Started at: 12:09:53
norbert2, 5e-06, 128
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.3536522166295485 - MAE: 0.46532984683044315
Validation loss : 0.2076082869961455 - MAE: 0.35413302846041045
Epoch: 1
Training loss: 0.18833580565723507 - MAE: 0.34120423112289355
Validation loss : 0.14335447590093356 - MAE: 0.2961027090254163
Epoch: 2
Training loss: 0.14451369047164916 - MAE: 0.29981097306125726
Validation loss : 0.11381873065555417 - MAE: 0.26195181306766296
Epoch: 3
Training loss: 0.11552442915060303 - MAE: 0.2678326714288848
Validation loss : 0.0960532952402089 - MAE: 0.23623789074857693
Epoch: 4
Training loss: 0.0972470148043199 - MAE: 0.24429521841448945
Validation loss : 0.08230455451317735 - MAE: 0.21549894983672038
Epoch: 5
Training loss: 0.0810245130211115 - MAE: 0.22129605621910198
Validation loss : 0.07145167736185563 - MAE: 0.19650661532600605
Epoch: 6
Training loss: 0.07072198672050779 - MAE: 0.20592124684891044
Validation loss : 0.06396911907437686 - MAE: 0.1829232461219717
Epoch: 7
Training loss: 0.062372697077014226 - MAE: 0.19333134304162353
Validation loss : 0.06492970934188044 - MAE: 0.1827321360406301
Epoch: 8
Training loss: 0.055565989491614426 - MAE: 0.18100666911037178
Validation loss : 0.05995157512055861 - MAE: 0.17381244483631025
Epoch: 9
Training loss: 0.050894164869731126 - MAE: 0.17406094792866209
Validation loss : 0.056572580861078726 - MAE: 0.1686830152795296
Epoch: 10
Training loss: 0.045204079726880245 - MAE: 0.16356708002702808
Validation loss : 0.05305706870716971 - MAE: 0.16195633164366105
Epoch: 11
Training loss: 0.042567542296918955 - MAE: 0.15848299479584496
Validation loss : 0.051473080759515635 - MAE: 0.1591005609047814
Epoch: 12
Training loss: 0.03954580935903571 - MAE: 0.15391580407715036
Validation loss : 0.051655014926517334 - MAE: 0.16080512657190635
Epoch: 13
Training loss: 0.035594897090711376 - MAE: 0.14543370590291815
Validation loss : 0.05073804428448548 - MAE: 0.16012305431387094
Epoch: 14
Training loss: 0.033205277540467 - MAE: 0.14030559684807345
Validation loss : 0.050913845717504215 - MAE: 0.15997197440985042
Stopped after 14 epochs.
Prediction MAE: 0.1590
Finished at: 12:09:53
Time taken: 2496 s.
0 days 0 hours 41 minutes 36 seconds

 
 

Preds: [[0.2451232671737671], [1.5138583183288574], [1.5637158155441284], [1.4266536235809326], [2.094837188720703], [0.6773226857185364], [1.8804101943969727], [1.111290454864502], [1.6308176517486572], [1.9872722625732422], [2.1839935779571533], [2.3756978511810303], [2.165797233581543], [0.0], [0.4018326997756958], [1.553341269493103], [0.4693707823753357], [1.761148452758789], [1.0525333881378174], [2.0943422317504883], [2.0808873176574707], [1.7008285522460938], [1.6271157264709473], [0.6799013614654541], [0.9497008919715881], [2.1248085498809814], [0.8934751152992249], [1.6759448051452637], [2.0931262969970703], [1.570142149925232], [1.6855967044830322], [2.36552357673645], [0.7562538981437683], [0.0], [1.338333249092102], [2.1089861392974854], [1.1287298202514648], [0.8383879661560059], [1.7983858585357666], [1.2635849714279175], [2.2997641563415527], [1.8019343614578247], [0.0], [1.8216861486434937], [1.8502092361450195], [1.5716607570648193], [1.326988697052002], 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Started at: 00:30:14
norbert2, 5e-06, 128
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.3536522166295485 - MAE: 0.46532984683044315
Validation loss : 0.2076082869961455 - MAE: 0.35413302846041045
Epoch: 1
Training loss: 0.18833580565723507 - MAE: 0.34120423112289355
Validation loss : 0.14335447590093356 - MAE: 0.2961027090254163
Epoch: 2
Training loss: 0.14451369047164916 - MAE: 0.29981097306125726
Validation loss : 0.11381873065555417 - MAE: 0.26195181306766296
Epoch: 3
Training loss: 0.11552442915060303 - MAE: 0.2678326714288848
Validation loss : 0.0960532952402089 - MAE: 0.23623789074857693
Epoch: 4
Training loss: 0.0972470148043199 - MAE: 0.24429521841448945
Validation loss : 0.08230455451317735 - MAE: 0.21549894983672038
Epoch: 5
Training loss: 0.0810245130211115 - MAE: 0.22129605621910198
Validation loss : 0.07145167736185563 - MAE: 0.19650661532600605
Epoch: 6
Training loss: 0.07072198672050779 - MAE: 0.20592124684891044
Validation loss : 0.06396911907437686 - MAE: 0.1829232461219717
Epoch: 7
Training loss: 0.062372697077014226 - MAE: 0.19333134304162353
Validation loss : 0.06492970934188044 - MAE: 0.1827321360406301
Epoch: 8
Training loss: 0.055565989491614426 - MAE: 0.18100666911037178
Validation loss : 0.05995157512055861 - MAE: 0.17381244483631025
Epoch: 9
Training loss: 0.050894164869731126 - MAE: 0.17406094792866209
Validation loss : 0.056572580861078726 - MAE: 0.1686830152795296
Epoch: 10
Training loss: 0.045204079726880245 - MAE: 0.16356708002702808
Validation loss : 0.05305706870716971 - MAE: 0.16195633164366105
Epoch: 11
Training loss: 0.042567542296918955 - MAE: 0.15848299479584496
Validation loss : 0.051473080759515635 - MAE: 0.1591005609047814
Epoch: 12
Training loss: 0.03954580935903571 - MAE: 0.15391580407715036
Validation loss : 0.051655014926517334 - MAE: 0.16080512657190635
Epoch: 13
Training loss: 0.035594897090711376 - MAE: 0.14543370590291815
Validation loss : 0.05073804428448548 - MAE: 0.16012305431387094
Epoch: 14
Training loss: 0.033205277540467 - MAE: 0.14030559684807345
Validation loss : 0.050913845717504215 - MAE: 0.15997197440985042
Stopped after 14 epochs.
Prediction MAE: 0.1590
Finished at: 00:30:14
Time taken: 2498 s.
0 days 0 hours 41 minutes 38 seconds

 
 

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Started at: 02:11:05
norbert2, 5e-06, 128
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0
Training loss: 0.3536522166295485 - MAE: 0.46532984683044315
Validation loss : 0.2076082869961455 - MAE: 0.35413302846041045
Epoch: 1
Training loss: 0.18833580565723507 - MAE: 0.34120423112289355
Validation loss : 0.14335447590093356 - MAE: 0.2961027090254163
Epoch: 2
Training loss: 0.14451369047164916 - MAE: 0.29981097306125726
Validation loss : 0.11381873065555417 - MAE: 0.26195181306766296
Epoch: 3
Training loss: 0.11552442915060303 - MAE: 0.2678326714288848
Validation loss : 0.0960532952402089 - MAE: 0.23623789074857693
Epoch: 4
Training loss: 0.0972470148043199 - MAE: 0.24429521841448945
Validation loss : 0.08230455451317735 - MAE: 0.21549894983672038
Epoch: 5
Training loss: 0.0810245130211115 - MAE: 0.22129605621910198
Validation loss : 0.07145167736185563 - MAE: 0.19650661532600605
Epoch: 6
Training loss: 0.07072198672050779 - MAE: 0.20592124684891044
Validation loss : 0.06396911907437686 - MAE: 0.1829232461219717
Epoch: 7
Training loss: 0.062372697077014226 - MAE: 0.19333134304162353
Validation loss : 0.06492970934188044 - MAE: 0.1827321360406301
Epoch: 8
Training loss: 0.055565989491614426 - MAE: 0.18100666911037178
Validation loss : 0.05995157512055861 - MAE: 0.17381244483631025
Epoch: 9
Training loss: 0.050894164869731126 - MAE: 0.17406094792866209
Validation loss : 0.056572580861078726 - MAE: 0.1686830152795296
Epoch: 10
Training loss: 0.045204079726880245 - MAE: 0.16356708002702808
Validation loss : 0.05305706870716971 - MAE: 0.16195633164366105
Epoch: 11
Training loss: 0.042567542296918955 - MAE: 0.15848299479584496
Validation loss : 0.051473080759515635 - MAE: 0.1591005609047814
Epoch: 12
Training loss: 0.03954580935903571 - MAE: 0.15391580407715036
Validation loss : 0.051655014926517334 - MAE: 0.16080512657190635
Epoch: 13
Training loss: 0.035594897090711376 - MAE: 0.14543370590291815
Validation loss : 0.05073804428448548 - MAE: 0.16012305431387094
Epoch: 14
Training loss: 0.033205277540467 - MAE: 0.14030559684807345
Validation loss : 0.050913845717504215 - MAE: 0.15997197440985042
Stopped after 14 epochs.
Prediction MAE: 0.1590
Finished at: 02:11:05
Time taken: 2498 s.
0 days 0 hours 41 minutes 38 seconds

 
 

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Started at: 10:30:41
norbert2, 5e-06, 128
({'architectures': ['BertForMaskedLM'], 'attention_probs_dropout_prob': 0.1, 'hidden_act': 'gelu', 'hidden_dropout_prob': 0.1, 'hidden_size': 768, 'initializer_range': 0.02, 'intermediate_size': 3072, 'max_position_embeddings': 512, 'model_type': 'bert', 'num_attention_heads': 12, 'num_hidden_layers': 12, 'type_vocab_size': 2, 'vocab_size': 50104, '_commit_hash': 'f22bb47f536f62edfcd86ca9320ade990eafbe22'}, {})
Epoch: 0