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c082b650
Commit
c082b650
authored
May 7, 2021
by
Mateusz Klimaszewski
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Add prediction script for IWPT'21.
parent
a9ad1754
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!37
Release 1.0.4.
,
!36
Release 1.0.4
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scripts/predict_iwpt21.py
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c082b650
import
pathlib
from
absl
import
app
from
absl
import
flags
from
scripts
import
utils
CODE2LANG
=
{
"
ar
"
:
"
Arabic
"
,
"
bg
"
:
"
Bulgarian
"
,
"
cs
"
:
"
Czech
"
,
"
nl
"
:
"
Dutch
"
,
"
en
"
:
"
English
"
,
"
et
"
:
"
Estonian
"
,
"
fi
"
:
"
Finnish
"
,
"
fr
"
:
"
French
"
,
"
it
"
:
"
Italian
"
,
"
lv
"
:
"
Latvian
"
,
"
lt
"
:
"
Lithuanian
"
,
"
pl
"
:
"
Polish
"
,
"
ru
"
:
"
Russian
"
,
"
sk
"
:
"
Slovak
"
,
"
sv
"
:
"
Swedish
"
,
"
ta
"
:
"
Tamil
"
,
"
uk
"
:
"
Ukrainian
"
,
}
FLAGS
=
flags
.
FLAGS
flags
.
DEFINE_string
(
name
=
"
data_dir
"
,
default
=
""
,
help
=
"
Path to IWPT
'
21 data directory.
"
)
flags
.
DEFINE_string
(
name
=
"
models_dir
"
,
default
=
"
/tmp/
"
,
help
=
"
Model serialization dir.
"
)
flags
.
DEFINE_integer
(
name
=
"
cuda_device
"
,
default
=-
1
,
help
=
"
Cuda device id (-1 for cpu).
"
)
flags
.
DEFINE_boolean
(
name
=
"
expect_prefix
"
,
default
=
True
,
help
=
"
Whether to expect allennlp prefix.
"
)
def
run
(
_
):
models_dir
=
pathlib
.
Path
(
FLAGS
.
models_dir
)
for
model_dir
in
models_dir
.
iterdir
():
lang
=
model_dir
.
name
if
lang
not
in
CODE2LANG
:
print
(
"
Skipping unknown directory:
"
,
lang
)
continue
if
FLAGS
.
expect_prefix
:
model_dir
=
list
(
model_dir
.
iterdir
())
assert
len
(
model_dir
)
==
1
,
f
"
There is incorrect count of models
{
model_dir
}
"
model_dir
=
model_dir
[
0
]
data_dir
=
pathlib
.
Path
(
FLAGS
.
data_dir
)
files
=
list
(
data_dir
.
iterdir
())
test_file
=
[
f
for
f
in
files
if
f
"
{
lang
}
.conllu
"
==
f
.
name
]
assert
len
(
test_file
)
==
1
,
f
"
Couldn
'
t find test file.
"
test_file
=
test_file
[
0
]
output_pred
=
data_dir
/
f
'
{
lang
}
_pred.conllu
'
command
=
f
"""
combo --mode predict --model_path
{
model_dir
/
'
model.tar.gz
'
}
--input_file
{
test_file
}
--output_file
{
output_pred
}
--cuda_device
{
FLAGS
.
cuda_device
}
--silent
"""
utils
.
execute_command
(
command
)
def
main
():
app
.
run
(
run
)
if
__name__
==
"
__main__
"
:
main
()
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