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0cdc08c5
编写于
7月 22, 2020
作者:
L
littletomatodonkey
提交者:
GitHub
7月 22, 2020
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Merge pull request #222 from littletomatodonkey/dir_infer
add support for infer dir
上级
0353b246
909c544b
变更
1
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Showing
1 changed file
with
30 addition
and
10 deletion
+30
-10
tools/infer/infer.py
tools/infer/infer.py
+30
-10
未找到文件。
tools/infer/infer.py
浏览文件 @
0cdc08c5
...
@@ -12,6 +12,7 @@
...
@@ -12,6 +12,7 @@
# See the License for the specific language governing permissions and
# See the License for the specific language governing permissions and
# limitations under the License.
# limitations under the License.
import
os
import
utils
import
utils
import
argparse
import
argparse
import
numpy
as
np
import
numpy
as
np
...
@@ -99,21 +100,40 @@ def postprocess(outputs, topk=5):
...
@@ -99,21 +100,40 @@ def postprocess(outputs, topk=5):
return
zip
(
index
,
prob
[
index
])
return
zip
(
index
,
prob
[
index
])
def
get_image_list
(
img_file
):
imgs_lists
=
[]
if
img_file
is
None
or
not
os
.
path
.
exists
(
img_file
):
raise
Exception
(
"not found any img file in {}"
.
format
(
img_file
))
img_end
=
[
'jpg'
,
'png'
,
'jpeg'
,
'JPEG'
,
'JPG'
,
'bmp'
]
if
os
.
path
.
isfile
(
img_file
)
and
img_file
.
split
(
'.'
)[
-
1
]
in
img_end
:
imgs_lists
.
append
(
img_file
)
elif
os
.
path
.
isdir
(
img_file
):
for
single_file
in
os
.
listdir
(
img_file
):
if
single_file
.
split
(
'.'
)[
-
1
]
in
img_end
:
imgs_lists
.
append
(
os
.
path
.
join
(
img_file
,
single_file
))
if
len
(
imgs_lists
)
==
0
:
raise
Exception
(
"not found any img file in {}"
.
format
(
img_file
))
return
imgs_lists
def
main
():
def
main
():
args
=
parse_args
()
args
=
parse_args
()
operators
=
create_operators
()
operators
=
create_operators
()
exe
,
program
,
feed_names
,
fetch_names
=
create_predictor
(
args
)
exe
,
program
,
feed_names
,
fetch_names
=
create_predictor
(
args
)
data
=
preprocess
(
args
.
image_file
,
operators
)
image_list
=
get_image_list
(
args
.
image_file
)
for
idx
,
filename
in
enumerate
(
image_list
):
data
=
preprocess
(
filename
,
operators
)
data
=
np
.
expand_dims
(
data
,
axis
=
0
)
data
=
np
.
expand_dims
(
data
,
axis
=
0
)
outputs
=
exe
.
run
(
program
,
outputs
=
exe
.
run
(
program
,
feed
=
{
feed_names
[
0
]:
data
},
feed
=
{
feed_names
[
0
]:
data
},
fetch_list
=
fetch_names
,
fetch_list
=
fetch_names
,
return_numpy
=
False
)
return_numpy
=
False
)
probs
=
postprocess
(
outputs
)
probs
=
postprocess
(
outputs
)
print
(
"current image: {}"
.
format
(
filename
))
for
idx
,
prob
in
probs
:
for
idx
,
prob
in
probs
:
print
(
"
class id: {:d}, probability: {:.4f}"
.
format
(
idx
,
prob
))
print
(
"
\t
class id: {:d}, probability: {:.4f}"
.
format
(
idx
,
prob
))
if
__name__
==
"__main__"
:
if
__name__
==
"__main__"
:
...
...
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