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TrainigOut.txt
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=== TMVAClassification: use method(s)...
=== - <Keras>
DataSetInfo : [dataset] : Added class "Signal"
: Add Tree ljmet of type Signal with 295452 events
/isilon/hadoop/store/user/mhadley/TTTT/LJMet94X_1lepTT_022719_step2_saraBDay/nominal/TTToSemiLeptonic_TuneCP5_PSweights_13TeV-powheg-pythia8_Mtt0to700_hadd.root
DataSetInfo : [dataset] : Added class "Background"
: Add Tree ljmet of type Background with 12337544 events
/isilon/hadoop/store/user/mhadley/TTTT/LJMet94X_1lepTT_022719_step2_saraBDay/nominal/TTToSemiLeptonic_TuneCP5_PSweights_13TeV-powheg-pythia8_Mtt1000toInf_hadd.root
: Add Tree ljmet of type Background with 513505 events
/isilon/hadoop/store/user/mhadley/TTTT/LJMet94X_1lepTT_022719_step2_saraBDay/nominal/TTToSemiLeptonic_TuneCP5_PSweights_13TeV-powheg-pythia8_Mtt700to1000_hadd.root
: Add Tree ljmet of type Background with 1897869 events
_________________________________________________________________
Layer (type) Output Shape Param #
=================================================================
dense_1 (Dense) (None, 100) 600
_________________________________________________________________
dense_2 (Dense) (None, 100) 10100
_________________________________________________________________
dense_3 (Dense) (None, 100) 10100
_________________________________________________________________
dense_4 (Dense) (None, 100) 10100
_________________________________________________________________
dense_5 (Dense) (None, 2) 202
=================================================================
Total params: 31,102
Trainable params: 31,102
Non-trainable params: 0
_________________________________________________________________
Factory : Booking method: [1mPyKeras[0m
:
PyKeras : [dataset] : Create Transformation "G" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'aveBBdr' <---> Output : variable 'aveBBdr'
: Input : variable 'AK4HT' <---> Output : variable 'AK4HT'
: Input : variable 'centrality' <---> Output : variable 'centrality'
: Input : variable 'aveCSVpt' <---> Output : variable 'aveCSVpt'
: Input : variable 'FW_momentum_2' <---> Output : variable 'FW_momentum_2'
: Load model from file: model.h5
Factory : [1mTrain all methods[0m
DataSetFactory : [dataset] : Number of events in input trees
: Dataset[dataset] : Signal requirement: "(NJets_JetSubCalc >= 5 && NJetsCSV_JetSubCalc >= 2) && ((leptonPt_singleLepCalc > 35 && isElectron) || (leptonPt_singleLepCalc > 30 && isMuon)) && ( isTraining == 1 || isTraining == 2 )"
: Dataset[dataset] : Signal -- number of events passed: 149154 / sum of weights: 55877
: Dataset[dataset] : Signal -- efficiency : 0.502418
: Dataset[dataset] : Background requirement: "(NJets_JetSubCalc >= 5 && NJetsCSV_JetSubCalc >= 2) && ((leptonPt_singleLepCalc > 35 && isElectron) || (leptonPt_singleLepCalc > 30 && isMuon))"
: Dataset[dataset] : Background -- number of events passed: 2991298 / sum of weights: 2.84296e+06
: Dataset[dataset] : Background -- efficiency : 0.206996
: Dataset[dataset] : you have opted for interpreting the requested number of training/testing events
: to be the number of events AFTER your preselection cuts
:
: Dataset[dataset] : you have opted for interpreting the requested number of training/testing events
: to be the number of events AFTER your preselection cuts
:
: Number of training and testing events
: ---------------------------------------------------------------------------
: Signal -- training events : 74577
: Signal -- testing events : 74577
: Signal -- training and testing events: 149154
: Dataset[dataset] : Signal -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.504833
: Background -- training events : 1495649
: Background -- testing events : 1495649
: Background -- training and testing events: 2991298
: Dataset[dataset] : Background -- due to the preselection a scaling factor has been applied to the numbers of requested events: 0.202815
:
DataSetInfo : Correlation matrix (Signal):
: ----------------------------------------------------------------
: aveBBdr AK4HT centrality aveCSVpt FW_momentum_2
: aveBBdr: +1.000 -0.089 -0.357 -0.022 +0.141
: AK4HT: -0.089 +1.000 +0.146 +0.125 +0.082
: centrality: -0.357 +0.146 +1.000 +0.021 -0.196
: aveCSVpt: -0.022 +0.125 +0.021 +1.000 +0.052
: FW_momentum_2: +0.141 +0.082 -0.196 +0.052 +1.000
: ----------------------------------------------------------------
DataSetInfo : Correlation matrix (Background):
: ----------------------------------------------------------------
: aveBBdr AK4HT centrality aveCSVpt FW_momentum_2
: aveBBdr: +1.000 -0.102 -0.269 -0.013 +0.102
: AK4HT: -0.102 +1.000 +0.057 +0.104 +0.167
: centrality: -0.269 +0.057 +1.000 -0.004 -0.278
: aveCSVpt: -0.013 +0.104 -0.004 +1.000 +0.037
: FW_momentum_2: +0.102 +0.167 -0.278 +0.037 +1.000
: ----------------------------------------------------------------
DataSetFactory : [dataset] :
:
Factory : [dataset] : Create Transformation "I" with events from all classes.
:
: Transformation, Variable selection :
: Input : variable 'aveBBdr' <---> Output : variable 'aveBBdr'
: Input : variable 'AK4HT' <---> Output : variable 'AK4HT'
: Input : variable 'centrality' <---> Output : variable 'centrality'
: Input : variable 'aveCSVpt' <---> Output : variable 'aveCSVpt'
: Input : variable 'FW_momentum_2' <---> Output : variable 'FW_momentum_2'
TFHandler_Factory : Variable Mean RMS [ Min Max ]
: ------------------------------------------------------------------------------------
: aveBBdr: 2.2207 0.43580 [ 0.15521 5.4739 ]
: AK4HT: 488.97 243.06 [ 159.85 4583.4 ]
: centrality: 0.60063 0.15086 [ 0.19924 0.99197 ]
: aveCSVpt: 0.037422 0.17486 [ -1.9976 0.99508 ]
: FW_momentum_2: 0.27924 0.15229 [ 0.00047714 0.96674 ]
: ------------------------------------------------------------------------------------
: Ranking input variables (method unspecific)...
IdTransformation : Ranking result (top variable is best ranked)
: ---------------------------------------------
: Rank : Variable : Separation
: ---------------------------------------------
: 1 : H_{T} : 4.077e-01
: 2 : p_{T} weighted CSVv2 : 5.236e-02
: 3 : ave[#DeltaR(b,b)] : 2.322e-02
: 4 : 2^{nd} FW moment : 1.865e-02
: 5 : Centrality : 1.505e-02
: ---------------------------------------------
Factory : Train method: PyKeras for Classification
:
:
: [1m================================================================[0m
: [1mH e l p f o r M V A m e t h o d [ PyKeras ] :[0m
:
: Keras is a high-level API for the Theano and Tensorflow packages.
: This method wraps the training and predictions steps of the Keras
: Python package for TMVA, so that dataloading, preprocessing and
: evaluation can be done within the TMVA system. To use this Keras
: interface, you have to generate a model with Keras first. Then,
: this model can be loaded and trained in TMVA.
:
:
: <Suppress this message by specifying "!H" in the booking option>
: [1m================================================================[0m
:
: Preparing the Gaussian transformation...
TFHandler_PyKeras : Variable Mean RMS [ Min Max ]
: ------------------------------------------------------------------------------------
: aveBBdr: 0.0025303 0.99553 [ -3.2918 5.7307 ]
: AK4HT: 0.0025112 0.99531 [ -3.2912 5.7307 ]
: centrality: 0.0026772 0.99597 [ -3.2908 5.7307 ]
: aveCSVpt: 0.0024401 0.99549 [ -3.2919 5.7307 ]
: FW_momentum_2: 0.0025244 0.99577 [ -3.2895 5.7307 ]
: ------------------------------------------------------------------------------------
TFHandler_PyKeras : Variable Mean RMS [ Min Max ]
: ------------------------------------------------------------------------------------
: aveBBdr: 0.0025303 0.99553 [ -3.2918 5.7307 ]
: AK4HT: 0.0025112 0.99531 [ -3.2912 5.7307 ]
: centrality: 0.0026772 0.99597 [ -3.2908 5.7307 ]
: aveCSVpt: 0.0024401 0.99549 [ -3.2919 5.7307 ]
: FW_momentum_2: 0.0025244 0.99577 [ -3.2895 5.7307 ]
: ------------------------------------------------------------------------------------
: Split TMVA training data in 1256181 training events and 314045 validation events
: Option SaveBestOnly: Only model weights with smallest validation loss will be stored
Train on 1256181 samples, validate on 314045 samples
Epoch 1/10
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ETA: 0s - loss: 0.1447 - acc: 0.95351184256/1256181 [===========================>..] - ETA: 0s - loss: 0.1445 - acc: 0.95361192480/1256181 [===========================>..] - ETA: 0s - loss: 0.1444 - acc: 0.95361200704/1256181 [===========================>..] - ETA: 0s - loss: 0.1444 - acc: 0.95361208928/1256181 [===========================>..] - ETA: 0s - loss: 0.1444 - acc: 0.95361217152/1256181 [============================>.] - ETA: 0s - loss: 0.1444 - acc: 0.95371225376/1256181 [============================>.] - ETA: 0s - loss: 0.1443 - acc: 0.95371233600/1256181 [============================>.] - ETA: 0s - loss: 0.1441 - acc: 0.95371241824/1256181 [============================>.] - ETA: 0s - loss: 0.1440 - acc: 0.95371250048/1256181 [============================>.] - ETA: 0s - loss: 0.1440 - acc: 0.9537Epoch 00000: val_loss improved from inf to 0.13289, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1440 - acc: 0.9537 - val_loss: 0.1329 - val_acc: 0.9556
Epoch 2/10
1028/1256181 [..............................] - ETA: 61s - loss: 0.1475 - acc: 0.9630 9252/1256181 [..............................] - ETA: 14s - loss: 0.1411 - acc: 0.9542 17476/1256181 [..............................] - ETA: 11s - loss: 0.1383 - acc: 0.9555 25700/1256181 [..............................] - ETA: 10s - loss: 0.1320 - acc: 0.9559 33924/1256181 [..............................] - ETA: 9s - loss: 0.1282 - acc: 0.9566 42148/1256181 [>.............................] - ETA: 9s - loss: 0.1332 - acc: 0.9560 50372/1256181 [>.............................] - ETA: 9s - loss: 0.1303 - acc: 0.9561 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1312 - acc: 0.9561 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1315 - acc: 0.9560 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1317 - acc: 0.9557 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1289 - acc: 0.9555 91492/1256181 [=>............................] - ETA: 8s - loss: 0.1313 - acc: 0.9555 99716/1256181 [=>............................] - ETA: 8s - loss: 0.1299 - acc: 0.9558 107940/1256181 [=>............................] - ETA: 8s - loss: 0.1312 - acc: 0.9558 116164/1256181 [=>............................] - ETA: 7s - loss: 0.1322 - acc: 0.9558 124388/1256181 [=>............................] - ETA: 7s - loss: 0.1321 - acc: 0.9559 132612/1256181 [==>...........................] - ETA: 7s - loss: 0.1318 - acc: 0.9559 140836/1256181 [==>...........................] - ETA: 7s - loss: 0.1324 - acc: 0.9556 149060/1256181 [==>...........................] - ETA: 7s - loss: 0.1318 - acc: 0.9556 157284/1256181 [==>...........................] - ETA: 7s - loss: 0.1333 - acc: 0.9555 165508/1256181 [==>...........................] - ETA: 7s - loss: 0.1345 - acc: 0.9555 173732/1256181 [===>..........................] - ETA: 7s - loss: 0.1345 - acc: 0.9554 181956/1256181 [===>..........................] - ETA: 7s - loss: 0.1343 - acc: 0.9556 190180/1256181 [===>..........................] - 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ETA: 6s - loss: 0.1352 - acc: 0.9555 297092/1256181 [======>.......................] - ETA: 6s - loss: 0.1354 - acc: 0.9555 305316/1256181 [======>.......................] - ETA: 6s - loss: 0.1354 - acc: 0.9556 313540/1256181 [======>.......................] - ETA: 6s - loss: 0.1353 - acc: 0.9557 321764/1256181 [======>.......................] - ETA: 6s - loss: 0.1350 - acc: 0.9556 329988/1256181 [======>.......................] - ETA: 6s - loss: 0.1353 - acc: 0.9556 338212/1256181 [=======>......................] - ETA: 6s - loss: 0.1355 - acc: 0.9555 346436/1256181 [=======>......................] - ETA: 6s - loss: 0.1348 - acc: 0.9556 354660/1256181 [=======>......................] - ETA: 5s - loss: 0.1341 - acc: 0.9557 362884/1256181 [=======>......................] - ETA: 5s - loss: 0.1345 - acc: 0.9556 371108/1256181 [=======>......................] - ETA: 5s - loss: 0.1347 - acc: 0.9556 379332/1256181 [========>.....................] - ETA: 5s - loss: 0.1351 - acc: 0.9555 387556/1256181 [========>.....................] - 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ETA: 1s - loss: 0.1351 - acc: 0.95541086596/1256181 [========================>.....] - ETA: 1s - loss: 0.1349 - acc: 0.95541094820/1256181 [=========================>....] - ETA: 1s - loss: 0.1349 - acc: 0.95541103044/1256181 [=========================>....] - ETA: 1s - loss: 0.1348 - acc: 0.95541111268/1256181 [=========================>....] - ETA: 0s - loss: 0.1346 - acc: 0.95541119492/1256181 [=========================>....] - ETA: 0s - loss: 0.1345 - acc: 0.95541127716/1256181 [=========================>....] - ETA: 0s - loss: 0.1345 - acc: 0.95541135940/1256181 [==========================>...] - ETA: 0s - loss: 0.1346 - acc: 0.95541144164/1256181 [==========================>...] - ETA: 0s - loss: 0.1344 - acc: 0.95541152388/1256181 [==========================>...] - ETA: 0s - loss: 0.1345 - acc: 0.95541160612/1256181 [==========================>...] - ETA: 0s - loss: 0.1344 - acc: 0.95541168836/1256181 [==========================>...] - ETA: 0s - loss: 0.1346 - acc: 0.95541177060/1256181 [===========================>..] - ETA: 0s - loss: 0.1346 - acc: 0.95541185284/1256181 [===========================>..] - ETA: 0s - loss: 0.1345 - acc: 0.95541193508/1256181 [===========================>..] - ETA: 0s - loss: 0.1345 - acc: 0.95541201732/1256181 [===========================>..] - ETA: 0s - loss: 0.1346 - acc: 0.95541209956/1256181 [===========================>..] - ETA: 0s - loss: 0.1344 - acc: 0.95541218180/1256181 [============================>.] - ETA: 0s - loss: 0.1344 - acc: 0.95541226404/1256181 [============================>.] - ETA: 0s - loss: 0.1345 - acc: 0.95541234628/1256181 [============================>.] - ETA: 0s - loss: 0.1346 - acc: 0.95541242852/1256181 [============================>.] - ETA: 0s - loss: 0.1344 - acc: 0.95541251076/1256181 [============================>.] - ETA: 0s - loss: 0.1344 - acc: 0.9554Epoch 00001: val_loss improved from 0.13289 to 0.13235, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1345 - acc: 0.9554 - val_loss: 0.1324 - val_acc: 0.9552
Epoch 3/10
1028/1256181 [..............................] - ETA: 55s - loss: 0.1768 - acc: 0.9514 9252/1256181 [..............................] - ETA: 13s - loss: 0.1423 - acc: 0.9570 17476/1256181 [..............................] - ETA: 10s - loss: 0.1407 - acc: 0.9564 25700/1256181 [..............................] - ETA: 9s - loss: 0.1359 - acc: 0.9559 33924/1256181 [..............................] - ETA: 9s - loss: 0.1320 - acc: 0.9567 42148/1256181 [>.............................] - ETA: 8s - loss: 0.1336 - acc: 0.9563 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1323 - acc: 0.9559 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1352 - acc: 0.9560 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1361 - acc: 0.9557 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1361 - acc: 0.9557 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1349 - acc: 0.9557 91492/1256181 [=>............................] - ETA: 8s - 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ETA: 1s - loss: 0.1337 - acc: 0.95571082484/1256181 [========================>.....] - ETA: 1s - loss: 0.1337 - acc: 0.95571090708/1256181 [=========================>....] - ETA: 1s - loss: 0.1334 - acc: 0.95571098932/1256181 [=========================>....] - ETA: 1s - loss: 0.1334 - acc: 0.95571107156/1256181 [=========================>....] - ETA: 0s - loss: 0.1334 - acc: 0.95571115380/1256181 [=========================>....] - ETA: 0s - loss: 0.1334 - acc: 0.95571123604/1256181 [=========================>....] - ETA: 0s - loss: 0.1335 - acc: 0.95571131828/1256181 [==========================>...] - ETA: 0s - loss: 0.1335 - acc: 0.95571140052/1256181 [==========================>...] - ETA: 0s - loss: 0.1336 - acc: 0.95571148276/1256181 [==========================>...] - ETA: 0s - loss: 0.1337 - acc: 0.95571156500/1256181 [==========================>...] - ETA: 0s - loss: 0.1337 - acc: 0.95571164724/1256181 [==========================>...] - ETA: 0s - loss: 0.1337 - acc: 0.95571172948/1256181 [===========================>..] - ETA: 0s - loss: 0.1337 - acc: 0.95581181172/1256181 [===========================>..] - ETA: 0s - loss: 0.1338 - acc: 0.95571189396/1256181 [===========================>..] - ETA: 0s - loss: 0.1338 - acc: 0.95571197620/1256181 [===========================>..] - ETA: 0s - loss: 0.1337 - acc: 0.95571205844/1256181 [===========================>..] - ETA: 0s - loss: 0.1339 - acc: 0.95571214068/1256181 [===========================>..] - ETA: 0s - loss: 0.1339 - acc: 0.95571222292/1256181 [============================>.] - ETA: 0s - loss: 0.1339 - acc: 0.95571230516/1256181 [============================>.] - ETA: 0s - loss: 0.1338 - acc: 0.95571238740/1256181 [============================>.] - ETA: 0s - loss: 0.1338 - acc: 0.95571246964/1256181 [============================>.] - ETA: 0s - loss: 0.1338 - acc: 0.95571254160/1256181 [============================>.] - ETA: 0s - loss: 0.1338 - acc: 0.9557Epoch 00002: val_loss improved from 0.13235 to 0.13234, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1338 - acc: 0.9557 - val_loss: 0.1323 - val_acc: 0.9562
Epoch 4/10
1028/1256181 [..............................] - ETA: 53s - loss: 0.0878 - acc: 0.9553 9252/1256181 [..............................] - ETA: 13s - loss: 0.1182 - acc: 0.9595 17476/1256181 [..............................] - ETA: 10s - loss: 0.1132 - acc: 0.9597 25700/1256181 [..............................] - ETA: 9s - loss: 0.1189 - acc: 0.9588 33924/1256181 [..............................] - ETA: 9s - loss: 0.1273 - acc: 0.9572 42148/1256181 [>.............................] - ETA: 9s - loss: 0.1304 - acc: 0.9566 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1301 - acc: 0.9570 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1270 - acc: 0.9571 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1280 - acc: 0.9573 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1310 - acc: 0.9566 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1314 - acc: 0.9563 91492/1256181 [=>............................] - ETA: 8s - 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ETA: 1s - loss: 0.1340 - acc: 0.95581085568/1256181 [========================>.....] - ETA: 1s - loss: 0.1340 - acc: 0.95581093792/1256181 [=========================>....] - ETA: 1s - loss: 0.1339 - acc: 0.95581102016/1256181 [=========================>....] - ETA: 1s - loss: 0.1339 - acc: 0.95581110240/1256181 [=========================>....] - ETA: 0s - loss: 0.1339 - acc: 0.95581118464/1256181 [=========================>....] - ETA: 0s - loss: 0.1338 - acc: 0.95581126688/1256181 [=========================>....] - ETA: 0s - loss: 0.1339 - acc: 0.95581134912/1256181 [==========================>...] - ETA: 0s - loss: 0.1339 - acc: 0.95581143136/1256181 [==========================>...] - ETA: 0s - loss: 0.1338 - acc: 0.95591151360/1256181 [==========================>...] - ETA: 0s - loss: 0.1337 - acc: 0.95591159584/1256181 [==========================>...] - ETA: 0s - loss: 0.1339 - acc: 0.95581167808/1256181 [==========================>...] - ETA: 0s - loss: 0.1338 - acc: 0.95591176032/1256181 [===========================>..] - ETA: 0s - loss: 0.1339 - acc: 0.95581184256/1256181 [===========================>..] - ETA: 0s - loss: 0.1337 - acc: 0.95581192480/1256181 [===========================>..] - ETA: 0s - loss: 0.1338 - acc: 0.95591200704/1256181 [===========================>..] - ETA: 0s - loss: 0.1337 - acc: 0.95591208928/1256181 [===========================>..] - ETA: 0s - loss: 0.1335 - acc: 0.95591217152/1256181 [============================>.] - ETA: 0s - loss: 0.1336 - acc: 0.95581225376/1256181 [============================>.] - ETA: 0s - loss: 0.1335 - acc: 0.95581233600/1256181 [============================>.] - ETA: 0s - loss: 0.1333 - acc: 0.95581241824/1256181 [============================>.] - ETA: 0s - loss: 0.1334 - acc: 0.95581250048/1256181 [============================>.] - ETA: 0s - loss: 0.1335 - acc: 0.9558Epoch 00003: val_loss improved from 0.13234 to 0.13226, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1336 - acc: 0.9558 - val_loss: 0.1323 - val_acc: 0.9558
Epoch 5/10
1028/1256181 [..............................] - ETA: 58s - loss: 0.1302 - acc: 0.9630 9252/1256181 [..............................] - ETA: 13s - loss: 0.1192 - acc: 0.9586 17476/1256181 [..............................] - ETA: 10s - loss: 0.1219 - acc: 0.9565 25700/1256181 [..............................] - ETA: 10s - loss: 0.1322 - acc: 0.9546 33924/1256181 [..............................] - ETA: 9s - loss: 0.1288 - acc: 0.9558 42148/1256181 [>.............................] - ETA: 9s - loss: 0.1301 - acc: 0.9556 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1270 - acc: 0.9555 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1293 - acc: 0.9549 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1261 - acc: 0.9553 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1286 - acc: 0.9555 82240/1256181 [>.............................] - ETA: 8s - loss: 0.1301 - acc: 0.9554 90464/1256181 [=>............................] - ETA: 8s - 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ETA: 0s - loss: 0.1335 - acc: 0.95581183228/1256181 [===========================>..] - ETA: 0s - loss: 0.1336 - acc: 0.95581191452/1256181 [===========================>..] - ETA: 0s - loss: 0.1336 - acc: 0.95581199676/1256181 [===========================>..] - ETA: 0s - loss: 0.1336 - acc: 0.95581207900/1256181 [===========================>..] - ETA: 0s - loss: 0.1336 - acc: 0.95581216124/1256181 [============================>.] - ETA: 0s - loss: 0.1335 - acc: 0.95581224348/1256181 [============================>.] - ETA: 0s - loss: 0.1334 - acc: 0.95581232572/1256181 [============================>.] - ETA: 0s - loss: 0.1334 - acc: 0.95581240796/1256181 [============================>.] - ETA: 0s - loss: 0.1333 - acc: 0.95581249020/1256181 [============================>.] - ETA: 0s - loss: 0.1332 - acc: 0.9558Epoch 00004: val_loss improved from 0.13226 to 0.13211, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1332 - acc: 0.9558 - val_loss: 0.1321 - val_acc: 0.9559
Epoch 6/10
1028/1256181 [..............................] - ETA: 54s - loss: 0.1130 - acc: 0.9543 9252/1256181 [..............................] - ETA: 13s - loss: 0.1401 - acc: 0.9535 17476/1256181 [..............................] - ETA: 10s - loss: 0.1404 - acc: 0.9555 25700/1256181 [..............................] - ETA: 9s - loss: 0.1278 - acc: 0.9557 33924/1256181 [..............................] - ETA: 9s - loss: 0.1266 - acc: 0.9558 42148/1256181 [>.............................] - ETA: 8s - loss: 0.1320 - acc: 0.9555 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1330 - acc: 0.9555 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1330 - acc: 0.9553 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1331 - acc: 0.9550 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1335 - acc: 0.9551 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1333 - acc: 0.9552 91492/1256181 [=>............................] - ETA: 8s - 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ETA: 1s - loss: 0.1327 - acc: 0.95581085568/1256181 [========================>.....] - ETA: 1s - loss: 0.1325 - acc: 0.95581093792/1256181 [=========================>....] - ETA: 1s - loss: 0.1328 - acc: 0.95581102016/1256181 [=========================>....] - ETA: 1s - loss: 0.1328 - acc: 0.95581110240/1256181 [=========================>....] - ETA: 0s - loss: 0.1329 - acc: 0.95581118464/1256181 [=========================>....] - ETA: 0s - loss: 0.1328 - acc: 0.95581126688/1256181 [=========================>....] - ETA: 0s - loss: 0.1326 - acc: 0.95581134912/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95581143136/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95581151360/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95591159584/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95591167808/1256181 [==========================>...] - ETA: 0s - loss: 0.1325 - acc: 0.95581176032/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95581184256/1256181 [===========================>..] - ETA: 0s - loss: 0.1328 - acc: 0.95581192480/1256181 [===========================>..] - ETA: 0s - loss: 0.1329 - acc: 0.95581200704/1256181 [===========================>..] - ETA: 0s - loss: 0.1328 - acc: 0.95591208928/1256181 [===========================>..] - ETA: 0s - loss: 0.1329 - acc: 0.95581217152/1256181 [============================>.] - ETA: 0s - loss: 0.1329 - acc: 0.95591225376/1256181 [============================>.] - ETA: 0s - loss: 0.1329 - acc: 0.95581233600/1256181 [============================>.] - ETA: 0s - loss: 0.1330 - acc: 0.95581241824/1256181 [============================>.] - ETA: 0s - loss: 0.1330 - acc: 0.95581250048/1256181 [============================>.] - ETA: 0s - loss: 0.1330 - acc: 0.9558Epoch 00005: val_loss improved from 0.13211 to 0.13201, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1330 - acc: 0.9558 - val_loss: 0.1320 - val_acc: 0.9556
Epoch 7/10
1028/1256181 [..............................] - ETA: 54s - loss: 0.1285 - acc: 0.9533 9252/1256181 [..............................] - ETA: 13s - loss: 0.1356 - acc: 0.9574 17476/1256181 [..............................] - ETA: 10s - loss: 0.1350 - acc: 0.9573 25700/1256181 [..............................] - ETA: 9s - loss: 0.1347 - acc: 0.9580 33924/1256181 [..............................] - ETA: 9s - loss: 0.1367 - acc: 0.9579 42148/1256181 [>.............................] - ETA: 9s - loss: 0.1313 - acc: 0.9576 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1333 - acc: 0.9576 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1288 - acc: 0.9574 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1284 - acc: 0.9571 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1304 - acc: 0.9564 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1316 - acc: 0.9562 91492/1256181 [=>............................] - ETA: 8s - 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ETA: 0s - loss: 0.1327 - acc: 0.95601185284/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95601193508/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95601201732/1256181 [===========================>..] - ETA: 0s - loss: 0.1326 - acc: 0.95601209956/1256181 [===========================>..] - ETA: 0s - loss: 0.1324 - acc: 0.95601218180/1256181 [============================>.] - ETA: 0s - loss: 0.1325 - acc: 0.95601226404/1256181 [============================>.] - ETA: 0s - loss: 0.1327 - acc: 0.95601234628/1256181 [============================>.] - ETA: 0s - loss: 0.1327 - acc: 0.95601242852/1256181 [============================>.] - ETA: 0s - loss: 0.1328 - acc: 0.95601251076/1256181 [============================>.] - ETA: 0s - loss: 0.1328 - acc: 0.9560Epoch 00006: val_loss did not improve
1256181/1256181 [==============================] - 9s - loss: 0.1329 - acc: 0.9560 - val_loss: 0.1332 - val_acc: 0.9551
Epoch 8/10
1028/1256181 [..............................] - ETA: 57s - loss: 0.1105 - acc: 0.9465 9252/1256181 [..............................] - ETA: 13s - loss: 0.1332 - acc: 0.9515 17476/1256181 [..............................] - ETA: 10s - loss: 0.1223 - acc: 0.9538 25700/1256181 [..............................] - ETA: 9s - loss: 0.1204 - acc: 0.9547 33924/1256181 [..............................] - ETA: 9s - loss: 0.1289 - acc: 0.9549 42148/1256181 [>.............................] - ETA: 8s - loss: 0.1339 - acc: 0.9547 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1346 - acc: 0.9550 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1349 - acc: 0.9550 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1338 - acc: 0.9552 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1336 - acc: 0.9552 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1324 - acc: 0.9550 91492/1256181 [=>............................] - ETA: 7s - 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ETA: 1s - loss: 0.1327 - acc: 0.95581082484/1256181 [========================>.....] - ETA: 1s - loss: 0.1326 - acc: 0.95581090708/1256181 [=========================>....] - ETA: 1s - loss: 0.1325 - acc: 0.95581098932/1256181 [=========================>....] - ETA: 1s - loss: 0.1324 - acc: 0.95581107156/1256181 [=========================>....] - ETA: 0s - loss: 0.1322 - acc: 0.95581115380/1256181 [=========================>....] - ETA: 0s - loss: 0.1323 - acc: 0.95591123604/1256181 [=========================>....] - ETA: 0s - loss: 0.1323 - acc: 0.95591131828/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95581140052/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95581148276/1256181 [==========================>...] - ETA: 0s - loss: 0.1327 - acc: 0.95581156500/1256181 [==========================>...] - ETA: 0s - loss: 0.1325 - acc: 0.95581164724/1256181 [==========================>...] - ETA: 0s - loss: 0.1326 - acc: 0.95581172948/1256181 [===========================>..] - ETA: 0s - loss: 0.1326 - acc: 0.95581181172/1256181 [===========================>..] - ETA: 0s - loss: 0.1326 - acc: 0.95581189396/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95571197620/1256181 [===========================>..] - ETA: 0s - loss: 0.1326 - acc: 0.95571205844/1256181 [===========================>..] - ETA: 0s - loss: 0.1325 - acc: 0.95581214068/1256181 [===========================>..] - ETA: 0s - loss: 0.1326 - acc: 0.95571222292/1256181 [============================>.] - ETA: 0s - loss: 0.1326 - acc: 0.95581230516/1256181 [============================>.] - ETA: 0s - loss: 0.1327 - acc: 0.95571238740/1256181 [============================>.] - ETA: 0s - loss: 0.1325 - acc: 0.95581246964/1256181 [============================>.] - ETA: 0s - loss: 0.1326 - acc: 0.95581255188/1256181 [============================>.] - ETA: 0s - loss: 0.1327 - acc: 0.9558Epoch 00007: val_loss improved from 0.13201 to 0.13175, saving model to dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
1256181/1256181 [==============================] - 9s - loss: 0.1327 - acc: 0.9558 - val_loss: 0.1317 - val_acc: 0.9563
Epoch 9/10
1028/1256181 [..............................] - ETA: 56s - loss: 0.1457 - acc: 0.9494 9252/1256181 [..............................] - ETA: 13s - loss: 0.1505 - acc: 0.9531 17476/1256181 [..............................] - ETA: 10s - loss: 0.1505 - acc: 0.9527 25700/1256181 [..............................] - ETA: 9s - loss: 0.1473 - acc: 0.9544 33924/1256181 [..............................] - ETA: 9s - loss: 0.1449 - acc: 0.9555 42148/1256181 [>.............................] - ETA: 9s - loss: 0.1428 - acc: 0.9559 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1399 - acc: 0.9562 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1441 - acc: 0.9554 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1436 - acc: 0.9553 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1412 - acc: 0.9560 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1394 - acc: 0.9560 91492/1256181 [=>............................] - ETA: 8s - loss: 0.1376 - acc: 0.9562 99716/1256181 [=>............................] - ETA: 7s - loss: 0.1373 - acc: 0.9566 107940/1256181 [=>............................] - ETA: 7s - loss: 0.1363 - acc: 0.9568 116164/1256181 [=>............................] - ETA: 7s - loss: 0.1367 - acc: 0.9568 124388/1256181 [=>............................] - ETA: 7s - loss: 0.1375 - acc: 0.9567 132612/1256181 [==>...........................] - ETA: 7s - loss: 0.1366 - acc: 0.9567 140836/1256181 [==>...........................] - ETA: 7s - loss: 0.1354 - acc: 0.9567 149060/1256181 [==>...........................] - ETA: 7s - loss: 0.1352 - acc: 0.9565 157284/1256181 [==>...........................] - ETA: 7s - loss: 0.1337 - acc: 0.9565 165508/1256181 [==>...........................] - ETA: 7s - loss: 0.1342 - acc: 0.9565 173732/1256181 [===>..........................] - ETA: 7s - loss: 0.1340 - acc: 0.9565 181956/1256181 [===>..........................] - ETA: 7s - loss: 0.1350 - acc: 0.9565 190180/1256181 [===>..........................] - ETA: 7s - loss: 0.1349 - acc: 0.9567 198404/1256181 [===>..........................] - ETA: 7s - loss: 0.1348 - acc: 0.9566 206628/1256181 [===>..........................] - ETA: 7s - loss: 0.1347 - acc: 0.9565 214852/1256181 [====>.........................] - ETA: 6s - loss: 0.1338 - acc: 0.9567 223076/1256181 [====>.........................] - ETA: 6s - loss: 0.1335 - acc: 0.9566 231300/1256181 [====>.........................] - ETA: 6s - loss: 0.1335 - acc: 0.9565 239524/1256181 [====>.........................] - ETA: 6s - loss: 0.1336 - acc: 0.9565 247748/1256181 [====>.........................] - ETA: 6s - loss: 0.1335 - acc: 0.9565 255972/1256181 [=====>........................] - ETA: 6s - loss: 0.1332 - acc: 0.9564 264196/1256181 [=====>........................] - ETA: 6s - loss: 0.1332 - acc: 0.9564 272420/1256181 [=====>........................] - ETA: 6s - loss: 0.1333 - acc: 0.9565 280644/1256181 [=====>........................] - ETA: 6s - loss: 0.1334 - acc: 0.9565 288868/1256181 [=====>........................] - ETA: 6s - loss: 0.1333 - acc: 0.9564 297092/1256181 [======>.......................] - ETA: 6s - loss: 0.1334 - acc: 0.9564 305316/1256181 [======>.......................] - ETA: 6s - loss: 0.1338 - acc: 0.9564 313540/1256181 [======>.......................] - ETA: 6s - loss: 0.1336 - acc: 0.9565 321764/1256181 [======>.......................] - ETA: 6s - loss: 0.1335 - acc: 0.9565 329988/1256181 [======>.......................] - ETA: 6s - loss: 0.1335 - acc: 0.9564 338212/1256181 [=======>......................] - ETA: 6s - loss: 0.1331 - acc: 0.9564 346436/1256181 [=======>......................] - ETA: 6s - loss: 0.1328 - acc: 0.9564 354660/1256181 [=======>......................] - ETA: 5s - loss: 0.1330 - acc: 0.9563 362884/1256181 [=======>......................] - ETA: 5s - loss: 0.1329 - acc: 0.9564 371108/1256181 [=======>......................] - ETA: 5s - loss: 0.1327 - acc: 0.9564 379332/1256181 [========>.....................] - ETA: 5s - loss: 0.1328 - acc: 0.9564 387556/1256181 [========>.....................] - ETA: 5s - loss: 0.1327 - acc: 0.9563 395780/1256181 [========>.....................] - ETA: 5s - loss: 0.1323 - acc: 0.9563 404004/1256181 [========>.....................] - ETA: 5s - loss: 0.1322 - acc: 0.9563 412228/1256181 [========>.....................] - ETA: 5s - loss: 0.1317 - acc: 0.9563 420452/1256181 [=========>....................] - ETA: 5s - loss: 0.1315 - acc: 0.9563 428676/1256181 [=========>....................] - ETA: 5s - loss: 0.1317 - acc: 0.9564 436900/1256181 [=========>....................] - ETA: 5s - loss: 0.1321 - acc: 0.9563 445124/1256181 [=========>....................] - ETA: 5s - loss: 0.1322 - acc: 0.9563 453348/1256181 [=========>....................] - ETA: 5s - loss: 0.1325 - acc: 0.9564 461572/1256181 [==========>...................] - ETA: 5s - loss: 0.1326 - acc: 0.9563 469796/1256181 [==========>...................] - ETA: 5s - loss: 0.1328 - acc: 0.9564 478020/1256181 [==========>...................] - ETA: 5s - loss: 0.1326 - acc: 0.9564 486244/1256181 [==========>...................] - ETA: 5s - loss: 0.1324 - acc: 0.9564 494468/1256181 [==========>...................] - ETA: 5s - loss: 0.1321 - acc: 0.9564 502692/1256181 [===========>..................] - ETA: 4s - loss: 0.1319 - acc: 0.9564 510916/1256181 [===========>..................] - ETA: 4s - loss: 0.1321 - acc: 0.9564 519140/1256181 [===========>..................] - ETA: 4s - loss: 0.1321 - acc: 0.9564 527364/1256181 [===========>..................] - ETA: 4s - loss: 0.1320 - acc: 0.9564 535588/1256181 [===========>..................] - ETA: 4s - loss: 0.1320 - acc: 0.9564 543812/1256181 [===========>..................] - ETA: 4s - loss: 0.1316 - acc: 0.9565 552036/1256181 [============>.................] - ETA: 4s - loss: 0.1318 - acc: 0.9565 560260/1256181 [============>.................] - ETA: 4s - loss: 0.1316 - acc: 0.9565 568484/1256181 [============>.................] - ETA: 4s - loss: 0.1312 - acc: 0.9565 576708/1256181 [============>.................] - ETA: 4s - loss: 0.1310 - acc: 0.9565 584932/1256181 [============>.................] - ETA: 4s - loss: 0.1311 - acc: 0.9564 593156/1256181 [=============>................] - ETA: 4s - loss: 0.1314 - acc: 0.9564 601380/1256181 [=============>................] - ETA: 4s - loss: 0.1314 - acc: 0.9564 609604/1256181 [=============>................] - ETA: 4s - loss: 0.1314 - acc: 0.9564 617828/1256181 [=============>................] - ETA: 4s - loss: 0.1314 - acc: 0.9564 626052/1256181 [=============>................] - ETA: 4s - loss: 0.1315 - acc: 0.9564 634276/1256181 [==============>...............] - ETA: 4s - loss: 0.1317 - acc: 0.9564 642500/1256181 [==============>...............] - ETA: 4s - loss: 0.1318 - acc: 0.9564 650724/1256181 [==============>...............] - ETA: 3s - loss: 0.1318 - acc: 0.9564 658948/1256181 [==============>...............] - ETA: 3s - loss: 0.1318 - acc: 0.9565 667172/1256181 [==============>...............] - ETA: 3s - loss: 0.1319 - acc: 0.9565 675396/1256181 [===============>..............] - ETA: 3s - loss: 0.1320 - acc: 0.9564 683620/1256181 [===============>..............] - ETA: 3s - loss: 0.1321 - acc: 0.9564 691844/1256181 [===============>..............] - ETA: 3s - loss: 0.1322 - acc: 0.9564 700068/1256181 [===============>..............] - ETA: 3s - loss: 0.1324 - acc: 0.9564 708292/1256181 [===============>..............] - ETA: 3s - loss: 0.1324 - acc: 0.9565 716516/1256181 [================>.............] - ETA: 3s - loss: 0.1324 - acc: 0.9565 724740/1256181 [================>.............] - ETA: 3s - loss: 0.1323 - acc: 0.9564 732964/1256181 [================>.............] - ETA: 3s - loss: 0.1324 - acc: 0.9565 741188/1256181 [================>.............] - ETA: 3s - loss: 0.1327 - acc: 0.9565 749412/1256181 [================>.............] - ETA: 3s - loss: 0.1331 - acc: 0.9564 757636/1256181 [=================>............] - ETA: 3s - loss: 0.1331 - acc: 0.9564 765860/1256181 [=================>............] - ETA: 3s - loss: 0.1331 - acc: 0.9565 774084/1256181 [=================>............] - ETA: 3s - loss: 0.1329 - acc: 0.9564 782308/1256181 [=================>............] - 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ETA: 1s - loss: 0.1335 - acc: 0.95601086596/1256181 [========================>.....] - ETA: 1s - loss: 0.1334 - acc: 0.95601094820/1256181 [=========================>....] - ETA: 1s - loss: 0.1336 - acc: 0.95601103044/1256181 [=========================>....] - ETA: 0s - loss: 0.1335 - acc: 0.95601111268/1256181 [=========================>....] - ETA: 0s - loss: 0.1335 - acc: 0.95601119492/1256181 [=========================>....] - ETA: 0s - loss: 0.1334 - acc: 0.95611127716/1256181 [=========================>....] - ETA: 0s - loss: 0.1334 - acc: 0.95601135940/1256181 [==========================>...] - ETA: 0s - loss: 0.1333 - acc: 0.95611144164/1256181 [==========================>...] - ETA: 0s - loss: 0.1333 - acc: 0.95611152388/1256181 [==========================>...] - ETA: 0s - loss: 0.1332 - acc: 0.95611160612/1256181 [==========================>...] - ETA: 0s - loss: 0.1332 - acc: 0.95611168836/1256181 [==========================>...] - ETA: 0s - loss: 0.1331 - acc: 0.95601177060/1256181 [===========================>..] - ETA: 0s - loss: 0.1330 - acc: 0.95601185284/1256181 [===========================>..] - ETA: 0s - loss: 0.1329 - acc: 0.95601193508/1256181 [===========================>..] - ETA: 0s - loss: 0.1328 - acc: 0.95601201732/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95601209956/1256181 [===========================>..] - ETA: 0s - loss: 0.1327 - acc: 0.95601218180/1256181 [============================>.] - ETA: 0s - loss: 0.1327 - acc: 0.95601226404/1256181 [============================>.] - ETA: 0s - loss: 0.1326 - acc: 0.95591234628/1256181 [============================>.] - ETA: 0s - loss: 0.1325 - acc: 0.95601242852/1256181 [============================>.] - ETA: 0s - loss: 0.1325 - acc: 0.95591251076/1256181 [============================>.] - ETA: 0s - loss: 0.1325 - acc: 0.9559Epoch 00008: val_loss did not improve
1256181/1256181 [==============================] - 9s - loss: 0.1326 - acc: 0.9559 - val_loss: 0.1318 - val_acc: 0.9554
Epoch 10/10
1028/1256181 [..............................] - ETA: 54s - loss: 0.0948 - acc: 0.9533 9252/1256181 [..............................] - ETA: 13s - loss: 0.1331 - acc: 0.9582 17476/1256181 [..............................] - ETA: 10s - loss: 0.1308 - acc: 0.9581 25700/1256181 [..............................] - ETA: 9s - loss: 0.1312 - acc: 0.9580 33924/1256181 [..............................] - ETA: 9s - loss: 0.1296 - acc: 0.9576 42148/1256181 [>.............................] - ETA: 8s - loss: 0.1305 - acc: 0.9578 50372/1256181 [>.............................] - ETA: 8s - loss: 0.1327 - acc: 0.9569 58596/1256181 [>.............................] - ETA: 8s - loss: 0.1305 - acc: 0.9572 66820/1256181 [>.............................] - ETA: 8s - loss: 0.1335 - acc: 0.9566 75044/1256181 [>.............................] - ETA: 8s - loss: 0.1335 - acc: 0.9564 83268/1256181 [>.............................] - ETA: 8s - loss: 0.1325 - acc: 0.9560 91492/1256181 [=>............................] - ETA: 7s - 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ETA: 0s - loss: 0.1322 - acc: 0.95601183228/1256181 [===========================>..] - ETA: 0s - loss: 0.1321 - acc: 0.95601191452/1256181 [===========================>..] - ETA: 0s - loss: 0.1320 - acc: 0.95601199676/1256181 [===========================>..] - ETA: 0s - loss: 0.1321 - acc: 0.95601207900/1256181 [===========================>..] - ETA: 0s - loss: 0.1321 - acc: 0.95601216124/1256181 [============================>.] - ETA: 0s - loss: 0.1321 - acc: 0.95601224348/1256181 [============================>.] - ETA: 0s - loss: 0.1323 - acc: 0.95601232572/1256181 [============================>.] - ETA: 0s - loss: 0.1324 - acc: 0.95601240796/1256181 [============================>.] - ETA: 0s - loss: 0.1324 - acc: 0.95591249020/1256181 [============================>.] - ETA: 0s - loss: 0.1324 - acc: 0.9560Epoch 00009: val_loss did not improve
1256181/1256181 [==============================] - 9s - loss: 0.1325 - acc: 0.9559 - val_loss: 0.1319 - val_acc: 0.9564
: Elapsed time for training with 1570226 events: [1;31m102 sec[0m
PyKeras : [dataset] : Evaluation of PyKeras on training sample (1570226 events)
: Elapsed time for evaluation of 1570226 events: [1;31m42.8 sec[0m
: Creating xml weight file: [0;36mdataset/weights/Keras_BigComb_5vars_mDepth2/TMVAClassification_PyKeras.weights.xml[0m
: Creating standalone class: [0;36mdataset/weights/Keras_BigComb_5vars_mDepth2/TMVAClassification_PyKeras.class.C[0m
Factory : Training finished
:
: Ranking input variables (method specific)...
: No variable ranking supplied by classifier: PyKeras
Factory : === Destroy and recreate all methods via weight files for testing ===
:
: Reading weight file: [0;36mdataset/weights/Keras_BigComb_5vars_mDepth2/TMVAClassification_PyKeras.weights.xml[0m
<WARNING> : Value for option tensorboard was previously set to
Factory : [1mTest all methods[0m
Factory : Test method: PyKeras for Classification performance
:
: Load model from file: dataset/weights/Keras_BigComb_5vars_mDepth2/TrainedModel_PyKeras.h5
PyKeras : [dataset] : Evaluation of PyKeras on testing sample (1570226 events)
: Elapsed time for evaluation of 1570226 events: [1;31m43.6 sec[0m
Factory : [1mEvaluate all methods[0m
Factory : Evaluate classifier: PyKeras
:
TFHandler_PyKeras : Variable Mean RMS [ Min Max ]
: ------------------------------------------------------------------------------------
: aveBBdr: 0.0050485 0.99954 [ -3.2338 5.7307 ]
: AK4HT: -0.036643 0.97429 [ -3.3041 5.7307 ]
: centrality: -0.0016078 1.0003 [ -3.3054 5.7307 ]
: aveCSVpt: -0.0075137 0.99141 [ -3.2912 5.7307 ]
: FW_momentum_2: 0.010678 0.99511 [ -3.2682 5.7307 ]
: ------------------------------------------------------------------------------------
PyKeras : [dataset] : Loop over test events and fill histograms with classifier response...
:
TFHandler_PyKeras : Variable Mean RMS [ Min Max ]
: ------------------------------------------------------------------------------------
: aveBBdr: 0.0050485 0.99954 [ -3.2338 5.7307 ]
: AK4HT: -0.036643 0.97429 [ -3.3041 5.7307 ]
: centrality: -0.0016078 1.0003 [ -3.3054 5.7307 ]
: aveCSVpt: -0.0075137 0.99141 [ -3.2912 5.7307 ]
: FW_momentum_2: 0.010678 0.99511 [ -3.2682 5.7307 ]
: ------------------------------------------------------------------------------------
:
: Evaluation results ranked by best signal efficiency and purity (area)
: -------------------------------------------------------------------------------------------------------------------
: DataSet MVA
: Name: Method: ROC-integ
: dataset PyKeras : 0.892
: -------------------------------------------------------------------------------------------------------------------
:
: Testing efficiency compared to training efficiency (overtraining check)
: -------------------------------------------------------------------------------------------------------------------
: DataSet MVA Signal efficiency: from test sample (from training sample)
: Name: Method: @B=0.01 @B=0.10 @B=0.30
: -------------------------------------------------------------------------------------------------------------------
: dataset PyKeras : 0.217 (0.218) 0.670 (0.670) 0.899 (0.899)
: -------------------------------------------------------------------------------------------------------------------
:
Dataset:dataset : Created tree 'TestTree' with 1570226 events
:
Dataset:dataset : Created tree 'TrainTree' with 1570226 events
:
Factory : [1mThank you for using TMVA![0m
: [1mFor citation information, please visit: http://tmva.sf.net/citeTMVA.html[0m
DONE