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[fsmt] deal with -100 indices in decoder ids (huggingface#18592)
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* [fsmt] deal with -100 indices in decoder ids

Fixes: huggingface#17945

decoder ids get the default index -100, which breaks the model - like t5 and many other models add a fix to replace -100 with the correct pad index. 

For some reason this use case hasn't been used with this model until recently - so this issue was there since the beginning it seems.

Any suggestions to how to add a simple test here? or perhaps we have something similar already? user's script is quite massive.

* style
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stas00 authored and amyeroberts committed Aug 17, 2022
1 parent b2fe78b commit c9d8c70
Showing 1 changed file with 4 additions and 0 deletions.
4 changes: 4 additions & 0 deletions src/transformers/models/fsmt/modeling_fsmt.py
Original file line number Diff line number Diff line change
Expand Up @@ -372,6 +372,10 @@ def _check_shapes(shape_1, shape2):

def shift_tokens_right(input_ids, pad_token_id):
"""Shift input ids one token to the right, and wrap the last non pad token (usually <eos>)."""

# replace possible -100 values in labels by `pad_token_id`
input_ids.masked_fill_(input_ids == -100, pad_token_id)

prev_output_tokens = input_ids.clone()
index_of_eos = (input_ids.ne(pad_token_id).sum(dim=1) - 1).unsqueeze(-1)
prev_output_tokens[:, 0] = input_ids.gather(1, index_of_eos).squeeze()
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