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chenpangpang
transformers
Commits
cd286c21
Commit
cd286c21
authored
Nov 08, 2019
by
Rémi Louf
Browse files
add condition around mask transformation
parent
28d0ba35
Changes
1
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12 additions
and
8 deletions
+12
-8
transformers/modeling_bert.py
transformers/modeling_bert.py
+12
-8
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transformers/modeling_bert.py
View file @
cd286c21
...
@@ -656,8 +656,6 @@ class BertModel(BertPreTrainedModel):
...
@@ -656,8 +656,6 @@ class BertModel(BertPreTrainedModel):
if
attention_mask
is
None
:
if
attention_mask
is
None
:
attention_mask
=
torch
.
ones
(
input_shape
,
device
=
device
)
attention_mask
=
torch
.
ones
(
input_shape
,
device
=
device
)
if
self
.
config
.
is_decoder
and
encoder_attention_mask
is
None
:
encoder_attention_mask
=
torch
.
ones
(
input_shape
,
device
=
device
)
if
token_type_ids
is
None
:
if
token_type_ids
is
None
:
token_type_ids
=
torch
.
zeros
(
input_shape
,
dtype
=
torch
.
long
,
device
=
device
)
token_type_ids
=
torch
.
zeros
(
input_shape
,
dtype
=
torch
.
long
,
device
=
device
)
...
@@ -688,13 +686,19 @@ class BertModel(BertPreTrainedModel):
...
@@ -688,13 +686,19 @@ class BertModel(BertPreTrainedModel):
# If a 2D ou 3D attention mask is provided for the cross-attention
# If a 2D ou 3D attention mask is provided for the cross-attention
# we need to make broadcastabe to [batch_size, num_heads, seq_length, seq_length]
# we need to make broadcastabe to [batch_size, num_heads, seq_length, seq_length]
if
encoder_attention_mask
.
dim
()
==
3
:
if
self
.
config
.
is_decoder
:
encoder_extended_attention_mask
=
encoder_attention_mask
[:,
None
,
:,
:]
if
encoder_attention_mask
is
None
:
if
encoder_attention_mask
.
dim
()
==
2
:
encoder_attention_mask
=
torch
.
ones
(
input_shape
,
device
=
device
)
encoder_extended_attention_mask
=
encoder_attention_mask
[:,
None
,
None
,
:]
encoder_extended_attention_mask
=
encoder_extended_attention_mask
.
to
(
dtype
=
next
(
self
.
parameters
()).
dtype
)
# fp16 compatibility
if
encoder_attention_mask
.
dim
()
==
3
:
encoder_extended_attention_mask
=
(
1.0
-
encoder_extended_attention_mask
)
*
-
10000.0
encoder_extended_attention_mask
=
encoder_attention_mask
[:,
None
,
:,
:]
if
encoder_attention_mask
.
dim
()
==
2
:
encoder_extended_attention_mask
=
encoder_attention_mask
[:,
None
,
None
,
:]
encoder_extended_attention_mask
=
encoder_extended_attention_mask
.
to
(
dtype
=
next
(
self
.
parameters
()).
dtype
)
# fp16 compatibility
encoder_extended_attention_mask
=
(
1.0
-
encoder_extended_attention_mask
)
*
-
10000.0
else
:
encoder_extended_attention_mask
=
None
# Prepare head mask if needed
# Prepare head mask if needed
# 1.0 in head_mask indicate we keep the head
# 1.0 in head_mask indicate we keep the head
...
...
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