transformers: Finetuning ProphetNet with Seq2SeqTrainer fails.

Environment info

  • transformers version: 4.2.1
  • Platform: Ubuntu 18
  • Python version: 3.7
  • PyTorch version (GPU?): 1.7.1 (YES)
  • Tensorflow version (GPU?):
  • Using GPU in script?: YES
  • Using distributed or parallel set-up in script?: NO

Who can help

@LysandreJik @patrickvonplaten @sgugger

Information

When trying to fine tune ProphetNet in a summarization task (with transformers/examples/seq2seq/finetune_trainer.py), the model crashes just after performing the evaluation. This script has worked fine with Bart, Pegasus and T5, the other 3 models I’ve tried. The error trace is the following:

                                                /opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [32,0,0] Assertion `srcIndex < srcSelectDimSize` failed.:24,  2.57it/s]
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [33,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [34,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [35,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [36,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [37,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [38,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [39,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [40,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [41,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [42,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [43,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [44,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [45,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [46,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [47,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [48,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [49,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [50,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [51,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [52,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [53,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [54,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [55,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [56,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [57,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [58,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [59,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [60,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [61,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [62,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [63,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [0,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [1,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [2,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [3,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [4,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [5,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [6,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [7,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [8,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [9,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [10,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [11,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [12,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [13,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [14,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [15,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [16,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [17,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [18,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [19,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [20,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [21,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [22,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [23,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [24,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [25,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [26,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [27,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [28,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [29,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [30,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [234,0,0], thread: [31,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [32,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [33,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [34,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [35,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [36,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [37,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [38,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [39,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [40,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [41,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [42,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [43,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [44,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [45,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [46,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [47,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [48,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [49,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [50,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [51,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [52,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [53,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [54,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [55,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [56,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [57,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [58,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [59,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [60,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [61,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
/opt/conda/conda-bld/pytorch_1607370141920/work/aten/src/ATen/native/cuda/Indexing.cu:658: indexSelectLargeIndex: block: [290,0,0], thread: [62,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
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{'loss': 8.933700561523438, 'learning_rate': 2.992816091954023e-05, 'epoch': 0.04782400765184122}
Traceback (most recent call last):
  File "finetune_trainer.py", line 498, in <module>
    main()
  File "finetune_trainer.py", line 426, in main
    model_path=model_args.model_name_or_path if os.path.isdir(model_args.model_name_or_path) else None
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer.py", line 853, in train
    self._maybe_log_save_evaluate(tr_loss, model, trial, epoch)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer.py", line 923, in _maybe_log_save_evaluate
    metrics = self.evaluate()
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer_seq2seq.py", line 96, in evaluate
    return super().evaluate(eval_dataset, ignore_keys=ignore_keys, metric_key_prefix=metric_key_prefix)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer.py", line 1352, in evaluate
    metric_key_prefix=metric_key_prefix,
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer.py", line 1469, in prediction_loop
    loss, logits, labels = self.prediction_step(model, inputs, prediction_loss_only, ignore_keys=ignore_keys)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer_seq2seq.py", line 175, in prediction_step
    model, inputs, prediction_loss_only=prediction_loss_only, ignore_keys=ignore_keys
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/trainer.py", line 1574, in prediction_step
    outputs = model(**inputs)
  File "/home/alejandro.vaca/miniconda/envs/spainai_hackaton/lib/python3.7/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/models/prophetnet/modeling_prophetnet.py", line 1769, in forward
    return_dict=return_dict,
  File "/home/alejandro.vaca/miniconda/envs/spainai_hackaton/lib/python3.7/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/models/prophetnet/modeling_prophetnet.py", line 1667, in forward
    return_dict=return_dict,
  File "/home/alejandro.vaca/miniconda/envs/spainai_hackaton/lib/python3.7/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/models/prophetnet/modeling_prophetnet.py", line 1365, in forward
    ) = self.compute_buffered_relative_buckets(position_ids)
  File "/home/alejandro.vaca/SpainAI_Hackaton_2020/transformers/src/transformers/models/prophetnet/modeling_prophetnet.py", line 1496, in compute_buffered_relative_buckets
    position_ids = torch.arange(1, self.max_target_positions).to(position_ids.device).repeat(1, 1)
RuntimeError: CUDA error: device-side assert triggered
  0%|          | 25/10440 [02:19<16:08:03,  5.58s/it]

Model I am using (Bert, XLNet …):

The problem arises when using:

  • the official example scripts: (give details below) It arises when using official script for training Seq2Seq models.
  • my own modified scripts: (give details below)

The tasks I am working on is:

  • an official GLUE/SQUaD task: (give the name)
  • my own task or dataset: (give details below) A dataset with texts and their summaries.

To reproduce

Steps to reproduce the behavior:

  1. Run script transformers/examples/seq2seq/finetune_trainer.py with any script you want, passing as argument the model for prophetnet. More concretely, call the script the following way:
python finetune_trainer.py --learning_rate=3e-5 --task summarization \
            --do_train --do_eval --evaluation_strategy steps --model_name_or_path microsoft/prophetnet-large-uncased \
            --data_dir mydatadir --output_dir myoutputdir \
            --per_device_train_batch_size 8 --per_device_eval_batch_size 16 \
            --eval_accumulation_steps 8 --gradient_accumulation_steps 8 --num_train_epochs=20 --eval_beams=1 \
            --load_best_model_at_end --save_steps 25 --logging_steps 25 --fp16 \
            --overwrite_output_dir

Expected behavior

It should not crash when training ProphetNet, as it doesn’t crash for Bart, Pegasus or T5…

About this issue

  • Original URL
  • State: closed
  • Created 3 years ago
  • Comments: 34 (16 by maintainers)

Most upvoted comments

It’s strange that I can get correct inference / forward results with beam search, but as you pointed out, the model has non-convergence problem. I try to load the pretrained checkpoint and finetuned checkpoint to carry out further fine-tuning, all of their loss is optimized to 7.x and keeps that loss. With the finetuned checkpoint plus further fine-tuning, the results are still reasonable but a bit worse. I suspect the most part of the model is frozen and only a small part is trainable but I failed to find this bug. I also tried overfitting experiments and the model still can not converge. I will try 1) old Transformers version and 2) fairseq model to compare the intermediate hidden states with the latest Transformers prophetnet model to localize the bug this weekend.

The model works fine in inference - it’s the training that seems to be buggy. @qiweizhen - do you think we could take a look at ProphetNet together?

If prophetnet is not going to be fixed, then I think it should be removed from the library, as it is worthless having it here without being able to use it.

Sorry. Will fix it as soon as possible.

Thank you very much for your quick response! @patrickvonplaten As soon as I can, I’ll try that command to check if the new script run_seq2seq.py works fine with ProphetNet. When I have results/errors I’ll let you know.