Skip to content
体验新版
项目
组织
正在加载...
登录
切换导航
打开侧边栏
PaddlePaddle
PaddleDetection
提交
9b960330
P
PaddleDetection
项目概览
PaddlePaddle
/
PaddleDetection
大约 1 年 前同步成功
通知
695
Star
11112
Fork
2696
代码
文件
提交
分支
Tags
贡献者
分支图
Diff
Issue
184
列表
看板
标记
里程碑
合并请求
40
Wiki
0
Wiki
分析
仓库
DevOps
项目成员
Pages
P
PaddleDetection
项目概览
项目概览
详情
发布
仓库
仓库
文件
提交
分支
标签
贡献者
分支图
比较
Issue
184
Issue
184
列表
看板
标记
里程碑
合并请求
40
合并请求
40
Pages
分析
分析
仓库分析
DevOps
Wiki
0
Wiki
成员
成员
收起侧边栏
关闭侧边栏
动态
分支图
创建新Issue
提交
Issue看板
提交
9b960330
编写于
7月 11, 2018
作者:
X
Xin Pan
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
graph attrs
上级
2eeaa8d5
变更
3
隐藏空白更改
内联
并排
Showing
3 changed file
with
111 addition
and
86 deletion
+111
-86
paddle/fluid/framework/details/multi_devices_graph_builder.cc
...le/fluid/framework/details/multi_devices_graph_builder.cc
+43
-72
paddle/fluid/framework/details/ssa_graph_builder.cc
paddle/fluid/framework/details/ssa_graph_builder.cc
+6
-11
paddle/fluid/framework/ir/graph.h
paddle/fluid/framework/ir/graph.h
+62
-3
未找到文件。
paddle/fluid/framework/details/multi_devices_graph_builder.cc
浏览文件 @
9b960330
...
...
@@ -70,8 +70,7 @@ MultiDevSSAGraphBuilder::MultiDevSSAGraphBuilder(
void
MultiDevSSAGraphBuilder
::
CreateOpHandleIOs
(
Graph
*
result
,
const
OpDesc
&
op
,
size_t
place_id
)
const
{
auto
p
=
places_
[
place_id
];
auto
*
op_handle
=
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
();
auto
*
op_handle
=
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
();
op_handle
->
SetDeviceContext
(
p
,
platform
::
DeviceContextPool
::
Instance
().
Get
(
p
));
...
...
@@ -179,13 +178,9 @@ std::unique_ptr<SSAGraph> MultiDevSSAGraphBuilder::Build(
std
::
unordered_set
<
std
::
string
>
og_has_been_broadcast
;
// We cannot invoke resize. It is a bug of GCC 4.8
result
.
attrs
[
"vars"
]
=
new
std
::
vector
<
std
::
unordered_map
<
std
::
string
,
std
::
vector
<
std
::
unique_ptr
<
VarHandle
>>>>
(
places_
.
size
());
result
.
attrs
[
"dep_vars"
]
=
new
std
::
unordered_set
<
std
::
unique_ptr
<
VarHandleBase
>>
();
result
.
attrs
[
"ops"
]
=
new
std
::
vector
<
std
::
unique_ptr
<
OpHandleBase
>>
();
result
.
Set
(
"vars"
,
new
GraphVars
(
places_
.
size
()));
result
.
Set
(
"dep_vars"
,
new
GraphDepVars
);
result
.
Set
(
"ops"
,
new
GraphOps
);
// find send/recv vars so that we can place the distributed training
// realted op in the place 0
auto
send_vars
=
FindDistTrainSendVars
(
program
);
...
...
@@ -308,13 +303,9 @@ std::unique_ptr<SSAGraph> MultiDevSSAGraphBuilder::Build(
AddOutputToLeafOps
(
&
result
);
std
::
unique_ptr
<
SSAGraph
>
ssa_graph
(
new
SSAGraph
);
ssa_graph
->
vars_
=
std
::
move
(
*
boost
::
any_cast
<
GraphVars
*>
(
graph
->
attrs
[
"vars"
]));
ssa_graph
->
ops_
=
std
::
move
(
*
boost
::
any_cast
<
GraphOps
*>
(
graph
->
attrs
[
"ops"
]));
ssa_graph
->
dep_vars_
=
std
::
move
(
*
boost
::
any_cast
<
GraphDepVars
*>
(
graph
->
attrs
[
"dep_vars"
]));
ssa_graph
->
vars_
=
std
::
move
(
*
graph
->
Erase
<
GraphVars
>
(
"vars"
));
ssa_graph
->
ops_
=
std
::
move
(
*
graph
->
Erase
<
GraphOps
>
(
"ops"
));
ssa_graph
->
dep_vars_
=
std
::
move
(
*
graph
->
Erase
<
GraphDepVars
>
(
"dep_vars"
));
return
std
::
move
(
ssa_graph
);
}
...
...
@@ -347,20 +338,15 @@ void MultiDevSSAGraphBuilder::CreateBroadcastOp(Graph *result,
#else
auto
*
op_handle
=
new
BroadcastOpHandle
(
local_scopes_
,
places_
);
#endif
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
op_handle
);
auto
*
in
=
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
])
->
at
(
src_dev_id
)
.
at
(
p_name
)
.
back
()
.
get
();
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
op_handle
);
auto
*
in
=
result
->
Get
<
GraphVars
>
(
"vars"
).
at
(
src_dev_id
).
at
(
p_name
).
back
().
get
();
op_handle
->
AddInput
(
in
);
for
(
size_t
i
=
0
;
i
<
places_
.
size
();
++
i
)
{
auto
&
p
=
places_
[
i
];
SetCommunicationContext
(
op_handle
,
p
);
auto
&
vars
=
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
])
->
at
(
i
).
at
(
p_name
);
auto
&
vars
=
result
->
Get
<
GraphVars
>
(
"vars"
).
at
(
i
).
at
(
p_name
);
auto
*
out_var
=
new
VarHandle
(
vars
.
size
(),
i
,
p_name
,
p
);
vars
.
emplace_back
(
out_var
);
op_handle
->
AddOutput
(
out_var
);
...
...
@@ -370,28 +356,26 @@ void MultiDevSSAGraphBuilder::CreateBroadcastOp(Graph *result,
void
MultiDevSSAGraphBuilder
::
CreateComputationalOp
(
Graph
*
result
,
const
OpDesc
&
op
,
int
dev_id
)
const
{
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
ComputationOpHandle
(
op
,
local_scopes_
[
dev_id
],
places_
[
dev_id
]));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
ComputationOpHandle
(
op
,
local_scopes_
[
dev_id
],
places_
[
dev_id
]));
CreateOpHandleIOs
(
result
,
op
,
dev_id
);
}
void
MultiDevSSAGraphBuilder
::
InsertAllReduceOp
(
Graph
*
result
,
const
std
::
string
&
og
)
const
{
#ifdef PADDLE_WITH_CUDA
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
AllReduceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
AllReduceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
#else
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
AllReduceOpHandle
(
local_scopes_
,
places_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
AllReduceOpHandle
(
local_scopes_
,
places_
));
#endif
auto
*
op_handle
=
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
();
auto
*
op_handle
=
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
();
for
(
size_t
i
=
0
;
i
<
places_
.
size
();
++
i
)
{
auto
&
p
=
places_
[
i
];
SetCommunicationContext
(
op_handle
,
p
);
auto
&
vars
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
])
)[
i
][
og
];
auto
&
vars
=
result
->
Get
<
GraphVars
>
(
"vars"
)[
i
][
og
];
PADDLE_ENFORCE
(
!
vars
.
empty
());
auto
&
prev_grad
=
vars
.
back
();
op_handle
->
AddInput
(
prev_grad
.
get
());
...
...
@@ -405,21 +389,18 @@ void MultiDevSSAGraphBuilder::InsertAllReduceOp(Graph *result,
void
MultiDevSSAGraphBuilder
::
InsertDataBalanceOp
(
Graph
*
result
,
const
std
::
vector
<
std
::
string
>
&
datas
)
const
{
#ifdef PADDLE_WITH_CUDA
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
DataBalanceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
DataBalanceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
#else
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
DataBalanceOpHandle
(
local_scopes_
,
places_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
DataBalanceOpHandle
(
local_scopes_
,
places_
));
#endif
auto
*
op_handle
=
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
();
auto
*
op_handle
=
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
();
for
(
size_t
i
=
0
;
i
<
places_
.
size
();
++
i
)
{
auto
&
p
=
places_
[
i
];
SetCommunicationContext
(
op_handle
,
p
);
for
(
const
std
::
string
&
d_name
:
datas
)
{
auto
&
vars
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
]))[
i
][
d_name
];
auto
&
vars
=
result
->
Get
<
GraphVars
>
(
"vars"
)[
i
][
d_name
];
PADDLE_ENFORCE
(
!
vars
.
empty
());
op_handle
->
AddInput
(
vars
.
back
().
get
());
auto
var
=
new
VarHandle
(
vars
.
size
(),
i
,
d_name
,
p
);
...
...
@@ -480,7 +461,7 @@ void MultiDevSSAGraphBuilder::CreateScaleLossGradOp(Graph *result) const {
auto
*
op_handle
=
new
ScaleLossGradOpHandle
(
local_scopes_
.
size
(),
local_scopes_
[
i
],
places_
[
i
],
communication_dev_ctx
);
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
op_handle
);
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
op_handle
);
// FIXME: Currently ScaleLossGradOp only use device_count as scale
// factor. So it does not depend on any other operators.
...
...
@@ -499,8 +480,8 @@ void MultiDevSSAGraphBuilder::CreateComputationalOps(Graph *result,
for
(
size_t
scope_idx
=
0
;
scope_idx
<
num_places
;
++
scope_idx
)
{
auto
p
=
places_
[
scope_idx
];
auto
s
=
local_scopes_
[
scope_idx
];
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
ComputationOpHandle
(
op
,
s
,
p
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
ComputationOpHandle
(
op
,
s
,
p
));
CreateOpHandleIOs
(
result
,
op
,
scope_idx
);
}
}
...
...
@@ -509,25 +490,23 @@ VarHandle *MultiDevSSAGraphBuilder::CreateReduceOp(Graph *result,
const
std
::
string
&
og
,
int
dst_dev_id
)
const
{
#ifdef PADDLE_WITH_CUDA
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
ReduceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
ReduceOpHandle
(
local_scopes_
,
places_
,
nccl_ctxs_
));
#else
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
ReduceOpHandle
(
local_scopes_
,
places_
));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
ReduceOpHandle
(
local_scopes_
,
places_
));
#endif
auto
*
op_handle
=
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
();
auto
*
op_handle
=
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
();
for
(
size_t
i
=
0
;
i
<
places_
.
size
();
++
i
)
{
auto
&
p
=
places_
[
i
];
SetCommunicationContext
(
op_handle
,
p
);
auto
&
vars
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
])
)[
i
][
og
];
auto
&
vars
=
result
->
Get
<
GraphVars
>
(
"vars"
)[
i
][
og
];
PADDLE_ENFORCE
(
!
vars
.
empty
());
auto
&
prev_grad
=
vars
.
back
();
op_handle
->
AddInput
(
prev_grad
.
get
());
}
auto
&
vars
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
result
->
attrs
[
"vars"
]))[
dst_dev_id
][
og
];
auto
&
vars
=
result
->
Get
<
GraphVars
>
(
"vars"
)[
dst_dev_id
][
og
];
auto
var
=
new
VarHandle
(
vars
.
size
(),
dst_dev_id
,
og
,
places_
[
dst_dev_id
]);
vars
.
emplace_back
(
var
);
op_handle
->
AddOutput
(
var
);
...
...
@@ -538,12 +517,11 @@ VarHandle *MultiDevSSAGraphBuilder::CreateReduceOp(Graph *result,
// on it.
void
MultiDevSSAGraphBuilder
::
ConnectOp
(
Graph
*
result
,
OpHandleBase
*
op
,
const
std
::
string
&
prev_op_name
)
const
{
for
(
auto
&
prev_op
:
(
*
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
))
{
for
(
auto
&
prev_op
:
result
->
Get
<
GraphOps
>
(
"ops"
))
{
if
(
prev_op
->
Name
()
==
prev_op_name
)
{
auto
*
dep_var
=
new
DummyVarHandle
();
prev_op
->
AddOutput
(
dep_var
);
boost
::
any_cast
<
GraphDepVars
*>
(
result
->
attrs
[
"dep_vars"
])
->
emplace
(
dep_var
);
result
->
Get
<
GraphDepVars
>
(
"dep_vars"
).
emplace
(
dep_var
);
op
->
AddInput
(
dep_var
);
}
}
...
...
@@ -579,8 +557,7 @@ void MultiDevSSAGraphBuilder::CreateDistTrainOp(Graph *result,
CreateComputationalOp
(
result
,
op
,
op_dev_id
);
if
(
op
.
Type
()
==
"concat"
)
{
ConnectOp
(
result
,
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
(),
ConnectOp
(
result
,
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
(),
"fetch_barrier"
);
}
}
...
...
@@ -615,22 +592,16 @@ void MultiDevSSAGraphBuilder::CreateRPCOp(Graph *result,
PADDLE_ENFORCE
(
op_dev_id
!=
-
1
,
"can not find the right place for rpc op: %s"
,
op
.
Type
());
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
emplace_back
(
new
RPCOpHandle
(
op
,
local_scopes_
[
op_dev_id
],
op
.
Type
(),
places_
[
op_dev_id
]));
result
->
Get
<
GraphOps
>
(
"ops"
).
emplace_back
(
new
RPCOpHandle
(
op
,
local_scopes_
[
op_dev_id
],
op
.
Type
(),
places_
[
op_dev_id
]));
if
(
op
.
Type
()
==
"send_barrier"
)
{
ConnectOp
(
result
,
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
(),
"send"
);
ConnectOp
(
result
,
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
(),
"send"
);
}
else
if
(
op
.
Type
()
==
"recv"
)
{
ConnectOp
(
result
,
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
(),
ConnectOp
(
result
,
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
(),
"send_barrier"
);
}
else
if
(
op
.
Type
()
==
"fetch_barrier"
)
{
ConnectOp
(
result
,
boost
::
any_cast
<
GraphOps
*>
(
result
->
attrs
[
"ops"
])
->
back
().
get
(),
"recv"
);
ConnectOp
(
result
,
result
->
Get
<
GraphOps
>
(
"ops"
).
back
().
get
(),
"recv"
);
}
else
if
(
op
.
Type
()
==
"send"
)
{
// do nothing
}
else
{
...
...
paddle/fluid/framework/details/ssa_graph_builder.cc
浏览文件 @
9b960330
...
...
@@ -18,7 +18,7 @@ namespace paddle {
namespace
framework
{
namespace
details
{
void
SSAGraphBuilder
::
PolishGraphToSupportDataHazards
(
Graph
*
graph
)
{
for
(
auto
&
var_map
:
*
boost
::
any_cast
<
GraphVars
*>
(
graph
->
attrs
[
"vars"
]
))
{
for
(
auto
&
var_map
:
graph
->
Get
<
GraphVars
>
(
"vars"
))
{
for
(
auto
&
name_pair
:
var_map
)
{
if
(
name_pair
.
second
.
size
()
<=
1
)
{
continue
;
...
...
@@ -40,8 +40,7 @@ void SSAGraphBuilder::PolishGraphToSupportDataHazards(Graph *graph) {
auto
*
dep_var
=
new
DummyVarHandle
();
read_op
->
AddOutput
(
dep_var
);
write_op
->
AddInput
(
dep_var
);
boost
::
any_cast
<
GraphDepVars
*>
(
graph
->
attrs
[
"dep_vars"
])
->
emplace
(
dep_var
);
graph
->
Get
<
GraphDepVars
>
(
"dep_vars"
).
emplace
(
dep_var
);
}
}
}
...
...
@@ -51,8 +50,7 @@ void SSAGraphBuilder::PolishGraphToSupportDataHazards(Graph *graph) {
VarHandle
*
SSAGraphBuilder
::
CreateOrGetLatestVarHandle
(
Graph
*
graph
,
const
std
::
string
&
each_var_name
,
const
platform
::
Place
&
place
,
size_t
place_offset
)
{
auto
&
var_holders
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
graph
->
attrs
[
"vars"
]))[
place_offset
];
auto
&
var_holders
=
graph
->
Get
<
GraphVars
>
(
"vars"
)[
place_offset
];
auto
&
var_holder
=
var_holders
[
each_var_name
];
VarHandle
*
var
=
nullptr
;
if
(
var_holder
.
empty
())
{
...
...
@@ -68,9 +66,7 @@ void SSAGraphBuilder::CreateOpOutput(Graph *graph, OpHandleBase *op_handle,
const
std
::
string
&
each_var_name
,
const
platform
::
Place
&
place
,
size_t
place_offset
)
{
auto
&
vars
=
(
*
boost
::
any_cast
<
GraphVars
*>
(
graph
->
attrs
[
"vars"
]))[
place_offset
]
[
each_var_name
];
auto
&
vars
=
graph
->
Get
<
GraphVars
>
(
"vars"
)[
place_offset
][
each_var_name
];
size_t
version
=
vars
.
size
();
auto
var
=
new
VarHandle
(
version
,
place_offset
,
each_var_name
,
place
);
vars
.
emplace_back
(
var
);
...
...
@@ -78,15 +74,14 @@ void SSAGraphBuilder::CreateOpOutput(Graph *graph, OpHandleBase *op_handle,
}
void
SSAGraphBuilder
::
AddOutputToLeafOps
(
Graph
*
graph
)
{
GraphOps
&
all_ops
=
*
boost
::
any_cast
<
GraphOps
*>
(
graph
->
attrs
[
"ops"
]
);
GraphOps
&
all_ops
=
graph
->
Get
<
GraphOps
>
(
"ops"
);
for
(
auto
&
op
:
all_ops
)
{
if
(
!
op
->
Outputs
().
empty
())
{
continue
;
}
auto
*
dummy_leaf
=
new
DummyVarHandle
();
boost
::
any_cast
<
GraphDepVars
*>
(
graph
->
attrs
[
"dep_vars"
])
->
emplace
(
dummy_leaf
);
graph
->
Get
<
GraphDepVars
>
(
"dep_vars"
).
emplace
(
dummy_leaf
);
op
->
AddOutput
(
dummy_leaf
);
}
}
...
...
paddle/fluid/framework/ir/graph.h
浏览文件 @
9b960330
...
...
@@ -20,18 +20,77 @@ limitations under the License. */
#include <vector>
#include "paddle/fluid/framework/ir/node.h"
#include "paddle/fluid/platform/enforce.h"
#include "paddle/fluid/platform/variant.h"
namespace
paddle
{
namespace
framework
{
class
Graph
;
template
<
typename
AttrType
>
struct
AnyAttr
{
public:
explicit
AnyAttr
(
AttrType
*
attr
)
:
attr_
(
attr
)
{}
AttrType
&
Get
()
{
return
*
boost
::
any_cast
<
AttrType
*>
(
attr_
);
}
private:
friend
Graph
;
AttrType
*
Release
()
{
released_
=
true
;
return
boost
::
any_cast
<
AttrType
*>
(
attr_
);
}
void
Delete
()
{
if
(
!
released_
)
{
delete
boost
::
any_cast
<
AttrType
*>
(
attr_
);
}
}
bool
released_
=
false
;
boost
::
any
attr_
;
};
class
Graph
{
public:
std
::
map
<
std
::
string
,
boost
::
any
>
attrs
;
virtual
~
Graph
()
{
for
(
auto
&
attr
:
attrs
)
{
attr_dels
[
attr
.
first
]();
}
attrs
.
clear
();
attr_dels
.
clear
();
}
template
<
typename
AttrType
>
AttrType
&
Get
(
const
std
::
string
&
attr_name
)
{
return
boost
::
any_cast
<
AnyAttr
<
AttrType
>>
(
attrs
[
attr_name
]).
Get
();
}
template
<
typename
AttrType
>
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
)
{
AnyAttr
<
AttrType
>
any_attr
=
AnyAttr
<
AttrType
>
(
attr
);
attrs
[
attr_name
]
=
any_attr
;
attr_dels
[
attr_name
]
=
[
&
any_attr
]()
{
any_attr
.
Delete
();
};
}
std
::
vector
<
Node
*>
inputs
;
std
::
vector
<
Node
*>
outputs
;
template
<
typename
AttrType
>
AttrType
*
Erase
(
const
std
::
string
&
attr_name
)
{
AnyAttr
<
AttrType
>
attr_type
=
boost
::
any_cast
<
AnyAttr
<
AttrType
>>
(
attrs
[
attr_name
]);
attrs
.
erase
(
attr_name
);
attr_dels
.
erase
(
attr_name
);
return
attr_type
.
Release
();
}
std
::
vector
<
Node
*>
inputs
;
std
::
vector
<
Node
*>
outputs
;
std
::
vector
<
std
::
unique_ptr
<
Node
>>
nodes
;
std
::
map
<
std
::
string
,
boost
::
any
>
attrs
;
std
::
map
<
std
::
string
,
std
::
function
<
void
(
void
)
>>
attr_dels
;
private:
};
}
// namespace framework
...
...
编辑
预览
Markdown
is supported
0%
请重试
或
添加新附件
.
添加附件
取消
You are about to add
0
people
to the discussion. Proceed with caution.
先完成此消息的编辑!
取消
想要评论请
注册
或
登录