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: 0.31 sec
: Elapsed time for training with 1000 events: 0.314 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of PDEFoam on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00293 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: 0.00114 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of KNN on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.00504 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: 0.000302 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of LD on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.000426 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 = 31546.5
: --------------------------------------------------------------
: Epoch | Train Err. Val. Err. t(s)/epoch t(s)/Loss nEvents/s Conv. Steps
: --------------------------------------------------------------
: Start epoch iteration ...
: 1 Minimum Test error found - save the configuration
: 1 | 33121 31184.6 0.0143723 0.00158409 62557.4 0
: 2 Minimum Test error found - save the configuration
: 2 | 32658.3 30688.2 0.0147514 0.00157068 60694.9 0
: 3 Minimum Test error found - save the configuration
: 3 | 32048.2 30103 0.0146755 0.00153581 60884 0
: 4 Minimum Test error found - save the configuration
: 4 | 31374.1 29518.4 0.0130466 0.00119736 67514.7 0
: 5 Minimum Test error found - save the configuration
: 5 | 30671.7 28801.9 0.011635 0.00110749 75991.5 0
: 6 Minimum Test error found - save the configuration
: 6 | 29869.7 27923.8 0.0112269 0.00110103 79005.8 0
: 7 Minimum Test error found - save the configuration
: 7 | 29206.3 27394.2 0.0107486 0.00111435 83037.3 0
: 8 Minimum Test error found - save the configuration
: 8 | 28783.3 27027.2 0.0109407 0.00113987 81626 0
: 9 Minimum Test error found - save the configuration
: 9 | 28427.9 26707.9 0.0106406 0.00107075 83595.6 0
: 10 Minimum Test error found - save the configuration
: 10 | 28105.1 26411.5 0.0114038 0.0012779 79005.7 0
: 11 Minimum Test error found - save the configuration
: 11 | 27804.3 26125.9 0.0105198 0.00124938 86296.1 0
: 12 Minimum Test error found - save the configuration
: 12 | 27513.4 25853.1 0.0108202 0.00108884 82208.8 0
: 13 Minimum Test error found - save the configuration
: 13 | 27232.6 25590.2 0.0105032 0.00104098 84546.5 0
: 14 Minimum Test error found - save the configuration
: 14 | 26961.8 25333.5 0.0110861 0.001041 79641 0
: 15 Minimum Test error found - save the configuration
: 15 | 26696.6 25084.5 0.0103036 0.00101243 86103.3 0
: 16 Minimum Test error found - save the configuration
: 16 | 26441.4 24837.1 0.0103946 0.00101514 85292.9 0
: 17 Minimum Test error found - save the configuration
: 17 | 26187.1 24597.4 0.011206 0.00174746 84579.8 0
: 18 Minimum Test error found - save the configuration
: 18 | 25937.3 24365.2 0.0128567 0.00119683 68611.6 0
: 19 Minimum Test error found - save the configuration
: 19 | 25696.7 24132.9 0.010248 0.00102973 86783.7 0
: 20 Minimum Test error found - save the configuration
: 20 | 25458.1 23904 0.0101796 0.0010331 87465.4 0
: 21 Minimum Test error found - save the configuration
: 21 | 25219.1 23684 0.0103547 0.00104362 85919 0
: 22 Minimum Test error found - save the configuration
: 22 | 24987.7 23466 0.0102056 0.00110471 87903.5 0
: 23 Minimum Test error found - save the configuration
: 23 | 24765.6 23242.8 0.0101423 0.00109756 88449.5 0
: 24 Minimum Test error found - save the configuration
: 24 | 24534.8 23030.4 0.0102165 0.00104078 87186.9 0
: 25 Minimum Test error found - save the configuration
: 25 | 24311.6 22822 0.0119301 0.00109802 73854.9 0
: 26 Minimum Test error found - save the configuration
: 26 | 24094.1 22613.6 0.0107396 0.00104497 82519.6 0
: 27 Minimum Test error found - save the configuration
: 27 | 23879.1 22405.7 0.0104854 0.0010273 84583.7 0
: 28 Minimum Test error found - save the configuration
: 28 | 23660.3 22207.2 0.0100658 0.000997129 88216 0
: 29 Minimum Test error found - save the configuration
: 29 | 23451.2 22007.4 0.0100474 0.00102039 88623.4 0
: 30 Minimum Test error found - save the configuration
: 30 | 23243.7 21807.7 0.0110444 0.00174033 85983.7 0
: 31 Minimum Test error found - save the configuration
: 31 | 23034.9 21613.7 0.0113288 0.00104295 77776.4 0
: 32 Minimum Test error found - save the configuration
: 32 | 22832.6 21419.2 0.010315 0.00102003 86067.7 0
: 33 Minimum Test error found - save the configuration
: 33 | 22629.6 21228.2 0.0101974 0.00101133 87088.2 0
: 34 Minimum Test error found - save the configuration
: 34 | 22428.9 21040.9 0.0101427 0.00101603 87655.5 0
: 35 Minimum Test error found - save the configuration
: 35 | 22231.6 20855 0.010269 0.00101288 86429 0
: 36 Minimum Test error found - save the configuration
: 36 | 22038.9 20667.3 0.0110006 0.00104426 80350.7 0
: 37 Minimum Test error found - save the configuration
: 37 | 21843.2 20485.1 0.0105224 0.00141271 87818.5 0
: 38 Minimum Test error found - save the configuration
: 38 | 21652 20304.9 0.0115148 0.00101961 76225.4 0
: 39 Minimum Test error found - save the configuration
: 39 | 21465.2 20123.4 0.0110516 0.00105359 80015.7 0
: 40 Minimum Test error found - save the configuration
: 40 | 21274.3 19949 0.0102952 0.00108439 86854 0
: 41 Minimum Test error found - save the configuration
: 41 | 21091.1 19773.2 0.0104839 0.00101539 84490.5 0
: 42 Minimum Test error found - save the configuration
: 42 | 20906.6 19600.8 0.012146 0.00175311 76975.8 0
: 43 Minimum Test error found - save the configuration
: 43 | 20726.4 19428.3 0.0104255 0.00102391 85091.7 0
: 44 Minimum Test error found - save the configuration
: 44 | 20543.5 19262.3 0.0103006 0.00110582 87005.7 0
: 45 Minimum Test error found - save the configuration
: 45 | 20369.3 19092.3 0.0102285 0.00104127 87077.7 0
: 46 Minimum Test error found - save the configuration
: 46 | 20192.7 18924.8 0.0102556 0.0010362 86774 0
: 47 Minimum Test error found - save the configuration
: 47 | 20016.4 18761.8 0.0114388 0.00142682 79904 0
: 48 Minimum Test error found - save the configuration
: 48 | 19845 18598 0.0104722 0.00102918 84718.3 0
: 49 Minimum Test error found - save the configuration
: 49 | 19670.6 18438.9 0.0102051 0.00101627 87062.4 0
: 50 Minimum Test error found - save the configuration
: 50 | 19503.1 18270.8 0.0105594 0.00105532 84174.6 0
: 51 Minimum Test error found - save the configuration
: 51 | 19326.2 18112.7 0.0109297 0.00104855 80961.9 0
: 52 Minimum Test error found - save the configuration
: 52 | 19160.3 17954.1 0.0105522 0.00100852 83824.7 0
: 53 Minimum Test error found - save the configuration
: 53 | 18990.8 17793.6 0.0106994 0.00109086 83259.5 0
: 54 Minimum Test error found - save the configuration
: 54 | 18833.5 17647.2 0.0105255 0.00101854 84148.8 0
: 55 Minimum Test error found - save the configuration
: 55 | 18667.2 17493.8 0.0101691 0.00101568 87398.9 0
: 56 Minimum Test error found - save the configuration
: 56 | 18506.4 17328.1 0.0101047 0.00101122 87975.1 0
: 57 Minimum Test error found - save the configuration
: 57 | 18338.7 17180.6 0.010093 0.00100982 88075.3 0
: 58 Minimum Test error found - save the configuration
: 58 | 18178.2 17024.2 0.0105765 0.00104332 83917 0
: 59 Minimum Test error found - save the configuration
: 59 | 18019.7 16881.6 0.0104781 0.00106584 84995.7 0
: 60 Minimum Test error found - save the configuration
: 60 | 17860.6 16722.1 0.0105069 0.00105399 84630 0
: 61 Minimum Test error found - save the configuration
: 61 | 17708.1 16570.3 0.0105791 0.00108934 84301.3 0
: 62 Minimum Test error found - save the configuration
: 62 | 17550.1 16420 0.0141173 0.00179681 64932.4 0
: 63 Minimum Test error found - save the configuration
: 63 | 17392.5 16277.8 0.0119733 0.00126983 74742.1 0
: 64 Minimum Test error found - save the configuration
: 64 | 17238.4 16122 0.0112571 0.0010985 78751.2 0
: 65 Minimum Test error found - save the configuration
: 65 | 17079.6 15978.3 0.0107656 0.00106951 82507.2 0
: 66 Minimum Test error found - save the configuration
: 66 | 16930.9 15835.4 0.011713 0.00112832 75581.2 0
: 67 Minimum Test error found - save the configuration
: 67 | 16779.1 15687.7 0.0111129 0.00120072 80708.7 0
: 68 Minimum Test error found - save the configuration
: 68 | 16628.9 15544.6 0.011532 0.00115378 77084.2 0
: 69 Minimum Test error found - save the configuration
: 69 | 16477.8 15404.7 0.0108398 0.00110212 82154.9 0
: 70 Minimum Test error found - save the configuration
: 70 | 16330.4 15266.3 0.0105708 0.001058 84097.6 0
: 71 Minimum Test error found - save the configuration
: 71 | 16186.1 15126.4 0.0106466 0.00107336 83566.6 0
: 72 Minimum Test error found - save the configuration
: 72 | 16039.2 14990.7 0.0106227 0.00104697 83544.1 0
: 73 Minimum Test error found - save the configuration
: 73 | 15896.4 14854.5 0.0104262 0.00110195 85797.9 0
: 74 Minimum Test error found - save the configuration
: 74 | 15754 14719.9 0.0103416 0.00105574 86152.6 0
: 75 Minimum Test error found - save the configuration
: 75 | 15615.3 14583.9 0.0124788 0.00118209 70817.1 0
: 76 Minimum Test error found - save the configuration
: 76 | 15473.4 14452.1 0.0112433 0.00108614 78762.2 0
: 77 Minimum Test error found - save the configuration
: 77 | 15335 14322.2 0.0111744 0.00111881 79557.4 0
: 78 Minimum Test error found - save the configuration
: 78 | 15196.7 14195.7 0.0107643 0.00105586 82402.1 0
: 79 Minimum Test error found - save the configuration
: 79 | 15064.3 14065.3 0.0106877 0.00107805 83249.7 0
: 80 Minimum Test error found - save the configuration
: 80 | 14928.8 13937.6 0.0111497 0.00110071 79610.1 0
: 81 Minimum Test error found - save the configuration
: 81 | 14796.2 13810.7 0.0111155 0.00109698 79851.8 0
: 82 Minimum Test error found - save the configuration
: 82 | 14662.5 13687.7 0.0107133 0.00107361 82990.6 0
: 83 Minimum Test error found - save the configuration
: 83 | 14531.8 13565 0.0108099 0.00106758 82115.7 0
: 84 Minimum Test error found - save the configuration
: 84 | 14403.7 13442 0.0104542 0.0010475 85045.7 0
: 85 Minimum Test error found - save the configuration
: 85 | 14273.4 13321.9 0.0106937 0.00122378 84477.8 0
: 86 Minimum Test error found - save the configuration
: 86 | 14146.1 13203.6 0.0104483 0.00105091 85130.1 0
: 87 Minimum Test error found - save the configuration
: 87 | 14022.6 13081.8 0.0104569 0.00105943 85129.7 0
: 88 Minimum Test error found - save the configuration
: 88 | 13895.9 12963.6 0.0108572 0.00110806 82058.7 0
: 89 Minimum Test error found - save the configuration
: 89 | 13771.1 12847.6 0.0114035 0.00111362 77746.3 0
: 90 Minimum Test error found - save the configuration
: 90 | 13648.1 12732.8 0.0107178 0.00113816 83510.2 0
: 91 Minimum Test error found - save the configuration
: 91 | 13527.3 12617.4 0.0110544 0.00120363 81212 0
: 92 Minimum Test error found - save the configuration
: 92 | 13406.3 12503.5 0.0114641 0.00132757 78922.5 0
: 93 Minimum Test error found - save the configuration
: 93 | 13286.3 12390.9 0.0114491 0.00126411 78546.7 0
: 94 Minimum Test error found - save the configuration
: 94 | 13167.5 12279.5 0.0126193 0.00143004 71497.3 0
: 95 Minimum Test error found - save the configuration
: 95 | 13050 12169 0.0117764 0.00114589 75255.1 0
: 96 Minimum Test error found - save the configuration
: 96 | 12935.2 12056.8 0.0118346 0.00117385 75041.7 0
: 97 Minimum Test error found - save the configuration
: 97 | 12817.8 11948.6 0.0121565 0.0013465 74005.2 0
: 98 Minimum Test error found - save the configuration
: 98 | 12701.7 11843.4 0.0112465 0.00111451 78958.1 0
: 99 Minimum Test error found - save the configuration
: 99 | 12589.8 11736.5 0.0109663 0.00128074 82597.1 0
: 100 Minimum Test error found - save the configuration
: 100 | 12479.2 11627.8 0.0117741 0.00109792 74933.1 0
: 101 Minimum Test error found - save the configuration
: 101 | 12364.1 11525.2 0.0109975 0.00113514 81116.4 0
: 102 Minimum Test error found - save the configuration
: 102 | 12256.5 11419 0.0116214 0.00115466 76432.6 0
: 103 Minimum Test error found - save the configuration
: 103 | 12144 11317.9 0.0115462 0.00123954 77619.6 0
: 104 Minimum Test error found - save the configuration
: 104 | 12036.2 11216.4 0.0121659 0.00137189 74115.5 0
: 105 Minimum Test error found - save the configuration
: 105 | 11929.6 11113.8 0.0118073 0.00130306 76159.5 0
: 106 Minimum Test error found - save the configuration
: 106 | 11822.1 11013 0.0110782 0.00112758 80396.8 0
: 107 Minimum Test error found - save the configuration
: 107 | 11714.9 10915.1 0.0115829 0.00120927 77118.7 0
: 108 Minimum Test error found - save the configuration
: 108 | 11611.8 10815.1 0.0115395 0.00131679 78257.1 0
: 109 Minimum Test error found - save the configuration
: 109 | 11506.5 10717.7 0.0115127 0.00133043 78567.8 0
: 110 Minimum Test error found - save the configuration
: 110 | 11403.4 10620.8 0.0134871 0.00121763 65202.3 0
: 111 Minimum Test error found - save the configuration
: 111 | 11300.9 10525.1 0.0109827 0.00112406 81147.3 0
: 112 Minimum Test error found - save the configuration
: 112 | 11199 10430.8 0.0113906 0.00114232 78062 0
: 113 Minimum Test error found - save the configuration
: 113 | 11098.7 10336.7 0.0112383 0.00114624 79270.2 0
: 114 Minimum Test error found - save the configuration
: 114 | 10999.5 10242.7 0.0118193 0.00122765 75531.1 0
: 115 Minimum Test error found - save the configuration
: 115 | 10902.6 10146.9 0.0118614 0.00127616 75576.8 0
: 116 Minimum Test error found - save the configuration
: 116 | 10801.9 10055.9 0.0120546 0.00125855 74101.1 0
: 117 Minimum Test error found - save the configuration
: 117 | 10705.2 9964.95 0.0117504 0.00115307 75490.8 0
: 118 Minimum Test error found - save the configuration
: 118 | 10608.3 9875.68 0.0119559 0.00121713 74496.1 0
: 119 Minimum Test error found - save the configuration
: 119 | 10513.1 9786.61 0.0115034 0.00132892 78627.8 0
: 120 Minimum Test error found - save the configuration
: 120 | 10419.9 9696.42 0.0114358 0.0011655 77894.4 0
: 121 Minimum Test error found - save the configuration
: 121 | 10325.2 9608.12 0.011342 0.00118903 78794.5 0
: 122 Minimum Test error found - save the configuration
: 122 | 10232.1 9520.6 0.0116695 0.00124033 76708.2 0
: 123 Minimum Test error found - save the configuration
: 123 | 10139.1 9435.07 0.0122578 0.0012058 72385.3 0
: 124 Minimum Test error found - save the configuration
: 124 | 10049.3 9348.25 0.0124412 0.00156056 73524.8 0
: 125 Minimum Test error found - save the configuration
: 125 | 9957.42 9263.68 0.01325 0.00140071 67514.3 0
: 126 Minimum Test error found - save the configuration
: 126 | 9867.34 9180.32 0.0129914 0.00119008 67788.8 0
: 127 Minimum Test error found - save the configuration
: 127 | 9778.39 9097.6 0.0119464 0.00115522 74134.5 0
: 128 Minimum Test error found - save the configuration
: 128 | 9690.43 9014.98 0.0114792 0.00124192 78145.5 0
: 129 Minimum Test error found - save the configuration
: 129 | 9602.6 8933.71 0.0112903 0.00114903 78885.2 0
: 130 Minimum Test error found - save the configuration
: 130 | 9517.39 8850.65 0.0114886 0.00117669 77579.9 0
: 131 Minimum Test error found - save the configuration
: 131 | 9430.23 8770.04 0.0115714 0.00126181 77598 0
: 132 Minimum Test error found - save the configuration
: 132 | 9345.36 8689.77 0.0114354 0.00116305 77878.8 0
: 133 Minimum Test error found - save the configuration
: 133 | 9260.07 8611.17 0.0113915 0.00118389 78372.9 0
: 134 Minimum Test error found - save the configuration
: 134 | 9176.29 8533.22 0.0114682 0.0011625 77627.3 0
: 135 Minimum Test error found - save the configuration
: 135 | 9094.25 8454.61 0.0113263 0.00118345 78873.4 0
: 136 Minimum Test error found - save the configuration
: 136 | 9011.49 8377.18 0.0121382 0.00117452 72967.9 0
: 137 Minimum Test error found - save the configuration
: 137 | 8929.85 8300.59 0.0117762 0.00126491 76108.7 0
: 138 Minimum Test error found - save the configuration
: 138 | 8848.97 8224.71 0.0142336 0.00146263 62642.2 0
: 139 Minimum Test error found - save the configuration
: 139 | 8769.29 8148.76 0.0165818 0.00188521 54434.6 0
: 140 Minimum Test error found - save the configuration
: 140 | 8688.92 8074.95 0.0171099 0.00187482 52510.5 0
: 141 Minimum Test error found - save the configuration
: 141 | 8609.35 8002.8 0.0155637 0.00163906 57452.1 0
: 142 Minimum Test error found - save the configuration
: 142 | 8531.79 7930.75 0.0133387 0.00171718 68837.6 0
: 143 Minimum Test error found - save the configuration
: 143 | 8455.55 7857.31 0.0122609 0.00162966 75249.8 0
: 144 Minimum Test error found - save the configuration
: 144 | 8379.36 7783.83 0.0106695 0.00107738 83402.1 0
: 145 Minimum Test error found - save the configuration
: 145 | 8301.3 7713.86 0.0106104 0.00106442 83805.2 0
: 146 Minimum Test error found - save the configuration
: 146 | 8227.75 7641.88 0.0109633 0.0011118 81206.2 0
: 147 Minimum Test error found - save the configuration
: 147 | 8151.39 7572.89 0.011178 0.00114448 79732.9 0
: 148 Minimum Test error found - save the configuration
: 148 | 8077.89 7503.58 0.0115687 0.00118136 77016.6 0
: 149 Minimum Test error found - save the configuration
: 149 | 8005.6 7433.28 0.0116569 0.00153996 79075 0
: 150 Minimum Test error found - save the configuration
: 150 | 7930.76 7366.55 0.012139 0.00120672 73177.7 0
: 151 Minimum Test error found - save the configuration
: 151 | 7859.37 7299.26 0.0114662 0.00123989 78229.6 0
: 152 Minimum Test error found - save the configuration
: 152 | 7787.43 7233.32 0.0112205 0.00110514 79087.9 0
: 153 Minimum Test error found - save the configuration
: 153 | 7717.41 7166.32 0.0112182 0.00112871 79290.2 0
: 154 Minimum Test error found - save the configuration
: 154 | 7647.3 7100.06 0.0118911 0.0016895 78418.7 0
: 155 Minimum Test error found - save the configuration
: 155 | 7577.25 7034.59 0.0144278 0.00115001 60250.9 0
: 156 Minimum Test error found - save the configuration
: 156 | 7509.13 6968.54 0.011784 0.00163498 78825.7 0
: 157 Minimum Test error found - save the configuration
: 157 | 7439.47 6904.94 0.0148784 0.00163444 60404.7 0
: 158 Minimum Test error found - save the configuration
: 158 | 7371.81 6841.55 0.0154555 0.00168108 58078.8 0
: 159 Minimum Test error found - save the configuration
: 159 | 7305.66 6777.34 0.0154363 0.00166311 58083.8 0
: 160 Minimum Test error found - save the configuration
: 160 | 7237.15 6716.62 0.0154674 0.00180909 58572.4 0
: 161 Minimum Test error found - save the configuration
: 161 | 7172.09 6654.6 0.0165716 0.0016851 53739.8 0
: 162 Minimum Test error found - save the configuration
: 162 | 7106.51 6593.41 0.0153268 0.00163822 58442.7 0
: 163 Minimum Test error found - save the configuration
: 163 | 7041.78 6532.55 0.0148357 0.00159464 60418 0
: 164 Minimum Test error found - save the configuration
: 164 | 6977.95 6471.58 0.0149029 0.00164542 60343.1 0
: 165 Minimum Test error found - save the configuration
: 165 | 6913.77 6411.64 0.0152466 0.00162736 58740.5 0
: 166 Minimum Test error found - save the configuration
: 166 | 6850.52 6352.51 0.0149249 0.00159475 60014.3 0
: 167 Minimum Test error found - save the configuration
: 167 | 6787.77 6294.23 0.0147603 0.0015851 60720.1 0
: 168 Minimum Test error found - save the configuration
: 168 | 6724.57 6237.95 0.0146259 0.00156264 61240.5 0
: 169 Minimum Test error found - save the configuration
: 169 | 6665.83 6178.19 0.0153895 0.00181331 58926.7 0
: 170 Minimum Test error found - save the configuration
: 170 | 6602.75 6121.81 0.0159799 0.00181591 56481.3 0
: 171 Minimum Test error found - save the configuration
: 171 | 6543.87 6064.27 0.0149699 0.0016206 59928.3 0
: 172 Minimum Test error found - save the configuration
: 172 | 6481.7 6009.7 0.0149902 0.00161019 59790.5 0
: 173 Minimum Test error found - save the configuration
: 173 | 6423.51 5953.98 0.0149316 0.00159031 59964.3 0
: 174 Minimum Test error found - save the configuration
: 174 | 6365 5898.26 0.0145972 0.00156181 61371.5 0
: 175 Minimum Test error found - save the configuration
: 175 | 6306.52 5843.11 0.0145465 0.00157071 61653.1 0
: 176 Minimum Test error found - save the configuration
: 176 | 6248.76 5788.38 0.0145611 0.00155493 61509.4 0
: 177 Minimum Test error found - save the configuration
: 177 | 6191.4 5734.34 0.0146401 0.00160008 61349.5 0
: 178 Minimum Test error found - save the configuration
: 178 | 6133.73 5681.66 0.0150905 0.00162738 59421.5 0
: 179 Minimum Test error found - save the configuration
: 179 | 6077.75 5629.58 0.0153144 0.00164239 58513.6 0
: 180 Minimum Test error found - save the configuration
: 180 | 6022.4 5576.69 0.0152136 0.00161973 58850 0
: 181 Minimum Test error found - save the configuration
: 181 | 5966.07 5526.48 0.0151535 0.00181477 59975.5 0
: 182 Minimum Test error found - save the configuration
: 182 | 5912.13 5474.38 0.0168117 0.00185735 53496.3 0
: 183 Minimum Test error found - save the configuration
: 183 | 5857.84 5423.1 0.0169207 0.00185063 53085.2 0
: 184 Minimum Test error found - save the configuration
: 184 | 5804.69 5371.54 0.0169778 0.00185552 52901.9 0
: 185 Minimum Test error found - save the configuration
: 185 | 5750.31 5321.77 0.016976 0.00185239 52897.4 0
: 186 Minimum Test error found - save the configuration
: 186 | 5697.07 5272.99 0.0170018 0.00186516 52852 0
: 187 Minimum Test error found - save the configuration
: 187 | 5644.82 5224.51 0.0167634 0.00173947 53248.3 0
: 188 Minimum Test error found - save the configuration
: 188 | 5594.01 5175.19 0.0161785 0.0017468 55433.5 0
: 189 Minimum Test error found - save the configuration
: 189 | 5541.83 5126.85 0.0161906 0.00174254 55370.6 0
: 190 Minimum Test error found - save the configuration
: 190 | 5490.27 5079.99 0.015993 0.00171021 56011.5 0
: 191 Minimum Test error found - save the configuration
: 191 | 5441.09 5031.89 0.0156986 0.00167821 57059.8 0
: 192 Minimum Test error found - save the configuration
: 192 | 5390.08 4984.86 0.0117243 0.00111772 75425.2 0
: 193 Minimum Test error found - save the configuration
: 193 | 5340.58 4938.56 0.0107045 0.00107302 83061.3 0
: 194 Minimum Test error found - save the configuration
: 194 | 5291.02 4893.62 0.0114797 0.00166058 81473.8 0
: 195 Minimum Test error found - save the configuration
: 195 | 5243.42 4846.92 0.0161533 0.00167062 55238.4 0
: 196 Minimum Test error found - save the configuration
: 196 | 5194.02 4802.3 0.0160706 0.0018372 56205.7 0
: 197 Minimum Test error found - save the configuration
: 197 | 5146.59 4757.76 0.0149001 0.00119576 58375.8 0
: 198 Minimum Test error found - save the configuration
: 198 | 5100.21 4712.04 0.0156785 0.00183768 57800.2 0
: 199 Minimum Test error found - save the configuration
: 199 | 5051.45 4669.41 0.0159287 0.00184691 56810.8 0
: 200 Minimum Test error found - save the configuration
: 200 | 5006.32 4625.79 0.0119961 0.00131057 74867.6 0
: 201 Minimum Test error found - save the configuration
: 201 | 4959.21 4583.38 0.0114517 0.00109802 77267 0
: 202 Minimum Test error found - save the configuration
: 202 | 4914.78 4539.59 0.0112745 0.00115722 79072.3 0
: 203 Minimum Test error found - save the configuration
: 203 | 4868.34 4498.42 0.0122368 0.00159297 75161.2 0
: 204 Minimum Test error found - save the configuration
: 204 | 4824.06 4456.58 0.011864 0.00116047 74741.8 0
: 205 Minimum Test error found - save the configuration
: 205 | 4780.2 4414.53 0.0110469 0.00110986 80506.9 0
: 206 Minimum Test error found - save the configuration
: 206 | 4735.68 4373.36 0.0129283 0.00115377 67943.3 0
: 207 Minimum Test error found - save the configuration
: 207 | 4691.55 4334.26 0.012612 0.00121925 70220.3 0
: 208 Minimum Test error found - save the configuration
: 208 | 4649.47 4293.13 0.0113525 0.00116163 78501.7 0
: 209 Minimum Test error found - save the configuration
: 209 | 4606.54 4252.9 0.0111517 0.00111293 79690.7 0
: 210 Minimum Test error found - save the configuration
: 210 | 4564.12 4213.09 0.010747 0.0011206 83104.7 0
: 211 Minimum Test error found - save the configuration
: 211 | 4522.1 4173.75 0.0107096 0.0011029 83275.6 0
: 212 Minimum Test error found - save the configuration
: 212 | 4480.53 4134.96 0.0106847 0.0011096 83550 0
: 213 Minimum Test error found - save the configuration
: 213 | 4438.87 4097.69 0.011736 0.00111543 75325.7 0
: 214 Minimum Test error found - save the configuration
: 214 | 4398.88 4059.03 0.0120956 0.00132789 74296 0
: 215 Minimum Test error found - save the configuration
: 215 | 4357.85 4022.36 0.0110363 0.00109398 80463.8 0
: 216 Minimum Test error found - save the configuration
: 216 | 4318.88 3983.96 0.0106541 0.00107045 83475.5 0
: 217 Minimum Test error found - save the configuration
: 217 | 4279.31 3946.13 0.0110684 0.00109163 80186.5 0
: 218 Minimum Test error found - save the configuration
: 218 | 4239.5 3909.27 0.0105352 0.0010674 84496.8 0
: 219 Minimum Test error found - save the configuration
: 219 | 4200.08 3874.06 0.0105655 0.00106833 84235.8 0
: 220 Minimum Test error found - save the configuration
: 220 | 4162.23 3837.62 0.0109065 0.00111647 81715.6 0
: 221 Minimum Test error found - save the configuration
: 221 | 4124.22 3801.8 0.0116543 0.00114536 76125.3 0
: 222 Minimum Test error found - save the configuration
: 222 | 4085.76 3767.71 0.0117485 0.00181413 80528.9 0
: 223 Minimum Test error found - save the configuration
: 223 | 4049.23 3732.46 0.0114851 0.00112585 77225.5 0
: 224 Minimum Test error found - save the configuration
: 224 | 4012.75 3696.2 0.0127728 0.00112709 68695 0
: 225 Minimum Test error found - save the configuration
: 225 | 3975.21 3662.28 0.0108089 0.00109753 82378 0
: 226 Minimum Test error found - save the configuration
: 226 | 3938.66 3629.11 0.0110686 0.00120633 81117.6 0
: 227 Minimum Test error found - save the configuration
: 227 | 3903.27 3594.7 0.0157517 0.00171719 57002.2 0
: 228 Minimum Test error found - save the configuration
: 228 | 3867.36 3561.58 0.0158681 0.0016818 56392.6 0
: 229 Minimum Test error found - save the configuration
: 229 | 3832.26 3528.27 0.0155334 0.00165361 57637.8 0
: 230 Minimum Test error found - save the configuration
: 230 | 3797.7 3494.98 0.0142153 0.00114327 61199.4 0
: 231 Minimum Test error found - save the configuration
: 231 | 3762.69 3462.52 0.0120725 0.00120978 73646.2 0
: 232 Minimum Test error found - save the configuration
: 232 | 3728.06 3431.05 0.0110477 0.00109586 80386.9 0
: 233 Minimum Test error found - save the configuration
: 233 | 3694.68 3398.95 0.0106284 0.00109425 83909.2 0
: 234 Minimum Test error found - save the configuration
: 234 | 3660.91 3367.65 0.0113886 0.00110617 77803 0
: 235 Minimum Test error found - save the configuration
: 235 | 3628.15 3335.75 0.010751 0.00119732 83737.2 0
: 236 Minimum Test error found - save the configuration
: 236 | 3594.21 3306.1 0.0122344 0.00112375 72003.2 0
: 237 Minimum Test error found - save the configuration
: 237 | 3562.47 3274.53 0.0105893 0.00109437 84255.8 0
: 238 Minimum Test error found - save the configuration
: 238 | 3529.5 3244.93 0.0114332 0.00121869 78320.3 0
: 239 Minimum Test error found - save the configuration
: 239 | 3498.52 3213.63 0.0115907 0.00111482 76365.7 0
: 240 Minimum Test error found - save the configuration
: 240 | 3465.71 3184.14 0.0125667 0.00162081 73087.1 0
: 241 Minimum Test error found - save the configuration
: 241 | 3434.76 3154.44 0.01085 0.00131701 83919.2 0
: 242 Minimum Test error found - save the configuration
: 242 | 3403.29 3125.68 0.0106269 0.00111531 84107.8 0
: 243 Minimum Test error found - save the configuration
: 243 | 3372.76 3096.62 0.010685 0.00107356 83234.4 0
: 244 Minimum Test error found - save the configuration
: 244 | 3341.6 3068.6 0.0107843 0.00108544 82484.2 0
: 245 Minimum Test error found - save the configuration
: 245 | 3311.41 3040.63 0.0105076 0.00105081 84595.1 0
: 246 Minimum Test error found - save the configuration
: 246 | 3282.02 3011.77 0.0103559 0.00104677 85937.3 0
: 247 Minimum Test error found - save the configuration
: 247 | 3251.91 2983.54 0.0104825 0.00105244 84834.9 0
: 248 Minimum Test error found - save the configuration
: 248 | 3222.17 2956.43 0.0106653 0.00111117 83733.1 0
: 249 Minimum Test error found - save the configuration
: 249 | 3193.79 2928.4 0.0109341 0.00129991 83037.9 0
: 250 Minimum Test error found - save the configuration
: 250 | 3164.25 2900.82 0.0112768 0.00117996 79232.5 0
: 251 Minimum Test error found - save the configuration
: 251 | 3135.23 2874.07 0.010512 0.00107317 84756.6 0
: 252 Minimum Test error found - save the configuration
: 252 | 3107.56 2846.99 0.0114835 0.00107964 76894.4 0
: 253 Minimum Test error found - save the configuration
: 253 | 3078.27 2821.44 0.0116445 0.00116074 76308.3 0
: 254 Minimum Test error found - save the configuration
: 254 | 3051.49 2794.74 0.0111083 0.00109602 79901.8 0
: 255 Minimum Test error found - save the configuration
: 255 | 3022.78 2769.63 0.0112127 0.00111434 79220.9 0
: 256 Minimum Test error found - save the configuration
: 256 | 2996.57 2743.95 0.0111696 0.00122922 80479.7 0
: 257 Minimum Test error found - save the configuration
: 257 | 2968.97 2717.95 0.0107533 0.00107155 82629.3 0
: 258 Minimum Test error found - save the configuration
: 258 | 2941.47 2693.84 0.0110223 0.00144211 83506 0
: 259 Minimum Test error found - save the configuration
: 259 | 2915.75 2668.35 0.0107917 0.00107412 82325 0
: 260 Minimum Test error found - save the configuration
: 260 | 2889.06 2643.81 0.0108975 0.0013224 83550.3 0
: 261 Minimum Test error found - save the configuration
: 261 | 2862.72 2619.78 0.0106672 0.00109613 83585.3 0
: 262 Minimum Test error found - save the configuration
: 262 | 2837.51 2594.4 0.0106374 0.00105613 83496 0
: 263 Minimum Test error found - save the configuration
: 263 | 2811.21 2571.41 0.0106755 0.00106405 83234.4 0
: 264 Minimum Test error found - save the configuration
: 264 | 2786.02 2547.15 0.0107247 0.00110381 83152.6 0
: 265 Minimum Test error found - save the configuration
: 265 | 2760.76 2523.55 0.0110426 0.00106682 80194.5 0
: 266 Minimum Test error found - save the configuration
: 266 | 2735.52 2500.55 0.0103478 0.0010395 85945.2 0
: 267 Minimum Test error found - save the configuration
: 267 | 2711.3 2477.17 0.0107591 0.00111132 82920.3 0
: 268 Minimum Test error found - save the configuration
: 268 | 2686 2455.03 0.0111169 0.0010674 79606.2 0
: 269 Minimum Test error found - save the configuration
: 269 | 2662.33 2432.35 0.0107921 0.00108835 82442.1 0
: 270 Minimum Test error found - save the configuration
: 270 | 2638.28 2409.6 0.0107768 0.00109659 82642.4 0
: 271 Minimum Test error found - save the configuration
: 271 | 2614.43 2387.34 0.0106308 0.00110098 83947.1 0
: 272 Minimum Test error found - save the configuration
: 272 | 2590.73 2366.25 0.0116583 0.00108598 75669.4 0
: 273 Minimum Test error found - save the configuration
: 273 | 2567.31 2343.75 0.010541 0.00105682 84350.6 0
: 274 Minimum Test error found - save the configuration
: 274 | 2544.01 2321.96 0.010519 0.001111 85034 0
: 275 Minimum Test error found - save the configuration
: 275 | 2520.95 2300.81 0.0109444 0.00115706 81738.2 0
: 276 Minimum Test error found - save the configuration
: 276 | 2498.35 2279.27 0.0115052 0.00117726 77460.1 0
: 277 Minimum Test error found - save the configuration
: 277 | 2475.51 2258.2 0.0119174 0.00116327 74389.9 0
: 278 Minimum Test error found - save the configuration
: 278 | 2452.17 2238.7 0.0116402 0.0011213 76053.6 0
: 279 Minimum Test error found - save the configuration
: 279 | 2431.19 2217.61 0.0107619 0.00110083 82806.4 0
: 280 Minimum Test error found - save the configuration
: 280 | 2408.41 2197.68 0.0114199 0.00124513 78625.6 0
: 281 Minimum Test error found - save the configuration
: 281 | 2386.91 2177.07 0.012437 0.00159999 73820.8 0
: 282 Minimum Test error found - save the configuration
: 282 | 2365.05 2157.23 0.0146981 0.00159104 61035.7 0
: 283 Minimum Test error found - save the configuration
: 283 | 2343.61 2137.02 0.0150594 0.00171161 59935.2 0
: 284 Minimum Test error found - save the configuration
: 284 | 2322.18 2117.53 0.0153296 0.00165106 58485.9 0
: 285 Minimum Test error found - save the configuration
: 285 | 2301.06 2097.98 0.0142512 0.00117911 61198.9 0
: 286 Minimum Test error found - save the configuration
: 286 | 2279.89 2078.86 0.0115562 0.00112279 76676.4 0
: 287 Minimum Test error found - save the configuration
: 287 | 2258.96 2060.58 0.0137722 0.00183107 66995.4 0
: 288 Minimum Test error found - save the configuration
: 288 | 2238.69 2041.41 0.0138319 0.00130394 63856.9 0
: 289 Minimum Test error found - save the configuration
: 289 | 2218.5 2022.58 0.0125819 0.00118414 70189.2 0
: 290 Minimum Test error found - save the configuration
: 290 | 2197.74 2003.97 0.0109817 0.00114323 81313.5 0
: 291 Minimum Test error found - save the configuration
: 291 | 2177.38 1985.46 0.011525 0.00115683 77159.2 0
: 292 Minimum Test error found - save the configuration
: 292 | 2157.49 1967.6 0.0111719 0.00113854 79733.7 0
: 293 Minimum Test error found - save the configuration
: 293 | 2137.68 1950.77 0.0110043 0.00118885 81503.8 0
: 294 Minimum Test error found - save the configuration
: 294 | 2118.88 1931.98 0.0109183 0.00115631 81950.1 0
: 295 Minimum Test error found - save the configuration
: 295 | 2098.48 1914.03 0.0107675 0.0010932 82693.1 0
: 296 Minimum Test error found - save the configuration
: 296 | 2079.16 1896.2 0.010983 0.00120113 81784.2 0
: 297 Minimum Test error found - save the configuration
: 297 | 2059.55 1879.48 0.0116041 0.00160662 80020.4 0
: 298 Minimum Test error found - save the configuration
: 298 | 2041.29 1861.6 0.0121744 0.00116327 72653.9 0
: 299 Minimum Test error found - save the configuration
: 299 | 2021.87 1844.82 0.0115588 0.00124722 77582.5 0
: 300 Minimum Test error found - save the configuration
: 300 | 2003.33 1827.9 0.0132777 0.00124064 66461.6 0
: 301 Minimum Test error found - save the configuration
: 301 | 1984.92 1811.13 0.0112724 0.00114426 78987.8 0
: 302 Minimum Test error found - save the configuration
: 302 | 1966.13 1794.92 0.0119748 0.00114379 73862.2 0
: 303 Minimum Test error found - save the configuration
: 303 | 1948.28 1778.4 0.0116295 0.00114295 76288.1 0
: 304 Minimum Test error found - save the configuration
: 304 | 1929.9 1762 0.0112299 0.00117805 79587.6 0
: 305 Minimum Test error found - save the configuration
: 305 | 1912.08 1745.68 0.011215 0.00116291 79585.5 0
: 306 Minimum Test error found - save the configuration
: 306 | 1894.14 1729.96 0.0113058 0.0011923 79102.4 0
: 307 Minimum Test error found - save the configuration
: 307 | 1876.03 1714.98 0.0130624 0.00189351 71627.5 0
: 308 Minimum Test error found - save the configuration
: 308 | 1859.41 1699.26 0.0121837 0.00156335 75326.9 0
: 309 Minimum Test error found - save the configuration
: 309 | 1841.24 1684.19 0.0171027 0.00187928 52550.7 0
: 310 Minimum Test error found - save the configuration
: 310 | 1825.1 1667.37 0.0174334 0.00191438 51549.7 0
: 311 Minimum Test error found - save the configuration
: 311 | 1807 1652.19 0.0174875 0.00192122 51393.1 0
: 312 Minimum Test error found - save the configuration
: 312 | 1790.55 1637.02 0.0176524 0.00192538 50867.8 0
: 313 Minimum Test error found - save the configuration
: 313 | 1773.2 1622 0.0176105 0.00192168 50991.6 0
: 314 Minimum Test error found - save the configuration
: 314 | 1756.47 1607.82 0.0176692 0.00192041 50797.5 0
: 315 Minimum Test error found - save the configuration
: 315 | 1740 1593.47 0.0175309 0.00191182 51219.5 0
: 316 Minimum Test error found - save the configuration
: 316 | 1723.82 1578.65 0.0175453 0.00191765 51191.2 0
: 317 Minimum Test error found - save the configuration
: 317 | 1707.71 1564 0.0164148 0.00175572 54573.7 0
: 318 Minimum Test error found - save the configuration
: 318 | 1691.41 1549.7 0.0156999 0.00162965 56857.7 0
: 319 Minimum Test error found - save the configuration
: 319 | 1675.42 1535.15 0.0154996 0.00166024 57806.1 0
: 320 Minimum Test error found - save the configuration
: 320 | 1658.99 1521.95 0.0140365 0.0011178 61925.8 0
: 321 Minimum Test error found - save the configuration
: 321 | 1643.94 1507.38 0.011064 0.00110768 80351.2 0
: 322 Minimum Test error found - save the configuration
: 322 | 1627.82 1493.91 0.0105539 0.00106054 84269.8 0
: 323 Minimum Test error found - save the configuration
: 323 | 1612.76 1479.78 0.0105546 0.00106301 84284.7 0
: 324 Minimum Test error found - save the configuration
: 324 | 1597.12 1466.46 0.0105009 0.00105524 84695.1 0
: 325 Minimum Test error found - save the configuration
: 325 | 1582.23 1452.84 0.0106827 0.00108145 83322.9 0
: 326 Minimum Test error found - save the configuration
: 326 | 1567.05 1439.15 0.0107196 0.00113642 83479.5 0
: 327 Minimum Test error found - save the configuration
: 327 | 1551.87 1426.21 0.0108492 0.0010902 81975.3 0
: 328 Minimum Test error found - save the configuration
: 328 | 1537.37 1413.45 0.0107608 0.00112599 83032.3 0
: 329 Minimum Test error found - save the configuration
: 329 | 1522.81 1400.46 0.0112123 0.00114796 79488.8 0
: 330 Minimum Test error found - save the configuration
: 330 | 1507.57 1387.98 0.0113813 0.00121239 78670.9 0
: 331 Minimum Test error found - save the configuration
: 331 | 1493.81 1374.95 0.011428 0.00112465 77644.5 0
: 332 Minimum Test error found - save the configuration
: 332 | 1478.95 1362.39 0.0109139 0.00113457 81805.1 0
: 333 Minimum Test error found - save the configuration
: 333 | 1465.01 1350.02 0.0113819 0.00116962 78336.7 0
: 334 Minimum Test error found - save the configuration
: 334 | 1451.01 1337.21 0.0111633 0.00131885 81264.4 0
: 335 Minimum Test error found - save the configuration
: 335 | 1436.87 1325.19 0.0111888 0.0013107 80986.9 0
: 336 Minimum Test error found - save the configuration
: 336 | 1423.37 1312.41 0.0166456 0.0018265 53984.4 0
: 337 Minimum Test error found - save the configuration
: 337 | 1409.39 1300.58 0.0113215 0.00111902 78412 0
: 338 Minimum Test error found - save the configuration
: 338 | 1396.3 1288.08 0.0122068 0.00114481 72319.9 0
: 339 Minimum Test error found - save the configuration
: 339 | 1382.36 1276.21 0.0117802 0.00134257 76646.1 0
: 340 Minimum Test error found - save the configuration
: 340 | 1369.09 1265.05 0.0135673 0.00112437 64293.7 0
: 341 Minimum Test error found - save the configuration
: 341 | 1356.2 1252.73 0.0111133 0.0011762 80506 0
: 342 Minimum Test error found - save the configuration
: 342 | 1343.45 1240.86 0.0111124 0.00117407 80496.5 0
: 343 Minimum Test error found - save the configuration
: 343 | 1329.83 1229.59 0.0112253 0.00126253 80299.1 0
: 344 Minimum Test error found - save the configuration
: 344 | 1317.14 1218.45 0.0114843 0.00120312 77811.9 0
: 345 Minimum Test error found - save the configuration
: 345 | 1304.62 1207.19 0.0112388 0.00116965 79450.3 0
: 346 Minimum Test error found - save the configuration
: 346 | 1292 1195.99 0.01186 0.00124153 75340.4 0
: 347 Minimum Test error found - save the configuration
: 347 | 1279.37 1184.94 0.0114824 0.00121867 77944.4 0
: 348 Minimum Test error found - save the configuration
: 348 | 1267.52 1173.71 0.0121156 0.00132491 74137.8 0
: 349 Minimum Test error found - save the configuration
: 349 | 1254.85 1163.06 0.0111278 0.00113983 80096.5 0
: 350 Minimum Test error found - save the configuration
: 350 | 1242.89 1152.24 0.0112543 0.00113097 79025.6 0
: 351 Minimum Test error found - save the configuration
: 351 | 1231.38 1140.81 0.0114969 0.00123958 77992.9 0
: 352 Minimum Test error found - save the configuration
: 352 | 1218.89 1130.12 0.0129604 0.00135553 68936.7 0
: 353 Minimum Test error found - save the configuration
: 353 | 1207.3 1119.37 0.0118648 0.00113792 74579.3 0
: 354 Minimum Test error found - save the configuration
: 354 | 1195.13 1109.59 0.0110972 0.00118995 80748.9 0
: 355 Minimum Test error found - save the configuration
: 355 | 1184.18 1099.41 0.0131037 0.00161202 69615.5 0
: 356 Minimum Test error found - save the configuration
: 356 | 1172.97 1088.18 0.0135475 0.00118998 64737.7 0
: 357 Minimum Test error found - save the configuration
: 357 | 1161.05 1077.88 0.012458 0.0012709 71511.1 0
: 358 Minimum Test error found - save the configuration
: 358 | 1149.52 1068.33 0.0117491 0.00157816 78655.4 0
: 359 Minimum Test error found - save the configuration
: 359 | 1138.84 1058.02 0.0130244 0.00127367 68081.1 0
: 360 Minimum Test error found - save the configuration
: 360 | 1127.71 1048.02 0.0112242 0.0011255 79218.4 0
: 361 Minimum Test error found - save the configuration
: 361 | 1116.85 1037.86 0.0113813 0.00113261 78058.4 0
: 362 Minimum Test error found - save the configuration
: 362 | 1105.73 1028.92 0.0137535 0.00157512 65690.1 0
: 363 Minimum Test error found - save the configuration
: 363 | 1095.17 1018.51 0.0130208 0.00126625 68059 0
: 364 Minimum Test error found - save the configuration
: 364 | 1084.37 1009.01 0.0150906 0.00175394 59985.1 0
: 365 Minimum Test error found - save the configuration
: 365 | 1073.9 999.569 0.012988 0.00111283 67367.5 0
: 366 Minimum Test error found - save the configuration
: 366 | 1063.5 989.735 0.0107525 0.00108659 82765.5 0
: 367 Minimum Test error found - save the configuration
: 367 | 1053.34 980.008 0.0109288 0.00112635 81612.3 0
: 368 Minimum Test error found - save the configuration
: 368 | 1042.47 970.831 0.0108833 0.00114466 82146.9 0
: 369 Minimum Test error found - save the configuration
: 369 | 1032.41 962.091 0.0111228 0.00117177 80393.6 0
: 370 Minimum Test error found - save the configuration
: 370 | 1022.41 952.588 0.0118182 0.00108931 74565.1 0
: 371 Minimum Test error found - save the configuration
: 371 | 1012.54 943.462 0.0110795 0.00112915 80399.5 0
: 372 Minimum Test error found - save the configuration
: 372 | 1002.65 934.181 0.0109468 0.00109703 81220.2 0
: 373 Minimum Test error found - save the configuration
: 373 | 992.494 925.469 0.0109351 0.00125809 82670.1 0
: 374 Minimum Test error found - save the configuration
: 374 | 983.224 916.441 0.0113116 0.00108294 78211.3 0
: 375 Minimum Test error found - save the configuration
: 375 | 973.518 907.099 0.011207 0.0011169 79285.8 0
: 376 Minimum Test error found - save the configuration
: 376 | 963.593 898.692 0.0108712 0.00114201 82227 0
: 377 Minimum Test error found - save the configuration
: 377 | 954.357 890.097 0.0109964 0.00121846 81817.1 0
: 378 Minimum Test error found - save the configuration
: 378 | 945.007 882.257 0.0124885 0.00112878 70424.2 0
: 379 Minimum Test error found - save the configuration
: 379 | 935.706 873.468 0.0112245 0.0011684 79554.1 0
: 380 Minimum Test error found - save the configuration
: 380 | 926.677 864.315 0.0115808 0.00127837 77651.9 0
: 381 Minimum Test error found - save the configuration
: 381 | 917.223 856.221 0.0114856 0.00109704 77007.6 0
: 382 Minimum Test error found - save the configuration
: 382 | 907.969 848.242 0.013209 0.00180568 70155.2 0
: 383 Minimum Test error found - save the configuration
: 383 | 899.593 840.368 0.0140516 0.00120787 62287.1 0
: 384 Minimum Test error found - save the configuration
: 384 | 890.44 831.546 0.0122968 0.00146338 73845.9 0
: 385 Minimum Test error found - save the configuration
: 385 | 881.719 823.245 0.0114943 0.00115179 77351 0
: 386 Minimum Test error found - save the configuration
: 386 | 872.723 815.342 0.0111281 0.00112864 80004.1 0
: 387 Minimum Test error found - save the configuration
: 387 | 864.074 807.571 0.0110522 0.00111783 80528.4 0
: 388 Minimum Test error found - save the configuration
: 388 | 855.514 799.761 0.0108412 0.00117232 82740.1 0
: 389 Minimum Test error found - save the configuration
: 389 | 847.575 791.366 0.0106883 0.00110653 83491.7 0
: 390 Minimum Test error found - save the configuration
: 390 | 838.349 783.921 0.0111552 0.00109032 79484.4 0
: 391 Minimum Test error found - save the configuration
: 391 | 830.467 776.365 0.0107607 0.0010955 82770.9 0
: 392 Minimum Test error found - save the configuration
: 392 | 822.034 769.024 0.0115613 0.00132402 78145.4 0
: 393 Minimum Test error found - save the configuration
: 393 | 814.092 761.204 0.0126032 0.00123879 70395 0
: 394 Minimum Test error found - save the configuration
: 394 | 805.972 753.274 0.0110067 0.00109912 80746.1 0
: 395 Minimum Test error found - save the configuration
: 395 | 797.9 746.456 0.0109716 0.00115937 81530.5 0
: 396 Minimum Test error found - save the configuration
: 396 | 789.537 738.654 0.0159281 0.00175166 56431.8 0
: 397 Minimum Test error found - save the configuration
: 397 | 782.017 731.077 0.0116848 0.00113105 75802.2 0
: 398 Minimum Test error found - save the configuration
: 398 | 774.163 723.573 0.0111134 0.00111624 80022.7 0
: 399 Minimum Test error found - save the configuration
: 399 | 766.288 716.492 0.0107885 0.00108382 82434.6 0
: 400 Minimum Test error found - save the configuration
: 400 | 758.467 709.691 0.011992 0.00146386 75986.7 0
: 401 Minimum Test error found - save the configuration
: 401 | 750.979 702.356 0.0113779 0.00125906 79060.6 0
: 402 Minimum Test error found - save the configuration
: 402 | 743.625 694.938 0.0114809 0.00109682 77041.3 0
: 403 Minimum Test error found - save the configuration
: 403 | 736.127 688.008 0.0110882 0.00117755 80721.4 0
: 404 Minimum Test error found - save the configuration
: 404 | 728.462 681.321 0.0117326 0.00110495 75275.3 0
: 405 Minimum Test error found - save the configuration
: 405 | 721.408 674.395 0.0114362 0.00114748 77754.7 0
: 406 Minimum Test error found - save the configuration
: 406 | 714.05 667.181 0.011739 0.00112914 75401.4 0
: 407 Minimum Test error found - save the configuration
: 407 | 706.506 661.005 0.0108958 0.00108015 81502.5 0
: 408 Minimum Test error found - save the configuration
: 408 | 699.746 654.175 0.0120468 0.00176728 77825 0
: 409 Minimum Test error found - save the configuration
: 409 | 692.428 647.914 0.0125156 0.00113021 70265.7 0
: 410 Minimum Test error found - save the configuration
: 410 | 685.612 640.954 0.0108796 0.00114564 82186.9 0
: 411 Minimum Test error found - save the configuration
: 411 | 678.468 634.694 0.0113776 0.00114547 78185.4 0
: 412 Minimum Test error found - save the configuration
: 412 | 671.826 628.505 0.0153612 0.00176518 58840.5 0
: 413 Minimum Test error found - save the configuration
: 413 | 665.04 621.768 0.0146692 0.00116446 59238.3 0
: 414 Minimum Test error found - save the configuration
: 414 | 658.147 615.346 0.0115142 0.00122452 77748 0
: 415 Minimum Test error found - save the configuration
: 415 | 651.585 608.53 0.0119988 0.00110638 73445.4 0
: 416 Minimum Test error found - save the configuration
: 416 | 644.657 602.374 0.0107157 0.00111146 83296.8 0
: 417 Minimum Test error found - save the configuration
: 417 | 638.284 596.161 0.0108586 0.00109461 81933.3 0
: 418 Minimum Test error found - save the configuration
: 418 | 631.593 590.39 0.0111986 0.00123187 80266.7 0
: 419 Minimum Test error found - save the configuration
: 419 | 625.323 583.863 0.010802 0.00114224 82818 0
: 420 Minimum Test error found - save the configuration
: 420 | 618.972 577.871 0.0114041 0.00141456 80083.6 0
: 421 Minimum Test error found - save the configuration
: 421 | 612.384 572.164 0.0124413 0.00128461 71706.2 0
: 422 Minimum Test error found - save the configuration
: 422 | 606.175 566.268 0.0130735 0.00148398 69027.9 0
: 423 Minimum Test error found - save the configuration
: 423 | 600.43 560.006 0.0130566 0.00139908 68625.4 0
: 424 Minimum Test error found - save the configuration
: 424 | 593.929 554.335 0.0143502 0.00129089 61259.1 0
: 425 Minimum Test error found - save the configuration
: 425 | 587.799 548.288 0.0126775 0.00159598 72192.3 0
: 426 Minimum Test error found - save the configuration
: 426 | 581.594 542.82 0.0119442 0.00114627 74088.5 0
: 427 Minimum Test error found - save the configuration
: 427 | 575.762 537.121 0.014477 0.00176519 62933.5 0
: 428 Minimum Test error found - save the configuration
: 428 | 569.626 531.724 0.015577 0.00174603 57841.3 0
: 429 Minimum Test error found - save the configuration
: 429 | 564.244 525.609 0.0160421 0.00173017 55897.5 0
: 430 Minimum Test error found - save the configuration
: 430 | 558.044 520.252 0.0134372 0.00110748 64883.9 0
: 431 Minimum Test error found - save the configuration
: 431 | 552.343 514.613 0.0119531 0.00119751 74380 0
: 432 Minimum Test error found - save the configuration
: 432 | 546.798 508.986 0.010606 0.00108766 84048 0
: 433 Minimum Test error found - save the configuration
: 433 | 541.029 504.008 0.0137466 0.00137452 64661.7 0
: 434 Minimum Test error found - save the configuration
: 434 | 535.294 498.721 0.0117838 0.00113714 75141.2 0
: 435 Minimum Test error found - save the configuration
: 435 | 529.933 493.199 0.0116596 0.00120898 76550.7 0
: 436 Minimum Test error found - save the configuration
: 436 | 524.294 487.974 0.0115243 0.00125634 77912.6 0
: 437 Minimum Test error found - save the configuration
: 437 | 518.828 482.748 0.0128265 0.00132145 69534.9 0
: 438 Minimum Test error found - save the configuration
: 438 | 513.52 477.628 0.011603 0.00118446 76785.9 0
: 439 Minimum Test error found - save the configuration
: 439 | 508.565 472.338 0.0123429 0.00135147 72784.3 0
: 440 Minimum Test error found - save the configuration
: 440 | 502.856 467.494 0.0118735 0.00126011 75376.7 0
: 441 Minimum Test error found - save the configuration
: 441 | 497.706 463.189 0.0120909 0.00133279 74362.5 0
: 442 Minimum Test error found - save the configuration
: 442 | 492.446 457.847 0.0120984 0.00124711 73723.9 0
: 443 Minimum Test error found - save the configuration
: 443 | 487.525 452.826 0.0133043 0.00126012 66422.3 0
: 444 Minimum Test error found - save the configuration
: 444 | 482.324 448.465 0.0119157 0.0013334 75598 0
: 445 Minimum Test error found - save the configuration
: 445 | 477.393 442.88 0.0138531 0.00171906 65930.4 0
: 446 Minimum Test error found - save the configuration
: 446 | 472.164 438.19 0.0157755 0.00170232 56845.6 0
: 447 Minimum Test error found - save the configuration
: 447 | 467.623 433.397 0.0161373 0.00165746 55249.3 0
: 448 Minimum Test error found - save the configuration
: 448 | 462.392 429.053 0.0157269 0.0016898 56991.8 0
: 449 Minimum Test error found - save the configuration
: 449 | 457.827 424.467 0.0157613 0.00171355 56948.5 0
: 450 Minimum Test error found - save the configuration
: 450 | 453.211 419.71 0.0164739 0.00183791 54659.6 0
: 451 Minimum Test error found - save the configuration
: 451 | 448.212 415.265 0.0154016 0.00166272 58228.8 0
: 452 Minimum Test error found - save the configuration
: 452 | 444.078 410.223 0.015423 0.00165069 58087.7 0
: 453 Minimum Test error found - save the configuration
: 453 | 438.998 406.879 0.0152855 0.0016375 58616.6 0
: 454 Minimum Test error found - save the configuration
: 454 | 434.433 401.842 0.0151304 0.00163469 59278 0
: 455 Minimum Test error found - save the configuration
: 455 | 429.669 397.274 0.0152977 0.00163051 58534.5 0
: 456 Minimum Test error found - save the configuration
: 456 | 425.229 392.569 0.0149056 0.0010852 57885.4 0
: 457 Minimum Test error found - save the configuration
: 457 | 420.767 388.337 0.013743 0.00178544 66903.3 0
: 458 Minimum Test error found - save the configuration
: 458 | 416.554 384.243 0.0127814 0.00123703 69298 0
: 459 Minimum Test error found - save the configuration
: 459 | 411.946 380.235 0.0152766 0.0011038 56446.3 0
: 460 Minimum Test error found - save the configuration
: 460 | 407.628 375.818 0.0109595 0.00112098 81312.8 0
: 461 Minimum Test error found - save the configuration
: 461 | 403.487 371.555 0.013052 0.00121779 67600.5 0
: 462 Minimum Test error found - save the configuration
: 462 | 398.965 367.375 0.0110967 0.00114467 80385.3 0
: 463 Minimum Test error found - save the configuration
: 463 | 394.866 363.665 0.01107 0.00116614 80776.4 0
: 464 Minimum Test error found - save the configuration
: 464 | 390.69 359.804 0.0109631 0.00112935 81352.6 0
: 465 Minimum Test error found - save the configuration
: 465 | 386.857 355.355 0.0118053 0.00122622 75621.2 0
: 466 Minimum Test error found - save the configuration
: 466 | 382.644 351.371 0.0121772 0.00153007 75137.3 0
: 467 Minimum Test error found - save the configuration
: 467 | 378.434 347.674 0.0115191 0.00119328 77475.5 0
: 468 Minimum Test error found - save the configuration
: 468 | 374.314 343.889 0.0112172 0.00117679 79678.1 0
: 469 Minimum Test error found - save the configuration
: 469 | 370.493 340.824 0.0119095 0.00115974 74420 0
: 470 Minimum Test error found - save the configuration
: 470 | 366.989 336.079 0.0120252 0.00149252 75954.2 0
: 471 Minimum Test error found - save the configuration
: 471 | 362.747 332.283 0.0124425 0.00114527 70814.1 0
: 472 Minimum Test error found - save the configuration
: 472 | 358.883 328.674 0.0113814 0.00110123 77819.4 0
: 473 Minimum Test error found - save the configuration
: 473 | 355.013 324.853 0.0130847 0.00128489 67797.6 0
: 474 Minimum Test error found - save the configuration
: 474 | 351.376 321.165 0.0117818 0.00114304 75196.5 0
: 475 Minimum Test error found - save the configuration
: 475 | 347.426 317.431 0.0107382 0.0010688 82735.2 0
: 476 Minimum Test error found - save the configuration
: 476 | 343.766 313.932 0.0113115 0.00115155 78740.4 0
: 477 Minimum Test error found - save the configuration
: 477 | 340.293 310.066 0.0111149 0.00106958 79638.9 0
: 478 Minimum Test error found - save the configuration
: 478 | 336.264 306.711 0.0107314 0.00110302 83087.8 0
: 479 Minimum Test error found - save the configuration
: 479 | 332.882 303.487 0.0131543 0.00184727 70752.5 0
: 480 Minimum Test error found - save the configuration
: 480 | 329.308 299.682 0.0164668 0.00178987 54507.2 0
: 481 Minimum Test error found - save the configuration
: 481 | 325.489 296.436 0.015942 0.00143328 55139.3 0
: 482 Minimum Test error found - save the configuration
: 482 | 322.083 293.515 0.0109125 0.00106965 81277.2 0
: 483 Minimum Test error found - save the configuration
: 483 | 318.802 289.839 0.011572 0.00130498 77919.1 0
: 484 Minimum Test error found - save the configuration
: 484 | 315.25 286.625 0.011456 0.00111864 77389.5 0
: 485 Minimum Test error found - save the configuration
: 485 | 311.976 283.414 0.0116099 0.00124515 77184.4 0
: 486 Minimum Test error found - save the configuration
: 486 | 308.711 279.817 0.0122165 0.00143753 74218.6 0
: 487 Minimum Test error found - save the configuration
: 487 | 305.233 276.872 0.0126413 0.0013547 70880.4 0
: 488 Minimum Test error found - save the configuration
: 488 | 302.042 273.408 0.0124911 0.00132595 71651.8 0
: 489 Minimum Test error found - save the configuration
: 489 | 298.6 270.304 0.0122083 0.00137008 73813.2 0
: 490 Minimum Test error found - save the configuration
: 490 | 295.305 268.202 0.0117887 0.00113138 75066 0
: 491 Minimum Test error found - save the configuration
: 491 | 292.229 264.81 0.0115801 0.00113747 76608.8 0
: 492 Minimum Test error found - save the configuration
: 492 | 289.005 261.459 0.0109223 0.00108098 81289.8 0
: 493 Minimum Test error found - save the configuration
: 493 | 285.729 258.116 0.0120487 0.0013149 74530.6 0
: 494 Minimum Test error found - save the configuration
: 494 | 282.748 255.112 0.0116918 0.00116649 76007 0
: 495 Minimum Test error found - save the configuration
: 495 | 279.611 252.503 0.0112073 0.00120778 80004 0
: 496 Minimum Test error found - save the configuration
: 496 | 277.03 249.683 0.0128415 0.0014874 70459 0
: 497 Minimum Test error found - save the configuration
: 497 | 273.938 246.442 0.0130398 0.00128743 68071.6 0
: 498 Minimum Test error found - save the configuration
: 498 | 270.57 243.703 0.0135716 0.00127343 65050.4 0
: 499 Minimum Test error found - save the configuration
: 499 | 267.595 241.158 0.0148844 0.00176954 60999.6 0
: 500 Minimum Test error found - save the configuration
: 500 | 264.788 238.322 0.0150314 0.00143989 58860.2 0
: 501 Minimum Test error found - save the configuration
: 501 | 261.898 235.301 0.014981 0.00184945 60922 0
: 502 Minimum Test error found - save the configuration
: 502 | 259.153 233.098 0.0135819 0.00119825 64601.5 0
: 503 Minimum Test error found - save the configuration
: 503 | 256.249 229.797 0.0145885 0.00131684 60278.9 0
: 504 Minimum Test error found - save the configuration
: 504 | 253.359 227.455 0.013963 0.00137631 63559.4 0
: 505 Minimum Test error found - save the configuration
: 505 | 250.513 224.423 0.0144229 0.00143643 61602.4 0
: 506 Minimum Test error found - save the configuration
: 506 | 247.881 221.851 0.0151252 0.00165969 59411 0
: 507 Minimum Test error found - save the configuration
: 507 | 245.178 220.36 0.0149686 0.00148053 59311.8 0
: 508 Minimum Test error found - save the configuration
: 508 | 242.635 217.611 0.0161421 0.00180901 55814.9 0
: 509 Minimum Test error found - save the configuration
: 509 | 239.864 214.575 0.0154694 0.00182941 58651 0
: 510 Minimum Test error found - save the configuration
: 510 | 236.957 212.076 0.0144965 0.00175384 62781.2 0
: 511 Minimum Test error found - save the configuration
: 511 | 234.653 210.085 0.0156864 0.00184991 57818 0
: 512 Minimum Test error found - save the configuration
: 512 | 232.075 207.088 0.0136195 0.00114379 64124.4 0
: 513 Minimum Test error found - save the configuration
: 513 | 229.565 205.301 0.0110716 0.00117356 80824.3 0
: 514 Minimum Test error found - save the configuration
: 514 | 226.805 201.884 0.0114114 0.0011952 78307.3 0
: 515 Minimum Test error found - save the configuration
: 515 | 224.246 200.025 0.0106794 0.00105708 83140.2 0
: 516 Minimum Test error found - save the configuration
: 516 | 221.929 197.494 0.0132637 0.00164388 68847.7 0
: 517 Minimum Test error found - save the configuration
: 517 | 219.412 195.068 0.0127238 0.00118703 69343.7 0
: 518 Minimum Test error found - save the configuration
: 518 | 217.065 192.741 0.011837 0.00116681 74975.4 0
: 519 Minimum Test error found - save the configuration
: 519 | 214.314 190.415 0.0119733 0.0011931 74210.4 0
: 520 Minimum Test error found - save the configuration
: 520 | 212.028 188.278 0.0114373 0.00114145 77701.5 0
: 521 Minimum Test error found - save the configuration
: 521 | 209.732 186.212 0.0121537 0.00108811 72296.4 0
: 522 Minimum Test error found - save the configuration
: 522 | 207.435 183.74 0.0120712 0.001111 72991.2 0
: 523 Minimum Test error found - save the configuration
: 523 | 205.234 181.455 0.0123388 0.00110213 71195.4 0
: 524 Minimum Test error found - save the configuration
: 524 | 202.896 179.367 0.0115273 0.00143431 79263 0
: 525 Minimum Test error found - save the configuration
: 525 | 200.629 177.121 0.0113317 0.00109687 78164.6 0
: 526 Minimum Test error found - save the configuration
: 526 | 198.264 175.159 0.0112072 0.00113263 79407.7 0
: 527 Minimum Test error found - save the configuration
: 527 | 196.08 172.916 0.0110818 0.00112737 80366.3 0
: 528 Minimum Test error found - save the configuration
: 528 | 193.894 170.971 0.0117926 0.0011062 74861.6 0
: 529 Minimum Test error found - save the configuration
: 529 | 191.756 169.657 0.0121304 0.0017103 76774.6 0
: 530 Minimum Test error found - save the configuration
: 530 | 189.772 167.779 0.0157731 0.00169032 56807.1 0
: 531 Minimum Test error found - save the configuration
: 531 | 187.488 165.14 0.0131153 0.00110446 66606.5 0
: 532 Minimum Test error found - save the configuration
: 532 | 185.393 163.46 0.0109542 0.00115238 81617.8 0
: 533 Minimum Test error found - save the configuration
: 533 | 183.265 161.569 0.0119644 0.00161306 77284.4 0
: 534 Minimum Test error found - save the configuration
: 534 | 181.177 159.558 0.0122299 0.00119261 72481.3 0
: 535 Minimum Test error found - save the configuration
: 535 | 179.002 158.029 0.0109318 0.00108779 81267.6 0
: 536 Minimum Test error found - save the configuration
: 536 | 177.073 155.381 0.0119543 0.00115958 74110.5 0
: 537 Minimum Test error found - save the configuration
: 537 | 175.046 153.398 0.0116253 0.00144848 78609.8 0
: 538 Minimum Test error found - save the configuration
: 538 | 172.974 152.16 0.0126178 0.00116477 69850.6 0
: 539 Minimum Test error found - save the configuration
: 539 | 171.152 150.147 0.0117196 0.00129155 76716.2 0
: 540 Minimum Test error found - save the configuration
: 540 | 169.279 148.439 0.0113202 0.00112226 78446.9 0
: 541 Minimum Test error found - save the configuration
: 541 | 167.089 146.333 0.01174 0.00157076 78668.6 0
: 542 Minimum Test error found - save the configuration
: 542 | 165.129 144.615 0.0110614 0.00115961 80793.1 0
: 543 Minimum Test error found - save the configuration
: 543 | 163.243 142.745 0.0113063 0.00112784 78597.5 0
: 544 Minimum Test error found - save the configuration
: 544 | 161.323 141.507 0.0117576 0.00112643 75250.2 0
: 545 Minimum Test error found - save the configuration
: 545 | 159.685 140.152 0.0118372 0.00113669 74762.8 0
: 546 Minimum Test error found - save the configuration
: 546 | 157.605 138.24 0.011079 0.00114929 80566.2 0
: 547 Minimum Test error found - save the configuration
: 547 | 155.86 136.447 0.0109583 0.00109136 81079.2 0
: 548 Minimum Test error found - save the configuration
: 548 | 154.169 135.067 0.0113111 0.00110875 78413.2 0
: 549 Minimum Test error found - save the configuration
: 549 | 152.481 133.408 0.0113731 0.00109602 77843.2 0
: 550 Minimum Test error found - save the configuration
: 550 | 150.647 131.505 0.0110145 0.00108889 80599.6 0
: 551 Minimum Test error found - save the configuration
: 551 | 148.556 129.921 0.011636 0.0010914 75868.1 0
: 552 Minimum Test error found - save the configuration
: 552 | 147.019 128.315 0.0117789 0.00124813 75968.1 0
: 553 Minimum Test error found - save the configuration
: 553 | 145.174 126.385 0.0106243 0.00107763 83798.8 0
: 554 Minimum Test error found - save the configuration
: 554 | 143.278 125.157 0.0108951 0.00108359 81536.8 0
: 555 Minimum Test error found - save the configuration
: 555 | 141.717 123.593 0.0136072 0.00173156 67364.5 0
: 556 Minimum Test error found - save the configuration
: 556 | 140.06 122.406 0.0115521 0.00111037 76615.9 0
: 557 Minimum Test error found - save the configuration
: 557 | 138.346 120.473 0.0111987 0.00106918 78977.3 0
: 558 Minimum Test error found - save the configuration
: 558 | 136.582 119.826 0.0114056 0.00120623 78436.3 0
: 559 Minimum Test error found - save the configuration
: 559 | 135.208 118.211 0.0116349 0.00124686 77011.7 0
: 560 Minimum Test error found - save the configuration
: 560 | 133.567 116.448 0.0111213 0.0010933 79776.8 0
: 561 Minimum Test error found - save the configuration
: 561 | 131.783 114.769 0.0114284 0.00123282 78465.3 0
: 562 Minimum Test error found - save the configuration
: 562 | 130.354 113.844 0.0112548 0.00121987 79721.3 0
: 563 Minimum Test error found - save the configuration
: 563 | 128.981 112.283 0.0111177 0.00110864 79927.3 0
: 564 Minimum Test error found - save the configuration
: 564 | 127.557 111.735 0.012796 0.00184368 73043.9 0
: 565 Minimum Test error found - save the configuration
: 565 | 125.888 109.371 0.0149663 0.00138095 58886.8 0
: 566 Minimum Test error found - save the configuration
: 566 | 124.4 108.369 0.0109196 0.00109982 81467.8 0
: 567 Minimum Test error found - save the configuration
: 567 | 122.848 106.804 0.010578 0.00107471 84181.1 0
: 568 Minimum Test error found - save the configuration
: 568 | 121.307 105.21 0.0107072 0.00109289 83209.4 0
: 569 Minimum Test error found - save the configuration
: 569 | 119.871 104.975 0.0125182 0.00152141 72748.3 0
: 570 Minimum Test error found - save the configuration
: 570 | 118.486 102.927 0.0119282 0.00137567 75811.4 0
: 571 Minimum Test error found - save the configuration
: 571 | 117.004 101.412 0.0116339 0.00111777 76073.8 0
: 572 Minimum Test error found - save the configuration
: 572 | 115.687 100.476 0.0122861 0.00124682 72468.5 0
: 573 Minimum Test error found - save the configuration
: 573 | 114.398 99.6119 0.0116341 0.00111783 76072.9 0
: 574 Minimum Test error found - save the configuration
: 574 | 113.114 98.3865 0.0107701 0.00108767 82623.8 0
: 575 Minimum Test error found - save the configuration
: 575 | 111.599 96.8365 0.0108449 0.00113465 82387.2 0
: 576 Minimum Test error found - save the configuration
: 576 | 110.252 95.6027 0.010865 0.00109813 81909.6 0
: 577 Minimum Test error found - save the configuration
: 577 | 108.927 94.3457 0.0109096 0.00109412 81504.3 0
: 578 Minimum Test error found - save the configuration
: 578 | 107.643 92.8511 0.0115103 0.0011479 77202.5 0
: 579 Minimum Test error found - save the configuration
: 579 | 106.337 91.8638 0.0123865 0.00120818 71567.3 0
: 580 Minimum Test error found - save the configuration
: 580 | 105.031 90.9614 0.0129128 0.00121978 68417 0
: 581 Minimum Test error found - save the configuration
: 581 | 103.767 89.9767 0.0136982 0.00133467 64706.5 0
: 582 Minimum Test error found - save the configuration
: 582 | 102.619 88.6326 0.0110679 0.00112374 80448.9 0
: 583 Minimum Test error found - save the configuration
: 583 | 101.475 87.3002 0.0114874 0.00112843 77227.8 0
: 584 Minimum Test error found - save the configuration
: 584 | 100.183 86.2649 0.0110228 0.00112685 80841.2 0
: 585 Minimum Test error found - save the configuration
: 585 | 99.0515 85.3823 0.011072 0.00111172 80318.7 0
: 586 Minimum Test error found - save the configuration
: 586 | 97.9344 84.2563 0.0113366 0.00135992 80186.8 0
: 587 Minimum Test error found - save the configuration
: 587 | 96.7661 83.4981 0.0156152 0.00155851 56912.3 0
: 588 Minimum Test error found - save the configuration
: 588 | 95.5931 82.2994 0.0155645 0.00168475 57637.8 0
: 589 Minimum Test error found - save the configuration
: 589 | 94.331 81.644 0.0134921 0.00110563 64586.4 0
: 590 Minimum Test error found - save the configuration
: 590 | 93.2232 79.9202 0.0109218 0.00111122 81544.3 0
: 591 Minimum Test error found - save the configuration
: 591 | 92.1011 78.7638 0.0109365 0.00112509 81537.3 0
: 592 Minimum Test error found - save the configuration
: 592 | 90.9757 77.5534 0.0112758 0.00110329 78643.4 0
: 593 Minimum Test error found - save the configuration
: 593 | 89.7868 76.3916 0.0108782 0.00110518 81857.6 0
: 594 Minimum Test error found - save the configuration
: 594 | 88.7117 76.0614 0.0107855 0.00109879 82587.1 0
: 595 Minimum Test error found - save the configuration
: 595 | 87.6456 74.9644 0.0109698 0.00108823 80958.4 0
: 596 Minimum Test error found - save the configuration
: 596 | 86.6466 73.5523 0.0108713 0.0011354 82170.2 0
: 597 Minimum Test error found - save the configuration
: 597 | 85.6403 73.4203 0.011379 0.00110548 77869.8 0
: 598 Minimum Test error found - save the configuration
: 598 | 84.7647 71.7194 0.0116717 0.00152799 78867 0
: 599 Minimum Test error found - save the configuration
: 599 | 83.5991 71.0439 0.0151319 0.00147423 58575.2 0
: 600 Minimum Test error found - save the configuration
: 600 | 82.8865 70.0544 0.0118198 0.00124518 75652.9 0
: 601 Minimum Test error found - save the configuration
: 601 | 81.5957 69.5414 0.010907 0.00108598 81458 0
: 602 Minimum Test error found - save the configuration
: 602 | 80.7344 68.0982 0.011351 0.0010821 77904.9 0
: 603 Minimum Test error found - save the configuration
: 603 | 79.6546 67.3395 0.0131359 0.00141246 68239.2 0
: 604 Minimum Test error found - save the configuration
: 604 | 79.0027 66.9123 0.0123454 0.00146003 73493.3 0
: 605 Minimum Test error found - save the configuration
: 605 | 77.9079 65.5451 0.0123169 0.00115226 71654.7 0
: 606 Minimum Test error found - save the configuration
: 606 | 76.9246 65.0415 0.0113597 0.00118207 78603.6 0
: 607 Minimum Test error found - save the configuration
: 607 | 76.1525 63.6896 0.0121871 0.00140044 74165.5 0
: 608 Minimum Test error found - save the configuration
: 608 | 75.123 62.7631 0.0108702 0.00111086 81973.1 0
: 609 Minimum Test error found - save the configuration
: 609 | 74.2009 61.9033 0.010792 0.00109048 82461.1 0
: 610 Minimum Test error found - save the configuration
: 610 | 73.4724 61.5133 0.0109392 0.00109552 81270.6 0
: 611 Minimum Test error found - save the configuration
: 611 | 72.6569 60.7729 0.0108624 0.0011224 82135.1 0
: 612 Minimum Test error found - save the configuration
: 612 | 71.5451 59.752 0.0111382 0.00134825 81716.4 0
: 613 Minimum Test error found - save the configuration
: 613 | 70.7205 58.7342 0.0128717 0.00131441 69220.3 0
: 614 Minimum Test error found - save the configuration
: 614 | 69.8372 58.2323 0.0114731 0.00128663 78535.9 0
: 615 Minimum Test error found - save the configuration
: 615 | 69.1672 57.3841 0.0132698 0.00113823 65943.4 0
: 616 Minimum Test error found - save the configuration
: 616 | 68.4083 56.3323 0.0109672 0.00114463 81445 0
: 617 Minimum Test error found - save the configuration
: 617 | 67.9622 55.7088 0.0120883 0.00111772 72922.5 0
: 618 | 67.339 56.3283 0.0109321 0.00105052 80958.8 1
: 619 Minimum Test error found - save the configuration
: 619 | 66.2067 54.2382 0.010875 0.00109287 81781.9 0
: 620 Minimum Test error found - save the configuration
: 620 | 65.0101 53.6782 0.0112028 0.00109849 79174.4 0
: 621 Minimum Test error found - save the configuration
: 621 | 64.2717 52.6472 0.0108501 0.00109296 81990.9 0
: 622 Minimum Test error found - save the configuration
: 622 | 63.4249 51.8203 0.0110953 0.00110702 80093.8 0
: 623 Minimum Test error found - save the configuration
: 623 | 62.7022 51.5495 0.0113763 0.00117895 78452 0
: 624 Minimum Test error found - save the configuration
: 624 | 61.8784 51.0142 0.0110554 0.00110862 80428.2 0
: 625 Minimum Test error found - save the configuration
: 625 | 61.2172 49.7647 0.0123262 0.00139429 73180.6 0
: 626 Minimum Test error found - save the configuration
: 626 | 60.5403 49.0854 0.0110335 0.00112169 80712.1 0
: 627 Minimum Test error found - save the configuration
: 627 | 59.6639 48.4483 0.0110965 0.00115198 80446.5 0
: 628 Minimum Test error found - save the configuration
: 628 | 58.9515 47.7968 0.0117984 0.00119088 75418.2 0
: 629 Minimum Test error found - save the configuration
: 629 | 58.2857 47.2167 0.0118556 0.00131021 75862.4 0
: 630 Minimum Test error found - save the configuration
: 630 | 57.6329 46.5721 0.0113574 0.0011261 78191.5 0
: 631 Minimum Test error found - save the configuration
: 631 | 56.8683 45.8689 0.0109233 0.00110373 81470.1 0
: 632 | 56.2916 45.9848 0.0107577 0.00106456 82532.8 1
: 633 Minimum Test error found - save the configuration
: 633 | 55.5776 44.5826 0.0121278 0.00171132 76801.6 0
: 634 Minimum Test error found - save the configuration
: 634 | 54.8575 44.1982 0.015608 0.00167062 57399.7 0
: 635 Minimum Test error found - save the configuration
: 635 | 54.1476 43.4156 0.0152709 0.00162617 58630.7 0
: 636 Minimum Test error found - save the configuration
: 636 | 53.5403 43.0735 0.0149439 0.00158083 59866.6 0
: 637 Minimum Test error found - save the configuration
: 637 | 52.9208 42.2498 0.0113524 0.00108429 77910.8 0
: 638 Minimum Test error found - save the configuration
: 638 | 52.2759 41.5156 0.0104633 0.00104136 84907.9 0
: 639 Minimum Test error found - save the configuration
: 639 | 51.5646 41.2731 0.0104054 0.00104105 85430.2 0
: 640 Minimum Test error found - save the configuration
: 640 | 50.9796 40.2954 0.0103592 0.00103798 85826.1 0
: 641 Minimum Test error found - save the configuration
: 641 | 50.3896 39.9887 0.0103494 0.0010404 85938 0
: 642 Minimum Test error found - save the configuration
: 642 | 49.6933 39.2536 0.0103345 0.00105376 86200 0
: 643 Minimum Test error found - save the configuration
: 643 | 49.2036 39.1399 0.0102969 0.00103999 86421.5 0
: 644 Minimum Test error found - save the configuration
: 644 | 48.7056 38.5565 0.0103272 0.00104061 86145.4 0
: 645 Minimum Test error found - save the configuration
: 645 | 48.116 37.6006 0.0103909 0.00104578 85606 0
: 646 Minimum Test error found - save the configuration
: 646 | 47.3959 36.9781 0.0107217 0.00121118 84117.2 0
: 647 Minimum Test error found - save the configuration
: 647 | 46.8394 36.7112 0.010544 0.00108145 84543.7 0
: 648 Minimum Test error found - save the configuration
: 648 | 46.2525 36.1128 0.0108942 0.00111689 81822.1 0
: 649 Minimum Test error found - save the configuration
: 649 | 45.7472 35.428 0.010764 0.00106835 82511.5 0
: 650 Minimum Test error found - save the configuration
: 650 | 45.257 35.2462 0.0108134 0.00119622 83184.2 0
: 651 Minimum Test error found - save the configuration
: 651 | 44.6305 34.8095 0.0129322 0.00129615 68752.1 0
: 652 Minimum Test error found - save the configuration
: 652 | 44.1431 34.4513 0.0114734 0.00110858 77183.8 0
: 653 Minimum Test error found - save the configuration
: 653 | 43.7102 33.6652 0.0106355 0.00105792 83528.1 0
: 654 Minimum Test error found - save the configuration
: 654 | 43.3369 33.3325 0.0107293 0.00111021 83168.1 0
: 655 Minimum Test error found - save the configuration
: 655 | 42.5429 32.4065 0.0112566 0.00115596 79202.9 0
: 656 | 41.9404 32.5085 0.0122331 0.00103113 71416.3 1
: 657 Minimum Test error found - save the configuration
: 657 | 41.7411 31.8868 0.0134477 0.00176174 68458.2 0
: 658 Minimum Test error found - save the configuration
: 658 | 41.0026 31.1925 0.0135242 0.00144387 66223.4 0
: 659 | 40.4786 31.3317 0.0149915 0.0016013 59745 1
: 660 Minimum Test error found - save the configuration
: 660 | 40.1712 30.6336 0.0138773 0.00158292 65070.2 0
: 661 Minimum Test error found - save the configuration
: 661 | 39.693 30.0368 0.0153852 0.00139021 57163.4 0
: 662 Minimum Test error found - save the configuration
: 662 | 38.9928 29.329 0.0130843 0.00143673 68683.5 0
: 663 Minimum Test error found - save the configuration
: 663 | 38.5639 29.2665 0.0118629 0.00136053 76173 0
: 664 Minimum Test error found - save the configuration
: 664 | 38.1254 28.8316 0.0116468 0.00117676 76408.6 0
: 665 Minimum Test error found - save the configuration
: 665 | 37.702 28.1669 0.0106611 0.00109126 83595.6 0
: 666 Minimum Test error found - save the configuration
: 666 | 37.1172 27.648 0.0106488 0.00107589 83568.8 0
: 667 Minimum Test error found - save the configuration
: 667 | 36.7998 27.1631 0.0111557 0.00121717 80494.7 0
: 668 Minimum Test error found - save the configuration
: 668 | 36.3274 26.8649 0.0109779 0.00111441 81107 0
: 669 Minimum Test error found - save the configuration
: 669 | 35.8904 26.7382 0.0112514 0.00152317 82235.2 0
: 670 Minimum Test error found - save the configuration
: 670 | 35.4064 25.9364 0.0104201 0.00113161 86128 0
: 671 | 35.1705 26.0334 0.0114419 0.0012196 78260.1 1
: 672 Minimum Test error found - save the configuration
: 672 | 34.9241 25.1191 0.0110242 0.00111181 80706.9 0
: 673 Minimum Test error found - save the configuration
: 673 | 34.2759 25.0177 0.0112344 0.00117484 79526.2 0
: 674 Minimum Test error found - save the configuration
: 674 | 33.8303 24.8064 0.0113172 0.00112938 78525.3 0
: 675 Minimum Test error found - save the configuration
: 675 | 33.3155 24.258 0.0105957 0.00107949 84067.3 0
: 676 Minimum Test error found - save the configuration
: 676 | 32.997 23.9913 0.0108655 0.00111398 82038.5 0
: 677 Minimum Test error found - save the configuration
: 677 | 32.5221 23.2655 0.0112333 0.00106681 78690.2 0
: 678 Minimum Test error found - save the configuration
: 678 | 31.994 22.8878 0.0105897 0.00109441 84252.2 0
: 679 | 31.5921 23.2753 0.0107165 0.00101701 82478.3 1
: 680 Minimum Test error found - save the configuration
: 680 | 31.4883 22.8244 0.0106843 0.00108379 83328.5 0
: 681 Minimum Test error found - save the configuration
: 681 | 30.99 21.9724 0.0115712 0.00118615 77033.6 0
: 682 Minimum Test error found - save the configuration
: 682 | 30.4289 21.7431 0.0110702 0.00110779 80301.9 0
: 683 Minimum Test error found - save the configuration
: 683 | 30.0739 21.4864 0.0108579 0.00107171 81748.1 0
: 684 Minimum Test error found - save the configuration
: 684 | 29.9084 20.962 0.0111398 0.00118886 80394.1 0
: 685 Minimum Test error found - save the configuration
: 685 | 29.4554 20.9119 0.0106907 0.00109129 83338.8 0
: 686 Minimum Test error found - save the configuration
: 686 | 29.0918 20.3079 0.0116308 0.00106022 75682 0
: 687 Minimum Test error found - save the configuration
: 687 | 28.6182 19.957 0.0113654 0.00121111 78784.6 0
: 688 | 28.2761 20.2658 0.0129711 0.00107478 67247.9 1
: 689 Minimum Test error found - save the configuration
: 689 | 27.8845 19.3967 0.0141389 0.00167918 64207 0
: 690 | 27.5934 19.4352 0.0157948 0.00171385 56814.4 1
: 691 Minimum Test error found - save the configuration
: 691 | 27.17 18.8047 0.0159027 0.00176442 56584 0
: 692 Minimum Test error found - save the configuration
: 692 | 26.757 18.454 0.0161897 0.00180774 55625.1 0
: 693 Minimum Test error found - save the configuration
: 693 | 26.4721 18.3019 0.0150673 0.00120763 57721.2 0
: 694 | 26.0929 18.3127 0.0114925 0.00104353 76562.8 1
: 695 Minimum Test error found - save the configuration
: 695 | 25.8199 17.841 0.0108616 0.0011455 82337.4 0
: 696 Minimum Test error found - save the configuration
: 696 | 25.521 17.595 0.0111356 0.00127928 81166.2 0
: 697 Minimum Test error found - save the configuration
: 697 | 25.2017 17.215 0.0125784 0.00150847 72268 0
: 698 Minimum Test error found - save the configuration
: 698 | 24.7249 16.9265 0.0115708 0.00125256 77532.7 0
: 699 Minimum Test error found - save the configuration
: 699 | 24.3756 16.8152 0.0124975 0.00181057 74857.5 0
: 700 Minimum Test error found - save the configuration
: 700 | 24.0975 16.6077 0.0162796 0.00175752 55088.5 0
: 701 Minimum Test error found - save the configuration
: 701 | 23.7587 16.5147 0.0165395 0.00185837 54491.7 0
: 702 Minimum Test error found - save the configuration
: 702 | 23.4975 16.4524 0.0137742 0.00121534 63700.1 0
: 703 Minimum Test error found - save the configuration
: 703 | 23.3388 15.9716 0.0121998 0.00109133 72017.2 0
: 704 Minimum Test error found - save the configuration
: 704 | 23.0834 15.9477 0.0109584 0.00123016 82235 0
: 705 Minimum Test error found - save the configuration
: 705 | 22.5771 15.5537 0.0120578 0.00133751 74624.7 0
: 706 Minimum Test error found - save the configuration
: 706 | 22.3563 15.1895 0.0113 0.00123624 79492.8 0
: 707 Minimum Test error found - save the configuration
: 707 | 22.0843 15.0992 0.0107388 0.001057 82629.2 0
: 708 Minimum Test error found - save the configuration
: 708 | 21.7129 15.0048 0.0113334 0.00111521 78292 0
: 709 Minimum Test error found - save the configuration
: 709 | 21.3731 14.8995 0.0105571 0.00106843 84311.4 0
: 710 Minimum Test error found - save the configuration
: 710 | 21.1196 14.3423 0.0106044 0.00106683 83879.2 0
: 711 | 20.7533 14.5032 0.0104315 0.00102773 85072.5 1
: 712 | 20.6972 14.5764 0.010533 0.00112493 85033.6 2
: 713 Minimum Test error found - save the configuration
: 713 | 20.4186 13.8719 0.0116524 0.00167099 80148.7 0
: 714 Minimum Test error found - save the configuration
: 714 | 19.9434 13.4775 0.0136304 0.00167095 66892.5 0
: 715 | 19.6714 13.4832 0.01457 0.00101783 59031.2 1
: 716 Minimum Test error found - save the configuration
: 716 | 19.4169 13.4613 0.0110497 0.00155943 84296.5 0
: 717 Minimum Test error found - save the configuration
: 717 | 19.339 13.0829 0.0110608 0.00107442 80109.5 0
: 718 Minimum Test error found - save the configuration
: 718 | 18.9778 13.0116 0.0104791 0.00107983 85112.6 0
: 719 Minimum Test error found - save the configuration
: 719 | 18.634 12.6388 0.0114398 0.00123178 78369.6 0
: 720 | 18.4943 12.9227 0.0105573 0.00102655 83939 1
: 721 Minimum Test error found - save the configuration
: 721 | 18.5102 12.5736 0.0106374 0.00116341 84441.9 0
: 722 Minimum Test error found - save the configuration
: 722 | 18.1198 12.2728 0.0123176 0.00124239 72233.2 0
: 723 | 17.9 12.6235 0.0130274 0.00156789 69811 1
: 724 Minimum Test error found - save the configuration
: 724 | 17.5731 11.8768 0.0117279 0.00114663 75605.5 0
: 725 | 17.2346 11.8796 0.0110827 0.00109925 80132.3 1
: 726 Minimum Test error found - save the configuration
: 726 | 17.1441 11.6202 0.0112494 0.00111156 78912 0
: 727 Minimum Test error found - save the configuration
: 727 | 16.8181 11.141 0.0106241 0.0011048 84039.9 0
: 728 | 16.5053 11.5245 0.0105775 0.00101189 83633.1 1
: 729 | 16.4313 11.3322 0.011703 0.00173681 80271.4 2
: 730 | 16.1845 11.38 0.0150951 0.00123106 57703.3 3
: 731 Minimum Test error found - save the configuration
: 731 | 16.1906 11.0141 0.0129987 0.0018741 71913 0
: 732 | 16.0497 11.245 0.0141361 0.00169504 64303.3 1
: 733 Minimum Test error found - save the configuration
: 733 | 15.7908 10.6341 0.0159988 0.0015992 55557.3 0
: 734 Minimum Test error found - save the configuration
: 734 | 15.4763 10.2238 0.0121031 0.00123076 73581.3 0
: 735 | 15.2067 10.794 0.0123221 0.0010237 70806.2 1
: 736 Minimum Test error found - save the configuration
: 736 | 14.8549 10.0526 0.0149453 0.00173249 60547.1 0
: 737 | 14.6782 10.0807 0.012269 0.00161534 75091.9 1
: 738 | 14.3764 10.2598 0.0157195 0.00167301 56953.8 2
: 739 Minimum Test error found - save the configuration
: 739 | 14.2285 10.0149 0.0120666 0.00158676 76336.9 0
: 740 Minimum Test error found - save the configuration
: 740 | 14.1022 9.70983 0.0150437 0.00138406 58566.7 0
: 741 Minimum Test error found - save the configuration
: 741 | 13.9313 9.49062 0.0125806 0.00110778 69730.2 0
: 742 | 13.7325 9.63302 0.0122602 0.00105076 71368.5 1
: 743 | 13.835 10.3316 0.0107084 0.00105172 82843.9 2
: 744 | 13.8778 9.78263 0.0106105 0.00103667 83561 3
: 745 Minimum Test error found - save the configuration
: 745 | 13.4586 8.92838 0.01069 0.00106866 83148.8 0
: 746 | 13.0464 9.41127 0.0110979 0.00130875 81722.8 1
: 747 Minimum Test error found - save the configuration
: 747 | 12.9085 8.56283 0.011037 0.00118406 81193.9 0
: 748 | 12.8185 8.59931 0.0111062 0.00114129 80281.8 1
: 749 | 12.4128 8.6304 0.0118722 0.00114614 74584.6 2
: 750 Minimum Test error found - save the configuration
: 750 | 12.3101 8.47109 0.0114381 0.00119102 78070.9 0
: 751 Minimum Test error found - save the configuration
: 751 | 12.0816 8.16014 0.0125816 0.0015014 72200.9 0
: 752 Minimum Test error found - save the configuration
: 752 | 11.9208 7.98091 0.0114661 0.0012949 78653.3 0
: 753 | 11.7368 8.12785 0.0117926 0.00112782 75013.4 1
: 754 | 11.6558 8.40317 0.0120104 0.00122712 74189.2 2
: 755 Minimum Test error found - save the configuration
: 755 | 11.5034 7.70935 0.0127997 0.0012704 69388.2 0
: 756 | 11.5887 7.84082 0.0128702 0.00140128 69753.7 1
: 757 Minimum Test error found - save the configuration
: 757 | 11.2832 7.52666 0.013079 0.00132187 68044.1 0
: 758 Minimum Test error found - save the configuration
: 758 | 11.2719 7.38497 0.0123383 0.00141222 73219.2 0
: 759 Minimum Test error found - save the configuration
: 759 | 10.9113 7.27385 0.0114692 0.00113743 77431 0
: 760 Minimum Test error found - save the configuration
: 760 | 10.802 7.25641 0.0119133 0.00117868 74525.6 0
: 761 Minimum Test error found - save the configuration
: 761 | 10.6797 7.17372 0.0127225 0.00117282 69265.8 0
: 762 Minimum Test error found - save the configuration
: 762 | 10.4377 6.65031 0.0125815 0.00142704 71720 0
: 763 Minimum Test error found - save the configuration
: 763 | 10.2153 6.47304 0.0121822 0.00134387 73812.2 0
: 764 | 10.151 6.73584 0.0112782 0.00115269 79008.6 1
: 765 | 10.0078 6.60247 0.0115579 0.00124853 77599 2
: 766 | 9.86585 6.50392 0.0116971 0.00109794 75478 3
: 767 Minimum Test error found - save the configuration
: 767 | 9.803 5.99671 0.0119684 0.00125405 74666.5 0
: 768 Minimum Test error found - save the configuration
: 768 | 9.55783 5.92405 0.0116046 0.00116106 76602.4 0
: 769 Minimum Test error found - save the configuration
: 769 | 9.46932 5.45922 0.011212 0.00116916 79658.9 0
: 770 | 9.32976 5.95967 0.0110092 0.00114099 81068.7 1
: 771 | 9.27132 5.7474 0.0131061 0.00104586 66333.8 2
: 772 | 9.23422 6.12253 0.0111107 0.00109034 79837.2 3
: 773 | 9.1743 5.50194 0.0113092 0.00115033 78748.9 4
: 774 | 9.07999 5.89416 0.0115998 0.00120264 76944.3 5
: 775 Minimum Test error found - save the configuration
: 775 | 8.93396 5.17722 0.0112375 0.00121474 79818.7 0
: 776 | 8.8245 5.43359 0.0114542 0.00102129 76680.5 1
: 777 | 8.68989 5.65317 0.0129768 0.00149635 69683.7 2
: 778 Minimum Test error found - save the configuration
: 778 | 8.41775 4.87134 0.0124503 0.00126525 71524.1 0
: 779 Minimum Test error found - save the configuration
: 779 | 8.34114 4.71357 0.0113577 0.00113992 78295.2 0
: 780 | 8.20727 4.90048 0.0114339 0.00127351 78737.2 1
: 781 | 8.17544 5.13909 0.0122262 0.00149092 74520.6 2
: 782 | 8.06936 4.87205 0.0143772 0.0014695 61978.5 3
: 783 Minimum Test error found - save the configuration
: 783 | 7.94207 4.58382 0.0144856 0.00156868 61934.4 0
: 784 Minimum Test error found - save the configuration
: 784 | 7.80724 4.29496 0.0147269 0.00158284 60863.8 0
: 785 | 7.63255 4.68146 0.0145427 0.0014855 61268.6 1
: 786 | 7.7214 4.90496 0.0143156 0.00147129 62284.6 2
: 787 Minimum Test error found - save the configuration
: 787 | 7.93885 3.88325 0.0142847 0.00152497 62697.1 0
: 788 Minimum Test error found - save the configuration
: 788 | 7.60413 3.76587 0.0142742 0.00154579 62851.6 0
: 789 | 7.29249 4.19338 0.0142114 0.00146255 62750.8 1
: 790 | 7.2821 4.80372 0.0141918 0.00145188 62794.6 2
: 791 | 7.36681 4.7522 0.0143735 0.00152688 62273 3
: 792 | 7.09731 3.85138 0.0126669 0.00100923 68624.1 4
: 793 | 6.88386 4.02211 0.0111388 0.00124365 80847.6 5
: 794 | 6.96836 3.79645 0.0108758 0.00105672 81474.2 6
: 795 | 6.86431 3.78592 0.0119602 0.00112188 73812.2 7
: 796 Minimum Test error found - save the configuration
: 796 | 6.6764 3.38077 0.0123915 0.00118079 71360.2 0
: 797 | 6.72595 3.67905 0.0137777 0.00164952 65962.1 1
: 798 Minimum Test error found - save the configuration
: 798 | 6.59763 3.00255 0.0147566 0.00145827 60157.8 0
: 799 | 6.48339 3.16332 0.0112757 0.00108226 78482 1
: 800 | 6.41383 3.26725 0.0109295 0.00106394 81090.3 2
: 801 | 6.28786 3.78177 0.0121157 0.00104809 72283.2 3
: 802 Minimum Test error found - save the configuration
: 802 | 6.22976 2.81238 0.010646 0.00109636 83772.7 0
: 803 | 6.20369 2.93407 0.0105949 0.00101492 83507.1 1
: 804 | 6.04964 3.16042 0.0105596 0.0010152 83818.8 2
: 805 | 6.00709 3.20501 0.0111579 0.00104797 79130.3 3
: 806 Minimum Test error found - save the configuration
: 806 | 5.96661 2.80713 0.0107594 0.00111247 82927.5 0
: 807 | 6.00594 2.86414 0.0110431 0.00101936 79810.7 1
: 808 | 6.20643 3.23838 0.0105696 0.00107679 84274.3 2
: 809 | 5.88739 2.87726 0.0104869 0.00100216 84345.8 3
: 810 | 5.67581 3.43206 0.0105375 0.00101779 84036 4
: 811 | 5.56473 2.89871 0.0106149 0.00105574 83689 5
: 812 | 5.50217 3.064 0.0105977 0.0010249 83570.2 6
: 813 | 5.45385 3.54319 0.0123954 0.00100785 70252.3 7
: 814 Minimum Test error found - save the configuration
: 814 | 5.41845 2.63488 0.010479 0.00105569 84895.9 0
: 815 Minimum Test error found - save the configuration
: 815 | 5.33669 2.53951 0.012936 0.00117796 68038.3 0
: 816 | 5.24178 3.19784 0.0109836 0.00105129 80544.8 1
: 817 | 5.35564 2.82096 0.0104697 0.000996209 84446.2 2
: 818 | 5.23539 2.77808 0.0103343 0.000999978 85704.9 3
: 819 | 5.04103 2.82125 0.0104435 0.001004 84749.9 4
: 820 | 4.9847 2.74111 0.0105678 0.00099763 83593.3 5
: 821 | 4.91709 2.95803 0.0107917 0.0010028 81725.4 6
: 822 | 4.92563 2.74663 0.0149301 0.00158376 59941.5 7
: 823 | 4.86676 2.57193 0.0117469 0.00104359 74743.3 8
: 824 | 4.74912 2.75626 0.0108686 0.00105517 81521 9
: 825 | 4.83567 2.70793 0.0104381 0.00103415 85070.3 10
: 826 | 4.68498 3.59055 0.0113389 0.00107947 77977.2 11
: 827 Minimum Test error found - save the configuration
: 827 | 4.7452 2.22674 0.0107049 0.00110918 83370.6 0
: 828 | 4.59289 2.79733 0.0105531 0.00101131 83841.4 1
: 829 | 4.701 2.90562 0.010526 0.00100865 84056.7 2
: 830 | 4.515 2.73991 0.0106977 0.00105577 82970.7 3
: 831 | 4.67797 3.14697 0.0104971 0.00100311 84264 4
: 832 | 4.51669 2.44378 0.0103925 0.0010128 85291 5
: 833 | 4.29963 2.36705 0.0145428 0.00134829 60631.2 6
: 834 | 4.40598 2.35999 0.014083 0.00154876 63825.2 7
: 835 | 4.3272 3.50995 0.0155568 0.00133305 56244 8
: 836 | 4.516 2.79341 0.0130106 0.00136156 68675 9
: 837 | 4.58664 3.85907 0.0119224 0.00102592 73418.5 10
: 838 | 4.31066 3.55904 0.0105382 0.00103762 84205.2 11
: 839 | 4.08806 2.4582 0.0107424 0.00101387 82232 12
: 840 | 4.01155 2.70743 0.0104162 0.000995789 84922.3 13
: 841 | 4.05754 2.45628 0.0104146 0.00102161 85169.5 14
: 842 | 3.84772 2.97132 0.0106359 0.0010118 83125 15
: 843 | 3.81959 3.14372 0.0105009 0.000994428 84153.3 16
: 844 | 3.86294 2.53006 0.0103686 0.00101609 85538.3 17
: 845 | 3.92114 3.88726 0.0109244 0.00103604 80902.8 18
: 846 | 3.93595 3.20152 0.0109647 0.00109757 81077.6 19
: 847 | 3.81776 2.90454 0.0109078 0.0010954 81529.8 20
: 848 | 3.60951 3.72991 0.0106043 0.00106483 83862.1 21
:
: Elapsed time for training with 1000 events: 10.3 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: 0.0113 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: 0.903 sec
: Dataset[datasetreg] : Create results for training
: Dataset[datasetreg] : Evaluation of BDTG on training sample
: Dataset[datasetreg] : Elapsed time for evaluation of 1000 events: 0.226 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= 3.36005e+06
TH1.Print Name = TrainingHistory_DNN_CPU_valError, Entries= 0, Total sum= 3.13148e+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: 0.0441 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: 0.04 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: 0.00178 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: 0.103 sec
: Create variable histograms
: Create regression target histograms
: Create regression average deviation
: Results created
Factory : Test method: BDTG for Regression performance
:
: Dataset[datasetreg] : Create results for testing
: Dataset[datasetreg] : Evaluation of BDTG on testing sample
: Dataset[datasetreg] : Elapsed time for evaluation of 9000 events: 0.984 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: 0.025 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00267 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: 0.0401 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.00472 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: 0.00196 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.000352 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: 0.103 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.0138 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: 0.998 sec
: TestRegression (training)
: Calculate regression for all events
: Elapsed time for evaluation of 1000 events: 0.111 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 : -1.09 -0.185 6.37 1.55 | 3.218 3.222
: 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 : -0.287 -0.127 1.98 1.10 | 3.360 3.345
: 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.