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aee530af
编写于
12月 02, 2021
作者:
H
huangyuxin
浏览文件
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电子邮件补丁
差异文件
revise the sample rate
上级
90d648a6
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
21 addition
and
27 deletion
+21
-27
paddlespeech/cli/asr/infer.py
paddlespeech/cli/asr/infer.py
+21
-27
未找到文件。
paddlespeech/cli/asr/infer.py
浏览文件 @
aee530af
...
...
@@ -78,7 +78,7 @@ class ASRExecutor(BaseExecutor):
default
=
'zh'
,
help
=
'Choose model language. zh or en'
)
self
.
parser
.
add_argument
(
"--
model_sample_rate
"
,
"--
sr
"
,
type
=
int
,
default
=
16000
,
help
=
'Choose the audio sample rate of the model. 8000 or 16000'
)
...
...
@@ -117,7 +117,7 @@ class ASRExecutor(BaseExecutor):
def
_init_from_path
(
self
,
model_type
:
str
=
'wenetspeech'
,
lang
:
str
=
'zh'
,
model_
sample_rate
:
int
=
16000
,
sample_rate
:
int
=
16000
,
cfg_path
:
Optional
[
os
.
PathLike
]
=
None
,
ckpt_path
:
Optional
[
os
.
PathLike
]
=
None
,
device
:
str
=
'cpu'
):
...
...
@@ -125,8 +125,8 @@ class ASRExecutor(BaseExecutor):
Init model and other resources from a specific path.
"""
if
cfg_path
is
None
or
ckpt_path
is
None
:
model_sample_rate_str
=
'16k'
if
model_
sample_rate
==
16000
else
'8k'
tag
=
model_type
+
'_'
+
lang
+
'_'
+
model_
sample_rate_str
sample_rate_str
=
'16k'
if
sample_rate
==
16000
else
'8k'
tag
=
model_type
+
'_'
+
lang
+
'_'
+
sample_rate_str
res_path
=
self
.
_get_pretrained_path
(
tag
)
# wenetspeech_zh
self
.
cfg_path
=
os
.
path
.
join
(
res_path
,
pretrained_models
[
tag
][
'cfg_path'
])
...
...
@@ -197,8 +197,6 @@ class ASRExecutor(BaseExecutor):
audio_file
=
input
logger
.
info
(
"Preprocess audio_file:"
+
audio_file
)
config_target_sample_rate
=
self
.
config
.
collator
.
target_sample_rate
# Get the object for feature extraction
if
model_type
==
"ds2_online"
or
model_type
==
"ds2_offline"
:
audio
,
_
=
self
.
collate_fn_test
.
process_utterance
(
...
...
@@ -222,7 +220,7 @@ class ASRExecutor(BaseExecutor):
preprocess_args
=
{
"train"
:
False
}
preprocessing
=
Transformation
(
preprocess_conf
)
logger
.
info
(
"read the audio file"
)
audio
,
sample_rate
=
soundfile
.
read
(
audio
,
audio_
sample_rate
=
soundfile
.
read
(
audio_file
,
dtype
=
"int16"
,
always_2d
=
True
)
if
self
.
change_format
:
...
...
@@ -231,17 +229,13 @@ class ASRExecutor(BaseExecutor):
else
:
audio
=
audio
[:,
0
]
audio
=
audio
.
astype
(
"float32"
)
audio
=
librosa
.
resample
(
audio
,
sample_rate
,
self
.
target_
sample_rate
)
sample_rate
=
self
.
target_
sample_rate
audio
=
librosa
.
resample
(
audio
,
audio_
sample_rate
,
self
.
sample_rate
)
audio_sample_rate
=
self
.
sample_rate
audio
=
audio
.
astype
(
"int16"
)
else
:
audio
=
audio
[:,
0
]
if
sample_rate
!=
config_target_sample_rate
:
logger
.
error
(
f
"sample rate error:
{
sample_rate
}
, need
{
self
.
sr
}
"
)
sys
.
exit
(
-
1
)
logger
.
info
(
f
"audio shape:
{
audio
.
shape
}
"
)
# fbank
audio
=
preprocessing
(
audio
,
**
preprocess_args
)
...
...
@@ -313,11 +307,11 @@ class ASRExecutor(BaseExecutor):
"""
return
self
.
_outputs
[
"result"
]
def
_check
(
self
,
audio_file
:
str
,
model_
sample_rate
:
int
):
self
.
target_sample_rate
=
model_
sample_rate
if
self
.
target_sample_rate
!=
16000
and
self
.
target_
sample_rate
!=
8000
:
def
_check
(
self
,
audio_file
:
str
,
sample_rate
:
int
):
self
.
sample_rate
=
sample_rate
if
self
.
sample_rate
!=
16000
and
self
.
sample_rate
!=
8000
:
logger
.
error
(
"please input --
model_sample_rate 8000 or --model_sample_rate
16000"
"please input --
sr 8000 or --sr
16000"
)
raise
Exception
(
"invalid sample rate"
)
sys
.
exit
(
-
1
)
...
...
@@ -328,7 +322,7 @@ class ASRExecutor(BaseExecutor):
logger
.
info
(
"checking the audio file format......"
)
try
:
sig
,
sample_rate
=
soundfile
.
read
(
audio
,
audio_
sample_rate
=
soundfile
.
read
(
audio_file
,
dtype
=
"int16"
,
always_2d
=
True
)
except
Exception
as
e
:
logger
.
error
(
str
(
e
))
...
...
@@ -342,15 +336,15 @@ class ASRExecutor(BaseExecutor):
sox input_audio.xx --rate 8k --bits 16 --channels 1 output_audio.wav
\n
\
"
)
sys
.
exit
(
-
1
)
logger
.
info
(
"The sample rate is %d"
%
sample_rate
)
if
sample_rate
!=
self
.
target_
sample_rate
:
logger
.
info
(
"The sample rate is %d"
%
audio_
sample_rate
)
if
audio_sample_rate
!=
self
.
sample_rate
:
logger
.
warning
(
"The sample rate of the input file is not {}.
\n
\
The program will resample the wav file to {}.
\n
\
If the result does not meet your expectations,
\n
\
Please input the 16k 16bit 1 channel wav file.
\
"
.
format
(
self
.
target_sample_rate
,
self
.
target_
sample_rate
))
.
format
(
self
.
sample_rate
,
self
.
sample_rate
))
while
(
True
):
logger
.
info
(
"Whether to change the sample rate and the channel. Y: change the sample. N: exit the prgream."
...
...
@@ -381,14 +375,14 @@ class ASRExecutor(BaseExecutor):
model
=
parser_args
.
model
lang
=
parser_args
.
lang
model_sample_rate
=
parser_args
.
model_sample_rate
sample_rate
=
parser_args
.
sr
config
=
parser_args
.
config
ckpt_path
=
parser_args
.
ckpt_path
audio_file
=
parser_args
.
input
device
=
parser_args
.
device
try
:
res
=
self
(
model
,
lang
,
model_
sample_rate
,
config
,
ckpt_path
,
res
=
self
(
model
,
lang
,
sample_rate
,
config
,
ckpt_path
,
audio_file
,
device
)
logger
.
info
(
'ASR Result: {}'
.
format
(
res
))
return
True
...
...
@@ -396,14 +390,14 @@ class ASRExecutor(BaseExecutor):
print
(
e
)
return
False
def
__call__
(
self
,
model
,
lang
,
model_
sample_rate
,
config
,
ckpt_path
,
def
__call__
(
self
,
model
,
lang
,
sample_rate
,
config
,
ckpt_path
,
audio_file
,
device
):
"""
Python API to call an executor.
"""
audio_file
=
os
.
path
.
abspath
(
audio_file
)
self
.
_check
(
audio_file
,
model_
sample_rate
)
self
.
_init_from_path
(
model
,
lang
,
model_
sample_rate
,
config
,
ckpt_path
,
self
.
_check
(
audio_file
,
sample_rate
)
self
.
_init_from_path
(
model
,
lang
,
sample_rate
,
config
,
ckpt_path
,
device
)
self
.
preprocess
(
model
,
audio_file
)
self
.
infer
(
model
)
...
...
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