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[Bart/Memory] Two separate, smaller decoder attention masks #3371
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…k into decouple-mask
Codecov Report
@@ Coverage Diff @@
## master #3371 +/- ##
==========================================
- Coverage 77.55% 77.52% -0.03%
==========================================
Files 100 100
Lines 16970 16957 -13
==========================================
- Hits 13161 13146 -15
- Misses 3809 3811 +2
Continue to review full report at Codecov.
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thomwolf
approved these changes
Mar 26, 2020
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Background
The bart decoder requires two masks: one to ignore padding tokens, the other (
causal_mask), to avoid attending to future tokens during training.Previously,
_prepare_bart_decoder_inputscombined these two masks into one float_mask of shape(bsz, 1, tgt_len, tgt_len)filled with -inf for tokens that should be ignored. This mask was subsequently added to the attention activations.Now, we return the two masks separately:
decoder_padding_mask: shape(bs, tgt_len),boolcausal_mask: shape(tgt_len, tgt_len),floatImpact
saves 800 MB for bs=6, tgt_len=1024, with negligible speed impact.
Notes