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chenpangpang
transformers
Commits
0f96d4b1
Commit
0f96d4b1
authored
Mar 05, 2019
by
John Lehmann
Browse files
Run classifier processor for SST-2.
parent
2152bfea
Changes
1
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1 changed file
with
34 additions
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-1
examples/run_classifier.py
examples/run_classifier.py
+34
-1
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examples/run_classifier.py
View file @
0f96d4b1
...
@@ -196,6 +196,37 @@ class ColaProcessor(DataProcessor):
...
@@ -196,6 +196,37 @@ class ColaProcessor(DataProcessor):
return
examples
return
examples
class
Sst2Processor
(
DataProcessor
):
"""Processor for the SST-2 data set (GLUE version)."""
def
get_train_examples
(
self
,
data_dir
):
"""See base class."""
return
self
.
_create_examples
(
self
.
_read_tsv
(
os
.
path
.
join
(
data_dir
,
"train.tsv"
)),
"train"
)
def
get_dev_examples
(
self
,
data_dir
):
"""See base class."""
return
self
.
_create_examples
(
self
.
_read_tsv
(
os
.
path
.
join
(
data_dir
,
"dev.tsv"
)),
"dev"
)
def
get_labels
(
self
):
"""See base class."""
return
[
"0"
,
"1"
]
def
_create_examples
(
self
,
lines
,
set_type
):
"""Creates examples for the training and dev sets."""
examples
=
[]
for
(
i
,
line
)
in
enumerate
(
lines
):
if
i
==
0
:
continue
guid
=
"%s-%s"
%
(
set_type
,
i
)
text_a
=
line
[
0
]
label
=
line
[
1
]
examples
.
append
(
InputExample
(
guid
=
guid
,
text_a
=
text_a
,
text_b
=
None
,
label
=
label
))
return
examples
def
convert_examples_to_features
(
examples
,
label_list
,
max_seq_length
,
tokenizer
):
def
convert_examples_to_features
(
examples
,
label_list
,
max_seq_length
,
tokenizer
):
"""Loads a data file into a list of `InputBatch`s."""
"""Loads a data file into a list of `InputBatch`s."""
...
@@ -401,10 +432,12 @@ def main():
...
@@ -401,10 +432,12 @@ def main():
"cola"
:
ColaProcessor
,
"cola"
:
ColaProcessor
,
"mnli"
:
MnliProcessor
,
"mnli"
:
MnliProcessor
,
"mrpc"
:
MrpcProcessor
,
"mrpc"
:
MrpcProcessor
,
"sst-2"
:
Sst2Processor
,
}
}
num_labels_task
=
{
num_labels_task
=
{
"cola"
:
2
,
"cola"
:
2
,
"sst-2"
:
2
,
"mnli"
:
3
,
"mnli"
:
3
,
"mrpc"
:
2
,
"mrpc"
:
2
,
}
}
...
@@ -597,7 +630,7 @@ def main():
...
@@ -597,7 +630,7 @@ def main():
model
.
eval
()
model
.
eval
()
eval_loss
,
eval_accuracy
=
0
,
0
eval_loss
,
eval_accuracy
=
0
,
0
nb_eval_steps
,
nb_eval_examples
=
0
,
0
nb_eval_steps
,
nb_eval_examples
=
0
,
0
for
input_ids
,
input_mask
,
segment_ids
,
label_ids
in
tqdm
(
eval_dataloader
,
desc
=
"Evaluating"
):
for
input_ids
,
input_mask
,
segment_ids
,
label_ids
in
tqdm
(
eval_dataloader
,
desc
=
"Evaluating"
):
input_ids
=
input_ids
.
to
(
device
)
input_ids
=
input_ids
.
to
(
device
)
input_mask
=
input_mask
.
to
(
device
)
input_mask
=
input_mask
.
to
(
device
)
...
...
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