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2020-1-capstone-design1
/
PET_Project1
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Authored by
김성주
2020-05-12 11:25:54 +0900
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Commit
a8e4d7c67e15f8848b15e655e88e3e1d36bce37f
a8e4d7c6
1 parent
a6cc3cfb
added TFRecord writer
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code/tfrecord_writer.py
code/tfrecord_writer.py
0 → 100644
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a8e4d7c
import
tensorflow
as
tf
def
bytes_feature
(
values
):
return
tf
.
train
.
Feature
(
bytes_list
=
tf
.
train
.
BytesList
(
value
=
[
values
]))
def
int64_feature
(
values
):
if
not
isinstance
(
values
,
(
tuple
,
list
)):
values
=
[
values
]
return
tf
.
train
.
Feature
(
int64_list
=
tf
.
train
.
Int64List
(
value
=
values
))
def
readImage
(
path
):
file
=
open
(
path
,
'rb'
)
byte
=
file
.
read
()
return
byte
def
main
():
ANNOTATION_PATH
=
'train.txt'
#annotation set (train/val/test) text file
IMAGE_DIRECTORY
=
'image_data/'
#image directory
SAVE_PATH
=
'train.tfrecord'
#save path for tfrecord
print
(
'Tensorflow version:'
,
tf
.
__version__
)
#tensorflow version should be 1.x
file
=
open
(
ANNOTATION_PATH
,
'r'
)
lines
=
file
.
readlines
()
file
.
close
()
options
=
tf
.
python_io
.
TFRecordOptions
(
tf
.
python_io
.
TFRecordCompressionType
.
GZIP
)
#compress option
writer
=
tf
.
python_io
.
TFRecordWriter
(
path
=
SAVE_PATH
,
options
=
options
)
for
line
in
lines
:
parsed
=
line
.
split
(
' '
)
print
(
'Current Doing...'
,
parsed
[
1
])
#debug messages
image
=
readImage
(
IMAGE_DIRECTORY
+
'/'
+
parsed
[
1
])
boxes
=
[]
for
i
in
range
(
4
,
len
(
parsed
)):
boxes
.
append
(
int
(
parsed
[
i
]))
data
=
tf
.
train
.
Example
(
features
=
tf
.
train
.
Features
(
feature
=
{
'index'
:
int64_feature
(
int
(
parsed
[
0
])),
'image'
:
bytes_feature
(
image
),
'width'
:
int64_feature
(
int
(
parsed
[
2
])),
'height'
:
int64_feature
(
int
(
parsed
[
3
])),
'boxes'
:
int64_feature
(
boxes
)
# boxes = [label1, xmin1, ymin1, xmax1, ymax1, label2, xmax2, ...]
}))
writer
.
write
(
data
.
SerializeToString
())
writer
.
close
()
if
__name__
==
'__main__'
:
main
()
\ No newline at end of file
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