458 72124.5 0
: 638 Minimum Test error found - save the configuration
: 638 | 49.3395 39.5737 0.0126664 0.00127796 70246.6 0
: 639 Minimum Test error found - save the configuration
: 639 | 48.7667 39.2544 0.0133509 0.00169346 68625.6 0
: 640 Minimum Test error found - save the configuration
: 640 | 48.1659 38.8757 0.0124319 0.00136306 72275 0
: 641 | 47.533 38.9525 0.0113947 0.00102249 77129 1
: 642 Minimum Test error found - save the configuration
: 642 | 47.1064 37.4068 0.0139864 0.00174332 65342.8 0
: 643 | 46.6631 37.7121 0.0117162 0.00101775 74777.5 1
: 644 Minimum Test error found - save the configuration
: 644 | 45.979 36.5858 0.0118257 0.00182159 79966.9 0
: 645 Minimum Test error found - save the configuration
: 645 | 45.3586 36.1963 0.0160323 0.00129121 54270 0
: 646 Minimum Test error found - save the configuration
: 646 | 44.6652 35.7627 0.0109961 0.00105925 80508.4 0
: 647 | 44.0888 35.9113 0.012822 0.00103444 67868.2 1
: 648 Minimum Test error found - save the configuration
: 648 | 43.6882 34.9609 0.0114967 0.00107723 76779.3 0
: 649 Minimum Test error found - save the configuration
: 649 | 43.3908 34.2542 0.0132881 0.00118119 66078.2 0
: 650 | 42.7179 34.3306 0.0131159 0.00108523 66496.9 1
: 651 Minimum Test error found - save the configuration
: 651 | 42.2063 33.1284 0.0115222 0.00120647 77551.6 0
: 652 Minimum Test error found - save the configuration
: 652 | 41.7283 32.7382 0.0126326 0.00132134 70725.8 0
: 653 | 41.1013 32.9582 0.0111646 0.00104835 79080.9 1
: 654 Minimum Test error found - save the configuration
: 654 | 40.7769 32.4707 0.0127905 0.00110704 68473.2 0
: 655 Minimum Test error found - save the configuration
: 655 | 40.2299 31.8243 0.012455 0.0017646 74833.5 0
: 656 Minimum Test error found - save the configuration
: 656 | 39.5772 31.0121 0.0136349 0.00113141 63982.4 0
: 657 Minimum Test error found - save the configuration
: 657 | 39.0944 30.3697 0.0142484 0.00180697 64301.4 0
: 658 Minimum Test error found - save the configuration
: 658 | 38.6325 30.0961 0.012054 0.00147454 75618 0
: 659 Minimum Test error found - save the configuration
: 659 | 38.2521 29.9261 0.0112084 0.00124056 80257.8 0
: 660 Minimum Test error found - save the configuration
: 660 | 37.9715 29.3519 0.0119745 0.00135928 75363.4 0
: 661 Minimum Test error found - save the configuration
: 661 | 37.3184 28.9859 0.0136087 0.00118861 64411.8 0
: 662 Minimum Test error found - save the configuration
: 662 | 36.7434 27.9683 0.0122636 0.00173751 76001.4 0
: 663 Minimum Test error found - save the configuration
: 663 | 36.3495 27.6983 0.0166532 0.00179102 53827.9 0
: 664 Minimum Test error found - save the configuration
: 664 | 35.8599 27.6069 0.0164822 0.00183035 54600.5 0
: 665 Minimum Test error found - save the configuration
: 665 | 35.5234 26.5481 0.0165575 0.00182824 54313.8 0
: 666 | 34.935 26.7245 0.0163222 0.00158115 54270.4 1
: 667 Minimum Test error found - save the configuration
: 667 | 34.5021 26.4863 0.0106429 0.00110086 83839.3 0
: 668 Minimum Test error found - save the configuration
: 668 | 34.0553 25.4741 0.0110603 0.00109094 80245.9 0
: 669 Minimum Test error found - save the configuration
: 669 | 33.8267 25.3137 0.0115294 0.00152396 79956.8 0
: 670 Minimum Test error found - save the configuration
: 670 | 33.3468 24.6057 0.0126536 0.00160195 72387.5 0
: 671 | 32.8698 25.398 0.0137102 0.00160349 66079.3 1
: 672 Minimum Test error found - save the configuration
: 672 | 32.5021 24.0262 0.0113077 0.00112524 78566.4 0
: 673 Minimum Test error found - save the configuration
: 673 | 32.0075 23.7166 0.0117233 0.00116946 75801.8 0
: 674 Minimum Test error found - save the configuration
: 674 | 31.7887 23.5938 0.0112532 0.00108663 78689.2 0
: 675 Minimum Test error found - save the configuration
: 675 | 31.2625 22.741 0.0111141 0.00111566 80012.3 0
: 676 | 31.0469 23.5312 0.0117293 0.00119599 75949.3 1
: 677 | 30.8514 22.7504 0.0116596 0.00116984 76264.7 2
: 678 Minimum Test error found - save the configuration
: 678 | 30.2632 21.8831 0.0145243 0.00141785 61038.9 0
: 679 | 30.1319 21.9036 0.0114764 0.00106225 76818.2 1
: 680 Minimum Test error found - save the configuration
: 680 | 29.4858 21.1219 0.011328 0.00131256 79876.7 0
: 681 | 29.2329 21.7696 0.0121238 0.00160198 76032.7 1
: 682 Minimum Test error found - save the configuration
: 682 | 28.7326 20.3475 0.0129207 0.00167026 71108.6 0
: 683 Minimum Test error found - save the configuration
: 683 | 28.2828 20.1307 0.0159228 0.00167959 56167 0
: 684 | 27.8655 20.5123 0.0158531 0.00157733 56039.1 1
: 685 Minimum Test error found - save the configuration
: 685 | 27.5741 19.3805 0.0162183 0.00171721 55168.3 0
: 686 Minimum Test error found - save the configuration
: 686 | 27.3289 19.0902 0.0159609 0.00171622 56161.4 0
: 687 Minimum Test error found - save the configuration
: 687 | 26.8782 18.75 0.0166175 0.00178289 53927.9 0
: 688 Minimum Test error found - save the configuration
: 688 | 26.4858 18.6406 0.0164392 0.00172718 54377.2 0
: 689 Minimum Test error found - save the configuration
: 689 | 26.1406 18.4852 0.0159303 0.00165211 56029.6 0
: 690 Minimum Test error found - save the configuration
: 690 | 25.8298 18.344 0.015937 0.00169529 56172.9 0
: 691 Minimum Test error found - save the configuration
: 691 | 25.4101 17.7733 0.0162311 0.00168517 54998.3 0
: 692 | 25.0793 17.808 0.0158527 0.00155625 55957.8 1
: 693 | 24.968 18.1432 0.0158625 0.0015757 55995.6 2
: 694 Minimum Test error found - save the configuration
: 694 | 24.7858 17.3173 0.0160339 0.00166847 55689.2 0
: 695 | 24.5732 18.1261 0.0159698 0.00158369 55609.1 1
: 696 Minimum Test error found - save the configuration
: 696 | 23.9792 17.2297 0.0161125 0.00168858 55463.5 0
: 697 Minimum Test error found - save the configuration
: 697 | 23.5219 16.5871 0.0160433 0.00167115 55663.1 0
: 698 Minimum Test error found - save the configuration
: 698 | 23.2775 16.548 0.0162151 0.0017107 55155.9 0
: 699 Minimum Test error found - save the configuration
: 699 | 22.8704 16.0968 0.0163112 0.00167959 54676.1 0
: 700 Minimum Test error found - save the configuration
: 700 | 22.7602 15.885 0.0163007 0.00169359 54768 0
: 701 Minimum Test error found - save the configuration
: 701 | 22.235 15.5071 0.0147592 0.00114305 58753.8 0
: 702 | 22.1174 15.813 0.0110632 0.0010386 79803.9 1
: 703 Minimum Test error found - save the configuration
: 703 | 21.8861 14.8217 0.0110796 0.001172 80746.1 0
: 704 | 21.5264 15.0416 0.013953 0.00161295 64829.6 1
: 705 Minimum Test error found - save the configuration
: 705 | 21.1718 14.5685 0.0149063 0.00179392 61011 0
: 706 | 20.862 14.7904 0.0149811 0.00167553 60125.2 1
: 707 Minimum Test error found - save the configuration
: 707 | 20.6504 14.1685 0.0112484 0.00107461 78633.6 0
: 708 Minimum Test error found - save the configuration
: 708 | 20.2558 13.9157 0.0133118 0.00138733 67089.2 0
: 709 Minimum Test error found - save the configuration
: 709 | 20.0013 13.6441 0.014336 0.00165491 63086.1 0
: 710 | 19.6498 13.8133 0.0141186 0.00101544 61054.2 1
: 711 Minimum Test error found - save the configuration
: 711 | 19.586 13.2312 0.0111223 0.00114466 80179.6 0
: 712 | 19.4795 13.7689 0.0156389 0.0015954 56965.8 1
: 713 Minimum Test error found - save the configuration
: 713 | 19.2787 12.9081 0.014204 0.00119253 61484.2 0
: 714 Minimum Test error found - save the configuration
: 714 | 18.9933 12.6134 0.0129019 0.00115774 68118.7 0
: 715 Minimum Test error found - save the configuration
: 715 | 18.5533 12.3034 0.0110339 0.00109016 80452.6 0
: 716 Minimum Test error found - save the configuration
: 716 | 18.3794 12.3013 0.0110574 0.00116914 80904.3 0
: 717 | 18.0786 12.3218 0.0115329 0.00119324 77372.1 1
: 718 Minimum Test error found - save the configuration
: 718 | 18.0923 12.2495 0.0110279 0.00114726 80966 0
: 719 Minimum Test error found - save the configuration
: 719 | 17.6344 11.2134 0.0110729 0.00126194 81541.2 0
: 720 | 17.2705 12.0589 0.0136335 0.00163338 66666.3 1
: 721 Minimum Test error found - save the configuration
: 721 | 17.1312 11.0495 0.0140101 0.00159961 64461.6 0
: 722 | 17.0261 11.4936 0.013513 0.00137287 65897.1 1
: 723 Minimum Test error found - save the configuration
: 723 | 16.7436 10.8595 0.0131745 0.00164051 69360.3 0
: 724 | 16.4217 11.1967 0.0106681 0.00103749 83068.3 1
: 725 Minimum Test error found - save the configuration
: 725 | 16.1759 10.5763 0.011266 0.00139251 81025.3 0
: 726 Minimum Test error found - save the configuration
: 726 | 15.883 9.95571 0.0130595 0.00115026 67174.5 0
: 727 | 15.6415 10.0689 0.0111737 0.00102401 78819.9 1
: 728 Minimum Test error found - save the configuration
: 728 | 15.6138 9.44758 0.0107045 0.00107887 83111.7 0
: 729 | 15.4136 10.0398 0.0107695 0.00115782 83232.1 1
: 730 | 15.2141 9.6159 0.0130431 0.00108924 66923.8 2
: 731 Minimum Test error found - save the configuration
: 731 | 15.0493 9.29259 0.0109348 0.00108929 81255.3 0
: 732 | 14.8887 9.76054 0.0109707 0.00111701 81187.5 1
: 733 | 14.4859 9.51465 0.0110981 0.00121815 80971.9 2
: 734 Minimum Test error found - save the configuration
: 734 | 14.2926 8.60791 0.0130511 0.00118148 67399 0
: 735 Minimum Test error found - save the configuration
: 735 | 13.9968 8.52559 0.0131657 0.00114466 66549.9 0
: 736 Minimum Test error found - save the configuration
: 736 | 13.8984 8.34257 0.0118161 0.00124641 75688.3 0
: 737 | 13.6624 8.55074 0.0131612 0.00150731 68646.4 1
: 738 Minimum Test error found - save the configuration
: 738 | 13.4724 8.2436 0.0127669 0.00119955 69160.3 0
: 739 | 13.3304 8.2441 0.0115606 0.00106366 76212.9 1
: 740 | 13.0937 8.31494 0.0111146 0.00106619 79614.2 2
: 741 Minimum Test error found - save the configuration
: 741 | 12.983 7.64215 0.0128664 0.00109701 67972.8 0
: 742 Minimum Test error found - save the configuration
: 742 | 12.7161 7.35083 0.0120681 0.00169413 77115.7 0
: 743 | 12.5833 7.91353 0.0125035 0.00169415 74010.3 1
: 744 | 12.8757 7.65754 0.0132893 0.00113497 65820 2
: 745 | 12.591 7.54299 0.0133066 0.00129674 66612.1 3
: 746 | 12.4179 7.40143 0.0114687 0.00105879 76849.7 4
: 747 | 12.4017 8.13881 0.0108023 0.00112101 82633.7 5
: 748 Minimum Test error found - save the configuration
: 748 | 12.0032 7.0411 0.0114489 0.00118017 77906.6 0
: 749 Minimum Test error found - save the configuration
: 749 | 11.5926 6.51414 0.0122411 0.00158578 75080 0
: 750 | 11.3673 6.56002 0.0130486 0.00100691 66436 1
: 751 | 11.23 6.86801 0.0107353 0.00107048 82774.6 2
: 752 Minimum Test error found - save the configuration
: 752 | 11.063 6.36672 0.0112458 0.00113488 79122.6 0
: 753 | 10.9926 6.51411 0.0111905 0.00106292 78992.4 1
: 754 | 10.923 6.55063 0.0105875 0.0010255 83664.9 2
: 755 | 11.1039 6.44431 0.0106647 0.00101971 82944.4 3
: 756 Minimum Test error found - save the configuration
: 756 | 10.6886 5.90573 0.0106218 0.00106804 83736.9 0
: 757 Minimum Test error found - save the configuration
: 757 | 10.6258 5.87102 0.010557 0.00105189 84165.7 0
: 758 Minimum Test error found - save the configuration
: 758 | 10.4645 5.59569 0.0106111 0.00107964 83932.7 0
: 759 | 10.1739 6.45377 0.0105332 0.0010067 83976 1
: 760 Minimum Test error found - save the configuration
: 760 | 10.0821 5.04365 0.0125781 0.00128059 70812.2 0
: 761 | 9.95777 5.89105 0.0114806 0.00168268 81649.8 1
: 762 Minimum Test error found - save the configuration
: 762 | 9.80688 4.98223 0.0117629 0.00156166 78421.7 0
: 763 | 9.66527 5.74619 0.0125242 0.00169119 73848.6 1
: 764 | 9.5473 5.47531 0.0147019 0.00101802 58463.1 2
: 765 | 9.30328 5.35804 0.0106036 0.00118306 84920.5 3
: 766 | 9.19666 5.32779 0.0143223 0.00153413 62557.8 4
: 767 Minimum Test error found - save the configuration
: 767 | 9.06091 4.96747 0.0121712 0.00158633 75579.7 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.06014 4.68955 0.0155096 0.00167658 57832.8 0
: 769 Minimum Test error found - save the configuration
: 769 | 8.76952 4.65611 0.0138467 0.00124002 63458.4 0
: 770 | 8.62676 4.68292 0.0106876 0.00105057 83013.3 1
: 771 Minimum Test error found - save the configuration
: 771 | 8.66126 4.35828 0.0128143 0.00177994 72500.8 0
: 772 | 8.68401 4.64115 0.0142172 0.00172448 64037.5 1
: 773 | 8.55423 4.64332 0.0136051 0.00164386 66883 2
: 774 Minimum Test error found - save the configuration
: 774 | 8.37354 4.0138 0.0126427 0.00108168 69198.3 0
: 775 | 8.14953 4.83108 0.0125322 0.000998062 69359.6 1
: 776 | 8.14355 4.0629 0.0104261 0.000998032 84852.7 2
: 777 | 7.99086 4.25099 0.0127338 0.00101793 68283.5 3
: 778 Minimum Test error found - save the configuration
: 778 | 7.88241 3.8898 0.010482 0.00105421 84855.7 0
: 779 Minimum Test error found - save the configuration
: 779 | 7.8392 3.75671 0.0116658 0.0018024 81108.1 0
: 780 | 7.67913 4.13438 0.015704 0.00168582 57068.9 1
: 781 Minimum Test error found - save the configuration
: 781 | 7.49331 3.64137 0.0165734 0.00180129 54156.2 0
: 782 Minimum Test error found - save the configuration
: 782 | 7.44768 3.58035 0.0165308 0.00178706 54260.4 0
: 783 | 7.39245 3.80201 0.0164147 0.00168881 54325.9 1
: 784 Minimum Test error found - save the configuration
: 784 | 7.34469 3.2326 0.0165586 0.00179823 54199.2 0
: 785 | 7.38243 3.49496 0.0161175 0.00169611 55473.3 1
: 786 Minimum Test error found - save the configuration
: 786 | 7.17413 3.1769 0.0164269 0.00177837 54613 0
: 787 | 6.93206 3.48857 0.0162587 0.00166373 54813.4 1
: 788 | 6.94832 3.53701 0.0137806 0.00101093 62648.6 2
: 789 | 6.84404 3.29066 0.0137344 0.00158312 65836.7 3
: 790 | 6.74875 3.51189 0.0158089 0.00159969 56301.4 4
: 791 | 6.68523 3.2823 0.0144466 0.0014745 61670.7 5
: 792 | 6.60957 3.31709 0.0105018 0.00101723 84347.4 6
: 793 | 6.46308 3.37777 0.013328 0.00151022 67694.8 7
: 794 Minimum Test error found - save the configuration
: 794 | 6.50597 3.09827 0.0115143 0.00108224 76686.9 0
: 795 | 6.37292 3.16606 0.0115892 0.00102451 75723.8 1
: 796 Minimum Test error found - save the configuration
: 796 | 6.3743 3.0952 0.0118066 0.00108082 74586.7 0
: 797 | 6.23738 3.59539 0.0114681 0.00101938 76564.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.15573 3.0206 0.0122049 0.00164922 75788.9 0
: 799 | 6.2255 3.41268 0.0118997 0.00100747 73446.6 1
: 800 Minimum Test error found - save the configuration
: 800 | 6.20877 2.8396 0.0104922 0.0010487 84714.4 0
: 801 | 6.24375 2.87439 0.0117561 0.00152619 78202.2 1
: 802 Minimum Test error found - save the configuration
: 802 | 6.02021 2.53684 0.0120703 0.00105452 72622.9 0
: 803 | 5.85952 2.76615 0.0103578 0.00100573 85542.2 1
: 804 | 5.73233 2.62412 0.0112355 0.00102944 78384.5 2
: 805 | 5.77789 2.60514 0.0152658 0.00167121 58847 3
: 806 | 5.61813 2.80474 0.0124956 0.00103122 69781.4 4
: 807 | 5.50039 2.73544 0.016107 0.00170105 55532.4 5
: 808 | 5.4591 2.60464 0.0144263 0.00162452 62491.3 6
: 809 | 5.40293 2.58123 0.01207 0.00101867 72389.8 7
: 810 | 5.35272 2.83746 0.0122116 0.00101113 71425.8 8
: 811 Minimum Test error found - save the configuration
: 811 | 5.26818 2.16336 0.0113735 0.00111554 77988.2 0
: 812 | 5.09931 2.19718 0.0115833 0.00164237 80475.7 1
: 813 Minimum Test error found - save the configuration
: 813 | 5.02605 2.10777 0.0124623 0.0013645 72086.6 0
: 814 Minimum Test error found - save the configuration
: 814 | 5.16642 2.08451 0.010558 0.00106601 84281.5 0
: 815 | 4.99235 2.59943 0.010621 0.00103692 83471.7 1
: 816 | 4.88047 2.54894 0.0104891 0.00102791 84556.2 2
: 817 | 4.90067 2.6978 0.0104574 0.00100129 84601.3 3
: 818 | 4.81261 2.27984 0.0106126 0.00101533 83356.8 4
: 819 | 4.69121 2.88806 0.0105874 0.00102588 83669 5
: 820 | 4.86902 2.11606 0.0105739 0.00103654 83880.3 6
: 821 | 4.70776 2.51773 0.0112474 0.00102029 78223.6 7
: 822 | 4.83871 2.69296 0.0104842 0.00100956 84436.2 8
: 823 | 4.66177 2.21852 0.0114754 0.00111466 77214.4 9
: 824 | 4.43341 2.62808 0.0108141 0.00103873 81838.4 10
: 825 | 4.42806 2.33611 0.0105389 0.00100948 83950.7 11
: 826 Minimum Test error found - save the configuration
: 826 | 4.2997 1.95582 0.0104049 0.00105679 85578.5 0
: 827 | 4.36577 2.24589 0.0106035 0.00101896 83467.5 1
: 828 | 4.32359 2.13972 0.0105062 0.00100004 84155.7 2
: 829 | 4.20336 2.21596 0.0104641 0.00100151 84543.3 3
: 830 | 4.07473 1.98222 0.0103456 0.00100097 85610.4 4
: 831 | 4.12396 2.36779 0.0109891 0.0010117 80181.2 5
: 832 | 4.35375 2.0051 0.0109796 0.00100338 80190.8 6
: 833 | 4.24158 2.67213 0.0108097 0.00105523 82014 7
: 834 | 4.28051 2.32999 0.0105752 0.0010328 83836.7 8
: 835 Minimum Test error found - save the configuration
: 835 | 4.01673 1.65855 0.0108221 0.0010984 82272.8 0
: 836 Minimum Test error found - save the configuration
: 836 | 3.80068 1.60408 0.0114677 0.0010848 77050.1 0
: 837 | 3.83455 1.64464 0.0108252 0.00101356 81536.2 1
: 838 | 3.86726 1.72347 0.0113455 0.00102255 77497.4 2
: 839 | 3.7959 2.18934 0.0104688 0.0010055 84537.1 3
: 840 | 3.65667 2.04507 0.0111218 0.00101061 79120.2 4
: 841 | 3.76038 2.50597 0.0105805 0.00101538 83637.5 5
: 842 | 3.80879 1.92905 0.0113656 0.00101151 77264.1 6
: 843 | 3.83172 2.69177 0.0104875 0.00105132 84780 7
: 844 | 3.59292 1.87992 0.01115 0.00108466 79480.7 8
: 845 | 3.56363 2.28077 0.0107983 0.0010535 82095.5 9
: 846 | 3.47329 2.13106 0.0112932 0.00108734 78386 10
: 847 | 3.5759 2.05927 0.0113051 0.00105603 78055.5 11
: 848 | 3.4909 1.67372 0.0107591 0.00100976 82057 12
: 849 | 3.56336 2.16502 0.011304 0.0010303 77869 13
: 850 | 3.34715 2.08221 0.0106578 0.00106174 83367.9 14
: 851 | 3.33461 1.85962 0.0107682 0.00101542 82027.9 15
: 852 | 3.25636 2.52081 0.0106883 0.00108402 83295.8 16
: 853 | 3.42497 2.17902 0.0109103 0.00101788 80870.2 17
: 854 | 3.22673 1.90831 0.0105643 0.00105371 84117.1 18
: 855 | 3.24533 2.3213 0.0106762 0.00105263 83128.8 19
: 856 | 3.15673 1.79397 0.0108953 0.00102315 81035.8 20
: 857 | 3.07925 1.91654 0.0112265 0.00100865 78294.2 21
:
: Elapsed time for training with 1000 events: 10.2 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of DNN_CPU on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.0114 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
: Creating xml weight file: ␛[0;36mdatasetreg/weights/TMVARegression_DNN_CPU.weights.xml␛[0m
Factory : Training finished
:
Factory : Train method: BDTG for Regression
:
: Regression Loss Function: Huber
: Training 2000 Decision Trees ... patience please
: Elapsed time for training with 1000 events: 0.872 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.225 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= 3.25137e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.03007e+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: 0.053 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: 0.0422 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: 0.00245 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: 0.121 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: 1.05 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: 0.0278 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00394 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: 0.0434 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00585 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: 0.0023 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000406 sec
TFHandler_LD : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 3.3370 1.1877 [ 0.00020069 5.0000 ]
: var2: 2.4902 1.4378 [ 0.00071490 5.0000 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: DNN_CPU
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.121 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0125 sec
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
TFHandler_DNN_CPU : Variable Mean RMS [ Min Max ]
: -----------------------------------------------------------
: var1: 0.024469 1.1433 [ -3.3781 5.7307 ]
: var2: 0.068855 1.0763 [ -5.7307 5.7307 ]
: fvalue: 164.24 84.217 [ 1.6186 394.84 ]
: -----------------------------------------------------------
: Evaluate regression method: BDTG
: TestRegression (testing)
: Calculate regression for all events
: Elapsed time for evaluation of 9000 events: 0.991 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.112 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 : -0.519 0.194 5.32 1.53 | 3.247 3.235
: 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 : 0.104 0.263 1.83 1.04 | 3.356 3.346
: 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.