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18427581
编写于
4月 04, 2018
作者:
Y
Yancey1989
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
prefetch prog run on new scope
上级
0cafe390
变更
6
显示空白变更内容
内联
并排
Showing
6 changed file
with
82 addition
and
35 deletion
+82
-35
paddle/fluid/framework/scope.cc
paddle/fluid/framework/scope.cc
+3
-2
paddle/fluid/framework/scope.h
paddle/fluid/framework/scope.h
+5
-1
paddle/fluid/operators/detail/grpc_server.cc
paddle/fluid/operators/detail/grpc_server.cc
+12
-7
paddle/fluid/operators/detail/grpc_server_test.cc
paddle/fluid/operators/detail/grpc_server_test.cc
+37
-21
paddle/fluid/operators/detail/variable_response.cc
paddle/fluid/operators/detail/variable_response.cc
+18
-2
paddle/fluid/operators/detail/variable_response.h
paddle/fluid/operators/detail/variable_response.h
+7
-2
未找到文件。
paddle/fluid/framework/scope.cc
浏览文件 @
18427581
...
@@ -15,7 +15,6 @@ limitations under the License. */
...
@@ -15,7 +15,6 @@ limitations under the License. */
#include "paddle/fluid/framework/scope.h"
#include "paddle/fluid/framework/scope.h"
#include <memory> // for unique_ptr
#include <memory> // for unique_ptr
#include <mutex> // for call_once
#include <set>
#include <set>
#include "glog/logging.h"
#include "glog/logging.h"
#include "paddle/fluid/framework/threadpool.h"
#include "paddle/fluid/framework/threadpool.h"
...
@@ -39,6 +38,7 @@ Scope::~Scope() {
...
@@ -39,6 +38,7 @@ Scope::~Scope() {
}
}
Scope
&
Scope
::
NewScope
()
const
{
Scope
&
Scope
::
NewScope
()
const
{
std
::
unique_lock
<
std
::
mutex
>
lock
(
mutex_
);
kids_
.
push_back
(
new
Scope
(
this
));
kids_
.
push_back
(
new
Scope
(
this
));
return
*
kids_
.
back
();
return
*
kids_
.
back
();
}
}
...
@@ -92,6 +92,7 @@ std::vector<std::string> Scope::LocalVarNames() const {
...
@@ -92,6 +92,7 @@ std::vector<std::string> Scope::LocalVarNames() const {
}
}
void
Scope
::
DeleteScope
(
Scope
*
scope
)
{
void
Scope
::
DeleteScope
(
Scope
*
scope
)
{
std
::
unique_lock
<
std
::
mutex
>
lock
(
mutex_
);
auto
it
=
std
::
find
(
this
->
kids_
.
begin
(),
this
->
kids_
.
end
(),
scope
);
auto
it
=
std
::
find
(
this
->
kids_
.
begin
(),
this
->
kids_
.
end
(),
scope
);
PADDLE_ENFORCE
(
it
!=
this
->
kids_
.
end
(),
"Cannot find %p as kid scope"
,
scope
);
PADDLE_ENFORCE
(
it
!=
this
->
kids_
.
end
(),
"Cannot find %p as kid scope"
,
scope
);
this
->
kids_
.
erase
(
it
);
this
->
kids_
.
erase
(
it
);
...
@@ -103,7 +104,7 @@ void Scope::DeleteScope(Scope* scope) {
...
@@ -103,7 +104,7 @@ void Scope::DeleteScope(Scope* scope) {
}
}
}
}
void
Scope
::
EraseVars
(
std
::
vector
<
std
::
string
>&
var_names
)
{
void
Scope
::
EraseVars
(
const
std
::
vector
<
std
::
string
>&
var_names
)
{
std
::
set
<
std
::
string
>
var_set
(
var_names
.
begin
(),
var_names
.
end
());
std
::
set
<
std
::
string
>
var_set
(
var_names
.
begin
(),
var_names
.
end
());
for
(
auto
it
=
vars_
.
begin
();
it
!=
vars_
.
end
();)
{
for
(
auto
it
=
vars_
.
begin
();
it
!=
vars_
.
end
();)
{
if
(
var_set
.
find
(
it
->
first
)
!=
var_set
.
end
())
{
if
(
var_set
.
find
(
it
->
first
)
!=
var_set
.
end
())
{
...
...
paddle/fluid/framework/scope.h
浏览文件 @
18427581
...
@@ -15,6 +15,7 @@ limitations under the License. */
...
@@ -15,6 +15,7 @@ limitations under the License. */
#pragma once
#pragma once
#include <list>
#include <list>
#include <mutex> // NOLINT
#include <string>
#include <string>
#include <unordered_map>
#include <unordered_map>
#include <vector>
#include <vector>
...
@@ -51,7 +52,7 @@ class Scope {
...
@@ -51,7 +52,7 @@ class Scope {
/// Create a variable with a scope-unique name.
/// Create a variable with a scope-unique name.
Variable
*
Var
(
std
::
string
*
name
=
nullptr
);
Variable
*
Var
(
std
::
string
*
name
=
nullptr
);
void
EraseVars
(
std
::
vector
<
std
::
string
>&
var_names
);
void
EraseVars
(
const
std
::
vector
<
std
::
string
>&
var_names
);
/// Find a variable in the scope or any of its ancestors. Returns
/// Find a variable in the scope or any of its ancestors. Returns
/// nullptr if cannot find.
/// nullptr if cannot find.
...
@@ -88,6 +89,9 @@ class Scope {
...
@@ -88,6 +89,9 @@ class Scope {
Scope
const
*
parent_
{
nullptr
};
Scope
const
*
parent_
{
nullptr
};
DISABLE_COPY_AND_ASSIGN
(
Scope
);
DISABLE_COPY_AND_ASSIGN
(
Scope
);
private:
mutable
std
::
mutex
mutex_
;
};
};
}
// namespace framework
}
// namespace framework
}
// namespace paddle
}
// namespace paddle
paddle/fluid/operators/detail/grpc_server.cc
浏览文件 @
18427581
...
@@ -145,23 +145,28 @@ class RequestPrefetch final : public RequestBase {
...
@@ -145,23 +145,28 @@ class RequestPrefetch final : public RequestBase {
executor_
(
executor
),
executor_
(
executor
),
program_
(
program
),
program_
(
program
),
blkid_
(
blkid
)
{
blkid_
(
blkid
)
{
request_
.
reset
(
new
VariableResponse
(
scope
,
dev_ctx_
));
int
method_id
=
static_cast
<
int
>
(
detail
::
GrpcMethod
::
kPrefetchVariable
);
int
method_id
=
static_cast
<
int
>
(
detail
::
GrpcMethod
::
kPrefetchVariable
);
service_
->
RequestAsyncUnary
(
method_id
,
&
ctx_
,
&
request_
,
&
responder_
,
cq
_
,
service_
->
RequestAsyncUnary
(
method_id
,
&
ctx_
,
request_
.
get
(),
&
responder
_
,
cq_
,
this
);
cq_
,
cq_
,
this
);
}
}
virtual
~
RequestPrefetch
()
{}
virtual
~
RequestPrefetch
()
{}
virtual
std
::
string
GetReqName
()
{
return
request_
.
v
arname
();
}
virtual
std
::
string
GetReqName
()
{
return
request_
->
V
arname
();
}
virtual
void
Process
()
{
virtual
void
Process
()
{
// prefetch process...
// prefetch process...
::
grpc
::
ByteBuffer
reply
;
::
grpc
::
ByteBuffer
reply
;
executor_
->
Run
(
*
program_
,
scope_
,
blkid_
,
false
,
false
);
std
::
string
var_name
=
request_
->
OutVarname
();
auto
var_desc
=
program_
->
Block
(
0
).
FindVar
(
var_name
);
framework
::
Scope
*
local_scope
=
&
scope_
->
NewScope
();
auto
*
var
=
local_scope
->
FindVar
(
var_name
);
InitializeVariable
(
var
,
var_desc
->
GetType
());
executor_
->
Run
(
*
program_
,
local_scope
,
blkid_
,
false
,
false
);
std
::
string
var_name
=
request_
.
out_varname
();
auto
*
var
=
scope_
->
FindVar
(
var_name
);
SerializeToByteBuffer
(
var_name
,
var
,
*
dev_ctx_
,
&
reply
);
SerializeToByteBuffer
(
var_name
,
var
,
*
dev_ctx_
,
&
reply
);
responder_
.
Finish
(
reply
,
::
grpc
::
Status
::
OK
,
this
);
responder_
.
Finish
(
reply
,
::
grpc
::
Status
::
OK
,
this
);
...
@@ -169,7 +174,7 @@ class RequestPrefetch final : public RequestBase {
...
@@ -169,7 +174,7 @@ class RequestPrefetch final : public RequestBase {
}
}
protected:
protected:
s
endrecv
::
VariableMessage
request_
;
s
td
::
shared_ptr
<
VariableResponse
>
request_
;
ServerAsyncResponseWriter
<::
grpc
::
ByteBuffer
>
responder_
;
ServerAsyncResponseWriter
<::
grpc
::
ByteBuffer
>
responder_
;
framework
::
Scope
*
scope_
;
framework
::
Scope
*
scope_
;
framework
::
Executor
*
executor_
;
framework
::
Executor
*
executor_
;
...
...
paddle/fluid/operators/detail/grpc_server_test.cc
浏览文件 @
18427581
...
@@ -14,12 +14,13 @@ limitations under the License. */
...
@@ -14,12 +14,13 @@ limitations under the License. */
#include <unistd.h>
#include <unistd.h>
#include <string>
#include <string>
#include <thread>
#include <thread>
// NOLINT
#include "gtest/gtest.h"
#include "gtest/gtest.h"
#include "paddle/fluid/operators/detail/grpc_client.h"
#include "paddle/fluid/operators/detail/grpc_client.h"
#include "paddle/fluid/operators/detail/grpc_server.h"
#include "paddle/fluid/operators/detail/grpc_server.h"
#include "paddle/fluid/framework/block_desc.h"
#include "paddle/fluid/framework/op_registry.h"
#include "paddle/fluid/framework/op_registry.h"
#include "paddle/fluid/framework/operator.h"
#include "paddle/fluid/framework/operator.h"
...
@@ -31,9 +32,9 @@ USE_OP(lookup_table);
...
@@ -31,9 +32,9 @@ USE_OP(lookup_table);
std
::
unique_ptr
<
detail
::
AsyncGRPCServer
>
rpc_service_
;
std
::
unique_ptr
<
detail
::
AsyncGRPCServer
>
rpc_service_
;
framework
::
BlockDesc
*
AppendPrefetchBlcok
(
framework
::
ProgramDesc
&
program
)
{
framework
::
BlockDesc
*
AppendPrefetchBlcok
(
framework
::
ProgramDesc
*
program
)
{
const
auto
&
root_block
=
program
.
Block
(
0
);
auto
root_block
=
program
->
Mutable
Block
(
0
);
auto
*
block
=
program
.
AppendBlock
(
root_block
);
auto
*
block
=
program
->
AppendBlock
(
*
root_block
);
framework
::
VariableNameMap
input
({{
"W"
,
{
"w"
}},
{
"Ids"
,
{
"ids"
}}});
framework
::
VariableNameMap
input
({{
"W"
,
{
"w"
}},
{
"Ids"
,
{
"ids"
}}});
framework
::
VariableNameMap
output
({{
"Output"
,
{
"out"
}}});
framework
::
VariableNameMap
output
({{
"Output"
,
{
"out"
}}});
...
@@ -42,32 +43,48 @@ framework::BlockDesc* AppendPrefetchBlcok(framework::ProgramDesc& program) {
...
@@ -42,32 +43,48 @@ framework::BlockDesc* AppendPrefetchBlcok(framework::ProgramDesc& program) {
op
->
SetInput
(
"W"
,
{
"w"
});
op
->
SetInput
(
"W"
,
{
"w"
});
op
->
SetInput
(
"Ids"
,
{
"ids"
});
op
->
SetInput
(
"Ids"
,
{
"ids"
});
op
->
SetOutput
(
"Out"
,
{
"out"
});
op
->
SetOutput
(
"Out"
,
{
"out"
});
auto
&
out
=
*
root_block
->
Var
(
"out"
);
out
.
SetType
(
framework
::
proto
::
VarType
::
LOD_TENSOR
);
out
.
SetShape
({
10
,
10
});
return
block
;
return
block
;
}
}
void
InitTensorsInScope
(
framework
::
Scope
&
scope
,
platform
::
CPUPlace
&
place
)
{
void
CreateVarsOnScope
(
framework
::
Scope
*
scope
,
platform
::
CPUPlace
*
place
)
{
auto
w_var
=
scope
.
Var
(
"w"
);
auto
w_var
=
scope
->
Var
(
"w"
);
auto
w
=
w_var
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
w
=
w_var
->
GetMutable
<
framework
::
LoDTensor
>
();
w
->
Resize
({
10
,
10
});
w
->
Resize
({
10
,
10
});
float
*
ptr
=
w
->
mutable_data
<
float
>
(
place
);
w
->
mutable_data
<
float
>
(
*
place
);
for
(
int64_t
i
=
0
;
i
<
w
->
numel
();
++
i
)
{
ptr
[
i
]
=
static_cast
<
float
>
(
i
/
10
);
}
auto
out_var
=
scope
.
Var
(
"out"
);
auto
out_var
=
scope
->
Var
(
"out"
);
auto
out
=
out_var
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
out
=
out_var
->
GetMutable
<
framework
::
LoDTensor
>
();
out
->
Resize
({
5
,
10
});
out
->
Resize
({
5
,
10
});
out
->
mutable_data
<
float
>
(
place
);
out
->
mutable_data
<
float
>
(
*
place
);
auto
ids_var
=
scope
.
Var
(
"ids"
);
auto
ids_var
=
scope
->
Var
(
"ids"
);
auto
ids
=
ids_var
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
ids
=
ids_var
->
GetMutable
<
framework
::
LoDTensor
>
();
ids
->
Resize
({
5
,
1
});
ids
->
Resize
({
5
,
1
});
auto
ids_ptr
=
ids
->
mutable_data
<
int64_t
>
(
place
);
}
void
InitTensorsOnClient
(
framework
::
Scope
*
scope
,
platform
::
CPUPlace
*
place
)
{
CreateVarsOnScope
(
scope
,
place
);
auto
ids
=
scope
->
Var
(
"ids"
)
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
ptr
=
ids
->
mutable_data
<
int64_t
>
(
*
place
);
for
(
int64_t
i
=
0
;
i
<
ids
->
numel
();
++
i
)
{
for
(
int64_t
i
=
0
;
i
<
ids
->
numel
();
++
i
)
{
ids_
ptr
[
i
]
=
i
*
2
;
ptr
[
i
]
=
i
*
2
;
}
}
}
}
void
InitTensorsOnServer
(
framework
::
Scope
*
scope
,
platform
::
CPUPlace
*
place
)
{
CreateVarsOnScope
(
scope
,
place
);
auto
w_var
=
scope
->
Var
(
"w"
);
auto
w
=
w_var
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
ptr
=
w
->
mutable_data
<
float
>
(
*
place
);
for
(
int64_t
i
=
0
;
i
<
w
->
numel
();
++
i
)
{
ptr
[
i
]
=
static_cast
<
float
>
(
i
/
10
);
}
}
void
StartServer
(
const
std
::
string
&
endpoint
)
{
void
StartServer
(
const
std
::
string
&
endpoint
)
{
rpc_service_
.
reset
(
new
detail
::
AsyncGRPCServer
(
endpoint
));
rpc_service_
.
reset
(
new
detail
::
AsyncGRPCServer
(
endpoint
));
...
@@ -76,8 +93,8 @@ void StartServer(const std::string& endpoint) {
...
@@ -76,8 +93,8 @@ void StartServer(const std::string& endpoint) {
platform
::
CPUPlace
place
;
platform
::
CPUPlace
place
;
framework
::
Executor
exe
(
place
);
framework
::
Executor
exe
(
place
);
platform
::
CPUDeviceContext
ctx
(
place
);
platform
::
CPUDeviceContext
ctx
(
place
);
auto
*
block
=
AppendPrefetchBlcok
(
program
);
auto
*
block
=
AppendPrefetchBlcok
(
&
program
);
InitTensors
InScope
(
scope
,
place
);
InitTensors
OnServer
(
&
scope
,
&
place
);
rpc_service_
->
SetProgram
(
&
program
);
rpc_service_
->
SetProgram
(
&
program
);
rpc_service_
->
SetPrefetchBlkdId
(
block
->
ID
());
rpc_service_
->
SetPrefetchBlkdId
(
block
->
ID
());
...
@@ -88,22 +105,20 @@ void StartServer(const std::string& endpoint) {
...
@@ -88,22 +105,20 @@ void StartServer(const std::string& endpoint) {
rpc_service_
->
RunSyncUpdate
();
rpc_service_
->
RunSyncUpdate
();
}
}
TEST
(
PREFETCH
,
CPU
)
{
TEST
(
PREFETCH
,
CPU
)
{
// start up a server instance backend
// start up a server instance backend
// TODO(Yancey1989): Need to start a server with optimize blocks and
// TODO(Yancey1989): Need to start a server with optimize blocks and
// prefetch blocks.
// prefetch blocks.
std
::
thread
server_thread
(
StartServer
,
"127.0.0.1:8889"
);
std
::
thread
server_thread
(
StartServer
,
"127.0.0.1:8889"
);
sleep
(
3
);
sleep
(
2
);
framework
::
Scope
scope
;
framework
::
Scope
scope
;
platform
::
CPUPlace
place
;
platform
::
CPUPlace
place
;
platform
::
CPUDeviceContext
ctx
(
place
);
platform
::
CPUDeviceContext
ctx
(
place
);
// create var on local scope
// create var on local scope
InitTensors
InScope
(
scope
,
place
);
InitTensors
OnClient
(
&
scope
,
&
place
);
std
::
string
in_var_name
(
"ids"
);
std
::
string
in_var_name
(
"ids"
);
std
::
string
out_var_name
(
"out"
);
std
::
string
out_var_name
(
"out"
);
detail
::
RPCClient
client
;
detail
::
RPCClient
client
;
client
.
AsyncPrefetchVariable
(
"127.0.0.1:8889"
,
ctx
,
scope
,
in_var_name
,
client
.
AsyncPrefetchVariable
(
"127.0.0.1:8889"
,
ctx
,
scope
,
in_var_name
,
out_var_name
);
out_var_name
);
...
@@ -111,6 +126,7 @@ TEST(PREFETCH, CPU) {
...
@@ -111,6 +126,7 @@ TEST(PREFETCH, CPU) {
auto
out_var
=
scope
.
Var
(
out_var_name
);
auto
out_var
=
scope
.
Var
(
out_var_name
);
auto
out
=
out_var
->
Get
<
framework
::
LoDTensor
>
();
auto
out
=
out_var
->
Get
<
framework
::
LoDTensor
>
();
auto
out_ptr
=
out
.
data
<
float
>
();
auto
out_ptr
=
out
.
data
<
float
>
();
rpc_service_
->
ShutDown
();
rpc_service_
->
ShutDown
();
server_thread
.
join
();
server_thread
.
join
();
...
...
paddle/fluid/operators/detail/variable_response.cc
浏览文件 @
18427581
...
@@ -108,7 +108,8 @@ bool ReadRaw(::google::protobuf::io::CodedInputStream* input,
...
@@ -108,7 +108,8 @@ bool ReadRaw(::google::protobuf::io::CodedInputStream* input,
bool
VariableResponse
::
CopyLodTensorData
(
bool
VariableResponse
::
CopyLodTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
const
platform
::
DeviceContext
&
ctx
,
framework
::
DDim
&
dims
,
int
length
)
{
const
platform
::
DeviceContext
&
ctx
,
const
framework
::
DDim
&
dims
,
int
length
)
{
auto
var
=
scope_
->
FindVar
(
meta_
.
varname
());
auto
var
=
scope_
->
FindVar
(
meta_
.
varname
());
auto
*
tensor
=
var
->
GetMutable
<
framework
::
LoDTensor
>
();
auto
*
tensor
=
var
->
GetMutable
<
framework
::
LoDTensor
>
();
tensor
->
Resize
(
dims
);
tensor
->
Resize
(
dims
);
...
@@ -144,7 +145,8 @@ inline framework::DDim GetDims(
...
@@ -144,7 +145,8 @@ inline framework::DDim GetDims(
bool
VariableResponse
::
CopySelectRowsTensorData
(
bool
VariableResponse
::
CopySelectRowsTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
const
platform
::
DeviceContext
&
ctx
,
framework
::
DDim
&
dims
,
int
length
)
{
const
platform
::
DeviceContext
&
ctx
,
const
framework
::
DDim
&
dims
,
int
length
)
{
auto
var
=
scope_
->
FindVar
(
meta_
.
varname
());
auto
var
=
scope_
->
FindVar
(
meta_
.
varname
());
auto
*
slr
=
var
->
GetMutable
<
framework
::
SelectedRows
>
();
auto
*
slr
=
var
->
GetMutable
<
framework
::
SelectedRows
>
();
slr
->
set_height
(
meta_
.
slr_height
());
slr
->
set_height
(
meta_
.
slr_height
());
...
@@ -410,6 +412,20 @@ int VariableResponse::Parse(Source* source) {
...
@@ -410,6 +412,20 @@ int VariableResponse::Parse(Source* source) {
}
}
break
;
break
;
}
}
case
sendrecv
::
VariableMessage
::
kOutVarnameFieldNumber
:
{
uint32_t
length
;
if
((
wt
!=
WIRETYPE_LENGTH_DELIMITED
)
||
!
input
.
ReadVarint32
(
&
length
))
{
return
tag
;
}
std
::
string
temp
;
if
(
!
input
.
ReadString
(
&
temp
,
length
))
{
return
tag
;
}
meta_
.
set_out_varname
(
temp
);
break
;
}
default:
{
default:
{
// Unknown tag, return unknown error.
// Unknown tag, return unknown error.
...
...
paddle/fluid/operators/detail/variable_response.h
浏览文件 @
18427581
...
@@ -14,6 +14,10 @@
...
@@ -14,6 +14,10 @@
#pragma once
#pragma once
#include <string>
#include <utility>
#include <vector>
#include "paddle/fluid/framework/data_type.h"
#include "paddle/fluid/framework/data_type.h"
#include "paddle/fluid/framework/lod_tensor.h"
#include "paddle/fluid/framework/lod_tensor.h"
#include "paddle/fluid/framework/scope.h"
#include "paddle/fluid/framework/scope.h"
...
@@ -53,6 +57,7 @@ class VariableResponse {
...
@@ -53,6 +57,7 @@ class VariableResponse {
int
Parse
(
const
::
grpc
::
ByteBuffer
&
byte_buffer
);
int
Parse
(
const
::
grpc
::
ByteBuffer
&
byte_buffer
);
inline
std
::
string
Varname
()
{
return
meta_
.
varname
();
}
inline
std
::
string
Varname
()
{
return
meta_
.
varname
();
}
inline
std
::
string
OutVarname
()
{
return
meta_
.
out_varname
();
}
// should call parse first.
// should call parse first.
framework
::
Variable
*
GetVar
()
{
return
scope_
->
FindVar
(
meta_
.
varname
());
}
framework
::
Variable
*
GetVar
()
{
return
scope_
->
FindVar
(
meta_
.
varname
());
}
...
@@ -60,14 +65,14 @@ class VariableResponse {
...
@@ -60,14 +65,14 @@ class VariableResponse {
private:
private:
bool
CopySelectRowsTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
bool
CopySelectRowsTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
const
platform
::
DeviceContext
&
ctx
,
const
platform
::
DeviceContext
&
ctx
,
framework
::
DDim
&
dims
,
int
length
);
const
framework
::
DDim
&
dims
,
int
length
);
bool
CopySelectRowsData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
bool
CopySelectRowsData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
const
platform
::
DeviceContext
&
ctx
,
int
length
);
const
platform
::
DeviceContext
&
ctx
,
int
length
);
bool
CopyLodTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
bool
CopyLodTensorData
(
::
google
::
protobuf
::
io
::
CodedInputStream
*
input
,
const
platform
::
DeviceContext
&
ctx
,
const
platform
::
DeviceContext
&
ctx
,
framework
::
DDim
&
dims
,
int
length
);
const
framework
::
DDim
&
dims
,
int
length
);
private:
private:
const
framework
::
Scope
*
scope_
;
const
framework
::
Scope
*
scope_
;
...
...
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