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chenpangpang
transformers
Commits
36f592cc
Commit
36f592cc
authored
Sep 25, 2019
by
LysandreJik
Committed by
Lysandre Debut
Sep 26, 2019
Browse files
Updated doc for `InputExample` and `InputFeatures`
parent
ad4a393e
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2
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30 additions
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14 deletions
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-14
docs/source/main_classes/processors.rst
docs/source/main_classes/processors.rst
+7
-1
transformers/data/processors/utils.py
transformers/data/processors/utils.py
+23
-13
No files found.
docs/source/main_classes/processors.rst
View file @
36f592cc
...
...
@@ -9,7 +9,9 @@ Processors
All processors follow the same architecture which is that of the
:class:`~pytorch_transformers.data.processors.utils.DataProcessor`. The processor returns a list
of :class:`~pytorch_transformers.data.processors.utils.InputExample`.
of :class:`~pytorch_transformers.data.processors.utils.InputExample`. These
:class:`~pytorch_transformers.data.processors.utils.InputExample` can be converted to
:class:`~pytorch_transformers.data.processors.utils.InputFeatures` in order to be fed to the model.
.. autoclass:: pytorch_transformers.data.processors.utils.DataProcessor
:members:
...
...
@@ -19,6 +21,10 @@ of :class:`~pytorch_transformers.data.processors.utils.InputExample`.
:members:
.. autoclass:: pytorch_transformers.data.processors.utils.InputFeatures
:members:
GLUE
~~~~~~~~~~~~~~~~~~~~~
...
...
transformers/data/processors/utils.py
View file @
36f592cc
...
...
@@ -20,9 +20,8 @@ import copy
import
json
class
InputExample
(
object
):
"""A single training/test example for simple sequence classification."""
def
__init__
(
self
,
guid
,
text_a
,
text_b
=
None
,
label
=
None
):
"""Constructs a InputExample.
"""
A single training/test example for simple sequence classification.
Args:
guid: Unique id for the example.
...
...
@@ -33,6 +32,7 @@ class InputExample(object):
label: (Optional) string. The label of the example. This should be
specified for train and dev examples, but not for test examples.
"""
def
__init__
(
self
,
guid
,
text_a
,
text_b
=
None
,
label
=
None
):
self
.
guid
=
guid
self
.
text_a
=
text_a
self
.
text_b
=
text_b
...
...
@@ -52,7 +52,17 @@ class InputExample(object):
class
InputFeatures
(
object
):
"""A single set of features of data."""
"""
A single set of features of data.
Args:
input_ids: Indices of input sequence tokens in the vocabulary.
attention_mask: Mask to avoid performing attention on padding token indices.
Mask values selected in ``[0, 1]``:
Usually ``1`` for tokens that are NOT MASKED, ``0`` for MASKED (padded) tokens.
token_type_ids: Segment token indices to indicate first and second portions of the inputs.
label: Label corresponding to the input
"""
def
__init__
(
self
,
input_ids
,
attention_mask
,
token_type_ids
,
label
):
self
.
input_ids
=
input_ids
...
...
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