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2ea4a5d9
编写于
6年前
作者:
Y
Yu Yang
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Polish double buffer reader
上级
46ae4075
6 合并请求
!11636
[IMPORTANT] MKLDNN layout: Support for sum operator
,
!11358
Merge release 0.12.0 and 0.13.0 to master
,
!11107
merge release/0.12.0 release/0.13.0
,
!11094
Master release/0.12.0 to master
,
!11092
Release/0.12.0
,
!8991
Feature/shuffle reader
变更
3
显示空白变更内容
内联
并排
Showing
3 changed file
with
81 addition
and
22 deletion
+81
-22
paddle/fluid/operators/reader/create_double_buffer_reader_op.cc
.../fluid/operators/reader/create_double_buffer_reader_op.cc
+60
-19
python/paddle/fluid/layers/io.py
python/paddle/fluid/layers/io.py
+9
-1
python/paddle/fluid/tests/unittests/test_recordio_reader.py
python/paddle/fluid/tests/unittests/test_recordio_reader.py
+12
-2
未找到文件。
paddle/fluid/operators/reader/create_double_buffer_reader_op.cc
浏览文件 @
2ea4a5d9
...
...
@@ -24,11 +24,16 @@ static constexpr size_t kDoubleBufferSize = 2;
class
DoubleBufferReader
:
public
framework
::
DecoratedReader
{
public:
explicit
DoubleBufferReader
(
ReaderBase
*
reader
)
:
DecoratedReader
(
reader
),
buffer_
(
framework
::
MakeChannel
<
std
::
vector
<
framework
::
LoDTensor
>>
(
kDoubleBufferSize
))
{
std
::
thread
prefetch
(
&
DoubleBufferReader
::
PrefetchThreadFunc
,
this
);
explicit
DoubleBufferReader
(
ReaderBase
*
reader
,
platform
::
Place
target_place
=
platform
::
CPUPlace
())
:
DecoratedReader
(
reader
),
place_
(
target_place
)
{
start_thread
();
}
void
start_thread
()
{
buffer_
=
framework
::
MakeChannel
<
std
::
vector
<
framework
::
LoDTensor
>>
(
kDoubleBufferSize
);
std
::
thread
prefetch
([
this
]
{
PrefetchThreadFunc
();
});
prefetch
.
detach
();
}
...
...
@@ -43,6 +48,8 @@ class DoubleBufferReader : public framework::DecoratedReader {
void
PrefetchThreadFunc
();
framework
::
Channel
<
std
::
vector
<
framework
::
LoDTensor
>>*
buffer_
;
platform
::
Place
place_
;
mutable
std
::
vector
<
framework
::
LoDTensor
>
local_buffer_
;
};
class
CreateDoubleBufferReaderOp
:
public
framework
::
OperatorBase
{
...
...
@@ -56,7 +63,20 @@ class CreateDoubleBufferReaderOp : public framework::OperatorBase {
->
Get
<
framework
::
ReaderHolder
>
();
auto
*
out
=
scope
.
FindVar
(
Output
(
"Out"
))
->
template
GetMutable
<
framework
::
ReaderHolder
>();
out
->
Reset
(
new
DoubleBufferReader
(
underlying_reader
.
Get
()));
auto
place_str
=
Attr
<
std
::
string
>
(
"place"
);
platform
::
Place
place
;
if
(
place_str
==
"CPU"
)
{
place
=
platform
::
CPUPlace
();
}
else
{
std
::
istringstream
sin
(
place_str
);
sin
.
seekg
(
std
::
string
(
"CUDA:"
).
size
(),
std
::
ios
::
beg
);
size_t
num
;
sin
>>
num
;
place
=
platform
::
CUDAPlace
(
static_cast
<
int
>
(
num
));
}
out
->
Reset
(
new
DoubleBufferReader
(
underlying_reader
.
Get
(),
place
));
}
};
...
...
@@ -71,44 +91,65 @@ class CreateDoubleBufferReaderOpMaker : public DecoratedReaderMakerBase {
It launches another thread to execute the 'underlying reader' asynchronously,
which prevents reading process from blocking subsequent training.
)DOC"
);
std
::
unordered_set
<
std
::
string
>
enum_range
;
constexpr
size_t
kMaxCUDADevs
=
128
;
for
(
size_t
i
=
0
;
i
<
kMaxCUDADevs
;
++
i
)
{
enum_range
.
insert
(
string
::
Sprintf
(
"CUDA:%d"
,
i
));
}
enum_range
.
insert
(
"CPU"
);
AddAttr
<
std
::
string
>
(
"place"
,
"The double buffer place, default is CPU"
)
.
SetDefault
(
"CPU"
)
.
InEnum
({
enum_range
});
}
};
void
DoubleBufferReader
::
ReadNext
(
std
::
vector
<
framework
::
LoDTensor
>*
out
)
{
out
->
clear
();
if
(
local_buffer_
.
empty
())
{
buffer_
->
Receive
(
out
);
}
else
{
*
out
=
local_buffer_
;
local_buffer_
.
clear
();
}
}
void
DoubleBufferReader
::
ReInit
()
{
reader_
->
ReInit
();
buffer_
->
Close
();
// The existing prefetch thread will terminate for the buffer_ is closed.
buffer_
=
framework
::
MakeChannel
<
std
::
vector
<
framework
::
LoDTensor
>>
(
kDoubleBufferSize
);
std
::
thread
prefetch
(
&
DoubleBufferReader
::
PrefetchThreadFunc
,
this
);
prefetch
.
detach
();
start_thread
();
}
void
DoubleBufferReader
::
PrefetchThreadFunc
()
{
VLOG
(
5
)
<<
"A new prefetch thread starts."
;
while
(
true
)
{
while
(
reader_
->
HasNext
()
)
{
std
::
vector
<
framework
::
LoDTensor
>
batch
;
reader_
->
ReadNext
(
&
batch
);
if
(
batch
.
empty
())
{
// EOF
buffer_
->
Close
();
VLOG
(
5
)
<<
"Reached the end of the file. The prefetch thread terminates."
;
break
;
if
(
platform
::
is_gpu_place
(
place_
))
{
std
::
vector
<
framework
::
LoDTensor
>
gpu_batch
;
gpu_batch
.
resize
(
batch
.
size
());
for
(
size_t
i
=
0
;
i
<
batch
.
size
();
++
i
)
{
framework
::
TensorCopy
(
batch
[
i
],
place_
,
&
gpu_batch
[
i
]);
gpu_batch
[
i
].
set_lod
(
batch
[
i
].
lod
());
}
}
if
(
!
buffer_
->
Send
(
&
batch
))
{
VLOG
(
5
)
<<
"WARNING: The double buffer channel has been closed. The "
"prefetch thread terminates."
;
break
;
}
}
buffer_
->
Close
();
}
bool
DoubleBufferReader
::
HasNext
()
const
{
PADDLE_THROW
(
"Not Implemented"
);
}
bool
DoubleBufferReader
::
HasNext
()
const
{
if
(
local_buffer_
.
empty
())
{
bool
ok
=
buffer_
->
Receive
(
&
local_buffer_
);
return
ok
;
}
else
{
return
true
;
}
}
}
// namespace reader
}
// namespace operators
...
...
This diff is collapsed.
Click to expand it.
python/paddle/fluid/layers/io.py
浏览文件 @
2ea4a5d9
...
...
@@ -21,7 +21,7 @@ from ..executor import global_scope
__all__
=
[
'data'
,
'BlockGuardServ'
,
'ListenAndServ'
,
'Send'
,
'open_recordio_file'
,
'read_file'
,
'create_shuffle_reader'
'read_file'
,
'create_shuffle_reader'
,
'create_double_buffer_reader'
]
...
...
@@ -306,6 +306,14 @@ def create_shuffle_reader(reader, buffer_size):
{
'buffer_size'
:
int
(
buffer_size
)})
def
create_double_buffer_reader
(
reader
,
place
=
None
):
attrs
=
dict
()
if
place
is
not
None
:
attrs
[
'place'
]
=
str
(
place
).
upper
()
return
__create_decorated_reader__
(
'create_double_buffer_reader'
,
reader
,
attrs
)
def
read_file
(
file_obj
):
helper
=
LayerHelper
(
'read_file'
)
out
=
[
...
...
This diff is collapsed.
Click to expand it.
python/paddle/fluid/tests/unittests/test_recordio_reader.py
浏览文件 @
2ea4a5d9
...
...
@@ -13,9 +13,10 @@
# limitations under the License.
import
unittest
import
paddle.fluid
as
fluid
import
paddle.v2.dataset.mnist
as
mnist
import
paddle.v2
as
paddle
import
paddle.v2.dataset.mnist
as
mnist
class
TestRecordIO
(
unittest
.
TestCase
):
...
...
@@ -53,7 +54,12 @@ class TestRecordIO(unittest.TestCase):
fluid
.
optimizer
.
Adam
(
learning_rate
=
1e-3
).
minimize
(
avg_loss
)
exe
=
fluid
.
Executor
(
fluid
.
CPUPlace
())
if
fluid
.
core
.
is_compiled_with_cuda
():
place
=
fluid
.
CUDAPlace
(
0
)
else
:
place
=
fluid
.
CPUPlace
()
exe
=
fluid
.
Executor
(
place
)
exe
.
run
(
fluid
.
default_startup_program
())
avg_loss_np
=
[]
...
...
@@ -69,3 +75,7 @@ class TestRecordIO(unittest.TestCase):
def
test_shuffle_reader
(
self
):
self
.
test_main
(
decorator_callback
=
lambda
reader
:
fluid
.
layers
.
create_shuffle_reader
(
reader
,
buffer_size
=
200
))
def
test_double_buffer_reader
(
self
):
self
.
test_main
(
decorator_callback
=
lambda
reader
:
fluid
.
layers
.
create_double_buffer_reader
(
reader
,
place
=
'cuda:0'
if
fluid
.
core
.
is_compiled_with_cuda
()
else
'cpu'
))
This diff is collapsed.
Click to expand it.
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