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7c085d96
编写于
2月 23, 2017
作者:
Y
Yu Yang
提交者:
GitHub
2月 23, 2017
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Merge pull request
#1425
from helinwang/map
add decorator: map_readers, change from google python style to pep 287
上级
3020d027
466935b4
变更
2
隐藏空白更改
内联
并排
Showing
2 changed file
with
64 addition
and
32 deletion
+64
-32
python/paddle/reader/decorator.py
python/paddle/reader/decorator.py
+48
-32
python/paddle/reader/tests/decorator_test.py
python/paddle/reader/tests/decorator_test.py
+16
-0
未找到文件。
python/paddle/reader/decorator.py
浏览文件 @
7c085d96
...
...
@@ -12,7 +12,10 @@
# See the License for the specific language governing permissions and
# limitations under the License.
__all__
=
[
'buffered'
,
'compose'
,
'chain'
,
'shuffle'
,
'ComposeNotAligned'
]
__all__
=
[
'map_readers'
,
'buffered'
,
'compose'
,
'chain'
,
'shuffle'
,
'ComposeNotAligned'
]
from
Queue
import
Queue
from
threading
import
Thread
...
...
@@ -20,20 +23,38 @@ import itertools
import
random
def
map_readers
(
func
,
*
readers
):
"""
Creates a data reader that outputs return value of function using
output of each data readers as arguments.
:param func: function to use.
:param *readers: readers whose outputs will be used as arguments of func.
:returns: the created data reader.
"""
def
reader
():
rs
=
[]
for
r
in
readers
:
rs
.
append
(
r
())
for
e
in
itertools
.
imap
(
func
,
*
rs
):
yield
e
return
reader
def
shuffle
(
reader
,
buf_size
):
"""Creates a data reader whose data output is suffled.
"""
Creates a data reader whose data output is suffled.
Output from the iterator that created by original reader will be
buffered into shuffle buffer, and then shuffled. The size of shuffle buffer
is determined by argument buf_size.
Args:
reader: the original reader whose output will be
shuffled.
buf_size: shuffle buffer size.
:param reader: the original reader whose output will be shuffled.
:param buf_size: shuffle buffer size.
Returns:
the new reader whose output is shuffled.
:returns:the new reader whose output is shuffled.
"""
def
data_reader
():
...
...
@@ -55,8 +76,9 @@ def shuffle(reader, buf_size):
def
chain
(
*
readers
):
"""Creates a data reader whose output is the outputs of input data
readers chained together.
"""
Creates a data reader whose output is the outputs of input data
readers chained together.
If input readers output following data entries:
[0, 0, 0]
...
...
@@ -65,11 +87,8 @@ def chain(*readers):
The chained reader will output:
[0, 0, 0, 1, 1, 1, 2, 2, 2]
Args:
readers: input readers.
Returns:
the new data reader.
:param readers: input readers.
:returns: the new data reader.
"""
def
reader
():
...
...
@@ -88,25 +107,23 @@ class ComposeNotAligned(ValueError):
def
compose
(
*
readers
,
**
kwargs
):
"""Creates a data reader whose output is the combination of input readers.
"""
Creates a data reader whose output is the combination of input readers.
If input readers output following data entries:
(1, 2) 3 (4, 5)
The composed reader will output:
(1, 2, 3, 4, 5)
Args:
*readers: readers that will be composed together.
check_alignment: If True, will check if input readers are aligned
correctly. If False, will not check alignment and trailing outputs
will be discarded. Defaults to True.
:*readers: readers that will be composed together.
:check_alignment: if True, will check if input readers are aligned
correctly. If False, will not check alignment and trailing outputs
will be discarded. Defaults to True.
Returns:
the new data reader.
:returns: the new data reader.
Raises:
ComposeNotAligned: outputs of readers are not aligned.
Will not raise when check_alignment is set to False.
:raises ComposeNotAligned: outputs of readers are not aligned.
Will not raise when check_alignment is set to False.
"""
check_alignment
=
kwargs
.
pop
(
'check_alignment'
,
True
)
...
...
@@ -136,18 +153,17 @@ def compose(*readers, **kwargs):
def
buffered
(
reader
,
size
):
"""Creates a buffered data reader.
"""
Creates a buffered data reader.
The buffered data reader will read and save data entries into a
buffer. Reading from the buffered data reader will proceed as long
as the buffer is not empty.
Args:
reader: the data reader to read from.
size: max buffer size.
:param reader: the data reader to read from.
:param size: max buffer size.
Returns:
The buffered data reader.
:returns: the buffered data reader.
"""
class
EndSignal
():
...
...
python/paddle/reader/tests/decorator_test.py
浏览文件 @
7c085d96
...
...
@@ -26,6 +26,22 @@ def reader_creator_10(dur):
return
reader
class
TestMap
(
unittest
.
TestCase
):
def
test_map
(
self
):
d
=
{
"h"
:
0
,
"i"
:
1
}
def
tokenize
(
x
):
return
d
[
x
]
def
read
():
yield
"h"
yield
"i"
r
=
paddle
.
reader
.
map_readers
(
tokenize
,
read
)
for
i
,
e
in
enumerate
(
r
()):
self
.
assertEqual
(
e
,
i
)
class
TestBuffered
(
unittest
.
TestCase
):
def
test_read
(
self
):
for
size
in
range
(
20
):
...
...
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