old_res/02-05-2023_norbert_batchsize_320_all_units_0.001_1_150_freeze_True.txt

Started at: 16:49:23
({'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': 32922, '_commit_hash': '075d4e3705390691013e859faffc5696d071e33b'}, {})
Epoch: 0
Training loss: 0.5667896963655948 - MAE: 0.6061317877768119
Validation loss : 0.203789513025965 - MAE: 0.35416855011653287
Epoch: 1
Training loss: 0.2108965314924717 - MAE: 0.34637541457062393
Validation loss : 0.2082464269229344 - MAE: 0.3600320203398089
Epoch: 2
Training loss: 0.18308445289731026 - MAE: 0.32601322404867966
Validation loss : 0.17594509039606368 - MAE: 0.3242118801233004
Epoch: 3
Training loss: 0.1728629194200039 - MAE: 0.31534360312572923
Validation loss : 0.17077444280896867 - MAE: 0.31773444856437383
Epoch: 4
Training loss: 0.16811294555664064 - MAE: 0.31006240678041075
Validation loss : 0.16851326610360826 - MAE: 0.3153601244520371
Epoch: 5
Training loss: 0.16502456665039061 - MAE: 0.30727297754888744
Validation loss : 0.16689058925424302 - MAE: 0.31343508612956145
Epoch: 6
Training loss: 0.1630000188946724 - MAE: 0.3057954604335588
Validation loss : 0.16549592358725412 - MAE: 0.3118342921838298
Epoch: 7
Training loss: 0.1617749534547329 - MAE: 0.3052927962671703
Validation loss : 0.16392718255519867 - MAE: 0.30942739591218243
Epoch: 8
Training loss: 0.16146896183490753 - MAE: 0.3032446478251277
Validation loss : 0.1630906824554716 - MAE: 0.30861916504093045
Epoch: 9
Training loss: 0.15880076959729195 - MAE: 0.3010108642757721
Validation loss : 0.1622341764824731 - MAE: 0.30763147521892625
Epoch: 10
Training loss: 0.15709432661533357 - MAE: 0.30005160435303907
Validation loss : 0.16156114850725448 - MAE: 0.3069836120415014
Epoch: 11
Training loss: 0.1562284104526043 - MAE: 0.2971917225261673
Validation loss : 0.16086377842085703 - MAE: 0.30616937318847653
Epoch: 12
Training loss: 0.15665148869156836 - MAE: 0.29886107484499885
Validation loss : 0.16063292537416732 - MAE: 0.30627242834325336
Epoch: 13
Training loss: 0.15311288759112357 - MAE: 0.2959721916005743
Validation loss : 0.15952973706381662 - MAE: 0.30466797674604745
Epoch: 14
Training loss: 0.15453336387872696 - MAE: 0.2957146544027995
Validation loss : 0.15920051293713705 - MAE: 0.30456549311198844
Epoch: 15
Training loss: 0.15352084413170813 - MAE: 0.296151794753851
Validation loss : 0.15867003904921667 - MAE: 0.30387889517935024
Epoch: 16
Training loss: 0.15266137197613716 - MAE: 0.29473264327626775
Validation loss : 0.15819367659943445 - MAE: 0.3032808285376364
Epoch: 17
Training loss: 0.15218983069062234 - MAE: 0.2927051117576667
Validation loss : 0.15799812546798161 - MAE: 0.3033794568629024
Epoch: 18
Training loss: 0.1524551659822464 - MAE: 0.29439460307285725
Validation loss : 0.15782799358878816 - MAE: 0.30344790441567415
Epoch: 19
Training loss: 0.15090354159474373 - MAE: 0.2932425057754108
Validation loss : 0.1584132867200034 - MAE: 0.30488039378506043
Stopped after 19 epochs.
Prediction MAE: 0.2916
Finished at: 16:49:23
Time taken: 5051 s.
0 days 1 hours 24 minutes 11 seconds

 
 

Preds: [[1.3373630046844482], [1.5872392654418945], [1.58744215965271], [1.6725727319717407], [1.2772705554962158], [1.4546160697937012], [1.5048854351043701], [1.4418916702270508], [1.4697489738464355], [1.3333170413970947], [1.3559691905975342], [1.462350845336914], [1.3633594512939453], [1.328040361404419], [1.3599350452423096], [1.6415605545043945], [1.423548936843872], [1.6487616300582886], [1.3377346992492676], [1.4011996984481812], [1.542526125907898], [1.4740962982177734], [1.5247344970703125], [1.5217760801315308], [1.2584432363510132], [1.298088788986206], [1.6764575242996216], [1.442803978919983], [1.190054178237915], [1.450709581375122], [1.5188210010528564], [1.258819580078125], [1.4698941707611084], [1.428526520729065], [1.3422573804855347], [1.403446078300476], [1.3802738189697266], [1.4803543090820312], [1.4201873540878296], [1.483353614807129], [1.4593265056610107], [1.251754879951477], [1.383236050605774], [1.3714373111724854], [1.3812779188156128], 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