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33be7a97
编写于
7月 16, 2018
作者:
G
guosheng
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Make reader.py and infer.py support en-fr wordpiece data in Transformer
上级
6b81d938
变更
2
隐藏空白更改
内联
并排
Showing
2 changed file
with
32 addition
and
12 deletion
+32
-12
fluid/neural_machine_translation/transformer/infer.py
fluid/neural_machine_translation/transformer/infer.py
+20
-5
fluid/neural_machine_translation/transformer/reader.py
fluid/neural_machine_translation/transformer/reader.py
+12
-7
未找到文件。
fluid/neural_machine_translation/transformer/infer.py
浏览文件 @
33be7a97
import
argparse
import
argparse
import
ast
import
numpy
as
np
import
numpy
as
np
import
paddle
import
paddle
...
@@ -11,6 +12,7 @@ from model import fast_decode as fast_decoder
...
@@ -11,6 +12,7 @@ from model import fast_decode as fast_decoder
from
config
import
*
from
config
import
*
from
train
import
pad_batch_data
from
train
import
pad_batch_data
import
reader
import
reader
import
util
def
parse_args
():
def
parse_args
():
...
@@ -46,6 +48,14 @@ def parse_args():
...
@@ -46,6 +48,14 @@ def parse_args():
default
=
[
"<s>"
,
"<e>"
,
"<unk>"
],
default
=
[
"<s>"
,
"<e>"
,
"<unk>"
],
nargs
=
3
,
nargs
=
3
,
help
=
"The <bos>, <eos> and <unk> tokens in the dictionary."
)
help
=
"The <bos>, <eos> and <unk> tokens in the dictionary."
)
parser
.
add_argument
(
"--use_wordpiece"
,
type
=
ast
.
literal_eval
,
default
=
False
,
help
=
"The flag indicating if the data is wordpiece data. The EN-FR data we "
"provided is wordpiece data. For wordpiece data, converting ids to "
"original words is a little different and some special codes are "
"provided in util.py to do this."
)
parser
.
add_argument
(
parser
.
add_argument
(
'opts'
,
'opts'
,
help
=
'See config.py for all options'
,
help
=
'See config.py for all options'
,
...
@@ -320,7 +330,7 @@ def post_process_seq(seq,
...
@@ -320,7 +330,7 @@ def post_process_seq(seq,
seq
)
seq
)
def
py_infer
(
test_data
,
trg_idx2word
):
def
py_infer
(
test_data
,
trg_idx2word
,
use_wordpiece
):
"""
"""
Inference by beam search implented by python, while the calculations from
Inference by beam search implented by python, while the calculations from
symbols to probilities execute by Fluid operators.
symbols to probilities execute by Fluid operators.
...
@@ -399,7 +409,10 @@ def py_infer(test_data, trg_idx2word):
...
@@ -399,7 +409,10 @@ def py_infer(test_data, trg_idx2word):
seqs
=
map
(
post_process_seq
,
batch_seqs
[
i
])
seqs
=
map
(
post_process_seq
,
batch_seqs
[
i
])
scores
=
batch_scores
[
i
]
scores
=
batch_scores
[
i
]
for
seq
in
seqs
:
for
seq
in
seqs
:
print
(
" "
.
join
([
trg_idx2word
[
idx
]
for
idx
in
seq
]))
if
use_wordpiece
:
print
(
util
.
subword_ids_to_str
(
seq
,
trg_idx2word
))
else
:
print
(
" "
.
join
([
trg_idx2word
[
idx
]
for
idx
in
seq
]))
def
prepare_batch_input
(
insts
,
data_input_names
,
util_input_names
,
src_pad_idx
,
def
prepare_batch_input
(
insts
,
data_input_names
,
util_input_names
,
src_pad_idx
,
...
@@ -465,7 +478,7 @@ def prepare_batch_input(insts, data_input_names, util_input_names, src_pad_idx,
...
@@ -465,7 +478,7 @@ def prepare_batch_input(insts, data_input_names, util_input_names, src_pad_idx,
return
input_dict
return
input_dict
def
fast_infer
(
test_data
,
trg_idx2word
):
def
fast_infer
(
test_data
,
trg_idx2word
,
use_wordpiece
):
"""
"""
Inference by beam search decoder based solely on Fluid operators.
Inference by beam search decoder based solely on Fluid operators.
"""
"""
...
@@ -520,7 +533,9 @@ def fast_infer(test_data, trg_idx2word):
...
@@ -520,7 +533,9 @@ def fast_infer(test_data, trg_idx2word):
trg_idx2word
[
idx
]
trg_idx2word
[
idx
]
for
idx
in
post_process_seq
(
for
idx
in
post_process_seq
(
np
.
array
(
seq_ids
)[
sub_start
:
sub_end
])
np
.
array
(
seq_ids
)[
sub_start
:
sub_end
])
]))
])
if
not
use_wordpiece
else
util
.
subword_ids_to_str
(
post_process_seq
(
np
.
array
(
seq_ids
)[
sub_start
:
sub_end
]),
trg_idx2word
))
scores
[
i
].
append
(
np
.
array
(
seq_scores
)[
sub_end
-
1
])
scores
[
i
].
append
(
np
.
array
(
seq_scores
)[
sub_end
-
1
])
print
hyps
[
i
][
-
1
]
print
hyps
[
i
][
-
1
]
if
len
(
hyps
[
i
])
>=
InferTaskConfig
.
n_best
:
if
len
(
hyps
[
i
])
>=
InferTaskConfig
.
n_best
:
...
@@ -548,7 +563,7 @@ def infer(args, inferencer=fast_infer):
...
@@ -548,7 +563,7 @@ def infer(args, inferencer=fast_infer):
clip_last_batch
=
False
)
clip_last_batch
=
False
)
trg_idx2word
=
test_data
.
load_dict
(
trg_idx2word
=
test_data
.
load_dict
(
dict_path
=
args
.
trg_vocab_fpath
,
reverse
=
True
)
dict_path
=
args
.
trg_vocab_fpath
,
reverse
=
True
)
inferencer
(
test_data
,
trg_idx2word
)
inferencer
(
test_data
,
trg_idx2word
,
args
.
use_wordpiece
)
if
__name__
==
"__main__"
:
if
__name__
==
"__main__"
:
...
...
fluid/neural_machine_translation/transformer/reader.py
浏览文件 @
33be7a97
...
@@ -116,9 +116,12 @@ class DataReader(object):
...
@@ -116,9 +116,12 @@ class DataReader(object):
:param use_token_batch: Whether to produce batch data according to
:param use_token_batch: Whether to produce batch data according to
token number.
token number.
:type use_token_batch: bool
:type use_token_batch: bool
:param delimiter: The delimiter used to split source and target in each
:param field_delimiter: The delimiter used to split source and target in
line of data file.
each line of data file.
:type delimiter: basestring
:type field_delimiter: basestring
:param token_delimiter: The delimiter used to split tokens in source or
target sentences.
:type token_delimiter: basestring
:param start_mark: The token representing for the beginning of
:param start_mark: The token representing for the beginning of
sentences in dictionary.
sentences in dictionary.
:type start_mark: basestring
:type start_mark: basestring
...
@@ -145,7 +148,8 @@ class DataReader(object):
...
@@ -145,7 +148,8 @@ class DataReader(object):
shuffle
=
True
,
shuffle
=
True
,
shuffle_batch
=
False
,
shuffle_batch
=
False
,
use_token_batch
=
False
,
use_token_batch
=
False
,
delimiter
=
"
\t
"
,
field_delimiter
=
"
\t
"
,
token_delimiter
=
" "
,
start_mark
=
"<s>"
,
start_mark
=
"<s>"
,
end_mark
=
"<e>"
,
end_mark
=
"<e>"
,
unk_mark
=
"<unk>"
,
unk_mark
=
"<unk>"
,
...
@@ -164,7 +168,8 @@ class DataReader(object):
...
@@ -164,7 +168,8 @@ class DataReader(object):
self
.
_shuffle_batch
=
shuffle_batch
self
.
_shuffle_batch
=
shuffle_batch
self
.
_min_length
=
min_length
self
.
_min_length
=
min_length
self
.
_max_length
=
max_length
self
.
_max_length
=
max_length
self
.
_delimiter
=
delimiter
self
.
_field_delimiter
=
field_delimiter
self
.
_token_delimiter
=
token_delimiter
self
.
_epoch_batches
=
[]
self
.
_epoch_batches
=
[]
src_seq_words
,
trg_seq_words
=
self
.
_load_data
(
fpattern
,
tar_fname
)
src_seq_words
,
trg_seq_words
=
self
.
_load_data
(
fpattern
,
tar_fname
)
...
@@ -196,7 +201,7 @@ class DataReader(object):
...
@@ -196,7 +201,7 @@ class DataReader(object):
trg_seq_words
=
[]
trg_seq_words
=
[]
for
line
in
f_obj
:
for
line
in
f_obj
:
fields
=
line
.
strip
().
split
(
self
.
_delimiter
)
fields
=
line
.
strip
().
split
(
self
.
_
field_
delimiter
)
if
(
not
self
.
_only_src
and
len
(
fields
)
!=
2
)
or
(
self
.
_only_src
and
if
(
not
self
.
_only_src
and
len
(
fields
)
!=
2
)
or
(
self
.
_only_src
and
len
(
fields
)
!=
1
):
len
(
fields
)
!=
1
):
...
@@ -207,7 +212,7 @@ class DataReader(object):
...
@@ -207,7 +212,7 @@ class DataReader(object):
max_len
=
-
1
max_len
=
-
1
for
i
,
seq
in
enumerate
(
fields
):
for
i
,
seq
in
enumerate
(
fields
):
seq_words
=
seq
.
split
()
seq_words
=
seq
.
split
(
self
.
_token_delimiter
)
max_len
=
max
(
max_len
,
len
(
seq_words
))
max_len
=
max
(
max_len
,
len
(
seq_words
))
if
len
(
seq_words
)
==
0
or
\
if
len
(
seq_words
)
==
0
or
\
len
(
seq_words
)
<
self
.
_min_length
or
\
len
(
seq_words
)
<
self
.
_min_length
or
\
...
...
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