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99c0c204
编写于
7月 27, 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
add pass test
上级
12e9bf6c
变更
7
隐藏空白更改
内联
并排
Showing
7 changed file
with
195 addition
and
26 deletion
+195
-26
doc/fluid/design/ir/draft.md
doc/fluid/design/ir/draft.md
+54
-4
paddle/fluid/framework/ir/CMakeLists.txt
paddle/fluid/framework/ir/CMakeLists.txt
+5
-3
paddle/fluid/framework/ir/graph.h
paddle/fluid/framework/ir/graph.h
+2
-1
paddle/fluid/framework/ir/pass.cc
paddle/fluid/framework/ir/pass.cc
+6
-2
paddle/fluid/framework/ir/pass.h
paddle/fluid/framework/ir/pass.h
+10
-8
paddle/fluid/framework/ir/pass_test.cc
paddle/fluid/framework/ir/pass_test.cc
+112
-0
paddle/fluid/framework/parallel_executor.cc
paddle/fluid/framework/parallel_executor.cc
+6
-8
未找到文件。
doc/fluid/design/ir/draft.md
浏览文件 @
99c0c204
...
@@ -64,6 +64,41 @@ can also contain other things that describe some properties of
...
@@ -64,6 +64,41 @@ can also contain other things that describe some properties of
the
`Graph`
or
`Graph`
nodes.
`Attribute`
can be passed
the
`Graph`
or
`Graph`
nodes.
`Attribute`
can be passed
across
`Pass`
. However, it should be used with care.
across
`Pass`
. However, it should be used with care.
```
cpp
class
Graph
{
public:
explicit
Graph
(
const
ProgramDesc
&
program
);
bool
Has
(
const
std
::
string
&
attr_name
)
const
;
template
<
typename
AttrType
>
AttrType
&
Get
(
const
std
::
string
&
attr_name
)
const
;
template
<
typename
AttrType
>
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
);
const
std
::
unordered_set
<
ir
::
Node
*>
&
Nodes
()
const
;
// Create a normal variable with non-null VarDesc.
ir
::
Node
*
CreateVarNode
(
VarDesc
*
var_desc
);
// Create a normal runnable operator with OpDesc.
ir
::
Node
*
CreateOpNode
(
OpDesc
*
op_desc
);
// Create a control dependency var that connects 2 operations. The
// var doesn't hold any data. Other than that, it's no different from
// other var, considering dependency analysis.
ir
::
Node
*
CreateControlDepVar
();
// A more free style way of creating a graph node. Mostly use for test
// or "copy" from another node. Avoid using it if possible.
ir
::
Node
*
CreateEmptyNode
(
const
std
::
string
&
name
,
ir
::
Node
::
Type
type
);
// Clear all node information of the graph and return the ownership of the
// nodes.
std
::
vector
<
std
::
unique_ptr
<
ir
::
Node
>>
ReleaseNodes
();
};
```
#### Pass
#### Pass
`Pass`
represents a transformation of
`Graph`
. Its input
`Pass`
represents a transformation of
`Graph`
. Its input
...
@@ -101,13 +136,15 @@ class Pass {
...
@@ -101,13 +136,15 @@ class Pass {
// In my_pass.cc
// In my_pass.cc
class
MyPass
:
public
Pass
{
class
MyPass
:
public
Pass
{
p
ublic
:
p
rotected
:
std
::
unique_ptr
<
Graph
>
Apply
(
std
::
unique_ptr
<
Graph
>
graph
)
const
override
{
std
::
unique_ptr
<
Graph
>
Apply
Impl
(
std
::
unique_ptr
<
Graph
>
graph
)
const
override
{
// do something.
// do something.
return
graph
;
return
graph
;
}
}
}
}
REGISTER_PASS
(
my_pass
,
MyPass
);
REGISTER_PASS
(
my_pass
,
MyPass
)
.
RequirePassAttr
(
"places"
)
.
RequireGraphAttr
(
"dep_vars"
);
// To use the pass.
// To use the pass.
...
@@ -132,4 +169,17 @@ maintaining the original modeling logic.
...
@@ -132,4 +169,17 @@ maintaining the original modeling logic.
*
Graph is transformed from raw model logic to a
*
Graph is transformed from raw model logic to a
form that is efficient to execute.
form that is efficient to execute.
Program->ProgramToGraph->Graph->Pass1->Graph->Pass2->Graph->Pass3->Graph->Executor
```
// Program->ProgramToGraph->Graph->Pass1->Graph->Pass2->Graph->Pass3->Graph->Executor
auto graph = Graph(program);
graph = PassRegistry::Instance().Get("op_fuse_pass").Apply(std::move(grah));
// For more complex Pass, Optimize Process can provide Pass attributes.
auto mem_opt_pass = PassRegistry::Instance().Get("memory_optimization_pass");
mem_opt_pass.SetNotOwned<int>("optimize_level", 1);
mem_opt_pass->Apply(std::move(graph));
graph = PassRegistry::Instance().Get("multi_device_pass").Apply(std::move(grah));
graph = PassRegistry::Instance().Get("multi_device_check_pass").Apply(std::move(grah));
Executor exe;
exe.Run(graph);
```
paddle/fluid/framework/ir/CMakeLists.txt
浏览文件 @
99c0c204
cc_library
(
node SRCS node.cc DEPS proto_desc
)
cc_library
(
node SRCS node.cc DEPS proto_desc
)
cc_library
(
graph SRCS graph.cc DEPS node
)
cc_library
(
graph SRCS graph.cc DEPS node
)
cc_library
(
graph_helper SRCS graph_helper.cc DEPS graph
)
cc_library
(
graph_helper SRCS graph_helper.cc DEPS graph
)
cc_library
(
pass SRCS pass.cc DEPS graph node
)
cc_library
(
pass SRCS pass.cc DEPS graph node
graph_helper
)
cc_library
(
graph_viz_pass SRCS graph_viz_pass.cc DEPS graph pass graph_helper
)
cc_library
(
graph_viz_pass SRCS graph_viz_pass.cc DEPS graph pass graph_helper
)
cc_test
(
graph_test SRCS graph_test.cc DEPS graph op_registry
)
cc_test
(
graph_helper_test SRCS graph_helper_test.cc DEPS graph_helper op_registry
)
cc_test
(
pass_test SRCS pass_test.cc DEPS graph pass graph_helper
)
cc_test
(
graph_test SRCS graph_test.cc DEPS graph graph_helper op_registry
)
cc_test
(
graph_helper_test SRCS graph_helper_test.cc DEPS graph graph_helper op_registry
)
paddle/fluid/framework/ir/graph.h
浏览文件 @
99c0c204
...
@@ -53,7 +53,8 @@ class Graph {
...
@@ -53,7 +53,8 @@ class Graph {
template
<
typename
AttrType
>
template
<
typename
AttrType
>
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
)
{
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
)
{
PADDLE_ENFORCE
(
attrs_
.
count
(
attr_name
)
==
0
);
PADDLE_ENFORCE
(
attrs_
.
count
(
attr_name
)
==
0
,
"%s already set in the graph"
,
attr_name
);
attrs_
[
attr_name
]
=
attr
;
attrs_
[
attr_name
]
=
attr
;
attr_dels_
[
attr_name
]
=
[
attr
,
attr_name
]()
{
attr_dels_
[
attr_name
]
=
[
attr
,
attr_name
]()
{
VLOG
(
3
)
<<
"deleting "
<<
attr_name
;
VLOG
(
3
)
<<
"deleting "
<<
attr_name
;
...
...
paddle/fluid/framework/ir/pass.cc
浏览文件 @
99c0c204
...
@@ -13,23 +13,27 @@ See the License for the specific language governing permissions and
...
@@ -13,23 +13,27 @@ See the License for the specific language governing permissions and
limitations under the License. */
limitations under the License. */
#include "paddle/fluid/framework/ir/pass.h"
#include "paddle/fluid/framework/ir/pass.h"
#include "paddle/fluid/framework/ir/graph_helper.h"
namespace
paddle
{
namespace
paddle
{
namespace
framework
{
namespace
framework
{
namespace
ir
{
namespace
ir
{
std
::
unique_ptr
<
Graph
>
Pass
::
Apply
(
std
::
unique_ptr
<
Graph
>
graph
)
const
{
std
::
unique_ptr
<
Graph
>
Pass
::
Apply
(
std
::
unique_ptr
<
Graph
>
graph
)
const
{
PADDLE_ENFORCE
(
!
applied_
,
"Pass can only Apply() once."
);
PADDLE_ENFORCE
(
graph
.
get
(),
"graph passed to Pass::Apply() cannot be empty."
);
for
(
const
std
::
string
&
attr
:
required_pass_attrs_
)
{
for
(
const
std
::
string
&
attr
:
required_pass_attrs_
)
{
PADDLE_ENFORCE
(
attrs_
.
find
(
attr
)
!=
attrs_
.
end
(),
PADDLE_ENFORCE
(
attrs_
.
find
(
attr
)
!=
attrs_
.
end
(),
"Required pass atrribute %s not
registered
."
,
attr
);
"Required pass atrribute %s not
set
."
,
attr
);
}
}
for
(
const
std
::
string
&
attr
:
required_graph_attrs_
)
{
for
(
const
std
::
string
&
attr
:
required_graph_attrs_
)
{
PADDLE_ENFORCE
(
graph
->
Has
(
attr
),
"Required graph atrribute %s not
exis
t."
,
PADDLE_ENFORCE
(
graph
->
Has
(
attr
),
"Required graph atrribute %s not
se
t."
,
attr
);
attr
);
}
}
auto
applied_graph
=
ApplyImpl
(
std
::
move
(
graph
));
auto
applied_graph
=
ApplyImpl
(
std
::
move
(
graph
));
// TODO(panyx0718): Add more verifications.
// TODO(panyx0718): Add more verifications.
PADDLE_ENFORCE
(
!
HasCircle
(
*
applied_graph
),
PADDLE_ENFORCE
(
!
HasCircle
(
*
applied_graph
),
"Illegal Pass. Generated graph shouldn't has cycle."
);
"Illegal Pass. Generated graph shouldn't has cycle."
);
applied_
=
true
;
return
applied_graph
;
return
applied_graph
;
}
}
...
...
paddle/fluid/framework/ir/pass.h
浏览文件 @
99c0c204
...
@@ -19,7 +19,6 @@ limitations under the License. */
...
@@ -19,7 +19,6 @@ limitations under the License. */
#include <string>
#include <string>
#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/graph_helper.h"
#include "paddle/fluid/framework/ir/node.h"
#include "paddle/fluid/framework/ir/node.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/framework/program_desc.h"
#include "paddle/fluid/platform/variant.h"
#include "paddle/fluid/platform/variant.h"
...
@@ -56,7 +55,8 @@ class Pass {
...
@@ -56,7 +55,8 @@ class Pass {
// Set a pointer to the attribute. Pass takes ownership of the attribute.
// Set a pointer to the attribute. Pass takes ownership of the attribute.
template
<
typename
AttrType
>
template
<
typename
AttrType
>
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
)
{
void
Set
(
const
std
::
string
&
attr_name
,
AttrType
*
attr
)
{
PADDLE_ENFORCE
(
attrs_
.
count
(
attr_name
)
==
0
);
PADDLE_ENFORCE
(
attrs_
.
count
(
attr_name
)
==
0
,
"%s already set in the pass"
,
attr_name
);
attrs_
[
attr_name
]
=
attr
;
attrs_
[
attr_name
]
=
attr
;
attr_dels_
[
attr_name
]
=
[
attr
,
attr_name
]()
{
attr_dels_
[
attr_name
]
=
[
attr
,
attr_name
]()
{
VLOG
(
3
)
<<
"deleting "
<<
attr_name
;
VLOG
(
3
)
<<
"deleting "
<<
attr_name
;
...
@@ -89,6 +89,7 @@ class Pass {
...
@@ -89,6 +89,7 @@ class Pass {
required_graph_attrs_
.
insert
(
attrs
.
begin
(),
attrs
.
end
());
required_graph_attrs_
.
insert
(
attrs
.
begin
(),
attrs
.
end
());
}
}
mutable
bool
applied_
{
false
};
std
::
unordered_set
<
std
::
string
>
required_pass_attrs_
;
std
::
unordered_set
<
std
::
string
>
required_pass_attrs_
;
std
::
unordered_set
<
std
::
string
>
required_graph_attrs_
;
std
::
unordered_set
<
std
::
string
>
required_graph_attrs_
;
std
::
map
<
std
::
string
,
boost
::
any
>
attrs_
;
std
::
map
<
std
::
string
,
boost
::
any
>
attrs_
;
...
@@ -118,14 +119,15 @@ class PassRegistry {
...
@@ -118,14 +119,15 @@ class PassRegistry {
return
map_
.
find
(
pass_type
)
!=
map_
.
end
();
return
map_
.
find
(
pass_type
)
!=
map_
.
end
();
}
}
void
Insert
(
const
std
::
string
&
type
,
const
PassCreator
&
pass_creator
)
{
void
Insert
(
const
std
::
string
&
pass_
type
,
const
PassCreator
&
pass_creator
)
{
PADDLE_ENFORCE
(
!
Has
(
type
),
"Pass %s has been registered"
,
type
);
PADDLE_ENFORCE
(
!
Has
(
pass_type
),
"Pass %s has been registered"
,
pass_
type
);
map_
.
insert
({
type
,
pass_creator
});
map_
.
insert
({
pass_
type
,
pass_creator
});
}
}
std
::
unique_ptr
<
Pass
>
Get
(
const
std
::
string
&
type
)
const
{
std
::
unique_ptr
<
Pass
>
Get
(
const
std
::
string
&
pass_type
)
const
{
PADDLE_ENFORCE
(
Has
(
type
),
"Pass %s has not been registered"
,
type
);
PADDLE_ENFORCE
(
Has
(
pass_type
),
"Pass %s has not been registered"
,
return
map_
.
at
(
type
)();
pass_type
);
return
map_
.
at
(
pass_type
)();
}
}
private:
private:
...
...
paddle/fluid/framework/ir/pass_test.cc
0 → 100644
浏览文件 @
99c0c204
/* Copyright (c) 2018 PaddlePaddle Authors. All Rights Reserved.
Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at
http://www.apache.org/licenses/LICENSE-2.0
Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License. */
#include "paddle/fluid/framework/ir/pass.h"
#include <string>
#include "gtest/gtest.h"
#include "paddle/fluid/framework/ir/graph.h"
namespace
paddle
{
namespace
framework
{
namespace
ir
{
void
BuildCircleGraph
(
Graph
*
g
)
{
ir
::
Node
*
o1
=
g
->
CreateEmptyNode
(
"op1"
,
Node
::
Type
::
kOperation
);
ir
::
Node
*
o2
=
g
->
CreateEmptyNode
(
"op2"
,
Node
::
Type
::
kOperation
);
ir
::
Node
*
v1
=
g
->
CreateEmptyNode
(
"var1"
,
Node
::
Type
::
kVariable
);
ir
::
Node
*
v2
=
g
->
CreateEmptyNode
(
"var2"
,
Node
::
Type
::
kVariable
);
o1
->
outputs
.
push_back
(
v1
);
o2
->
inputs
.
push_back
(
v1
);
v1
->
inputs
.
push_back
(
o1
);
v1
->
outputs
.
push_back
(
o2
);
o2
->
outputs
.
push_back
(
v2
);
o1
->
inputs
.
push_back
(
v2
);
v2
->
inputs
.
push_back
(
o2
);
v2
->
outputs
.
push_back
(
o1
);
}
class
TestPass
:
public
Pass
{
protected:
std
::
unique_ptr
<
Graph
>
ApplyImpl
(
std
::
unique_ptr
<
Graph
>
graph
)
const
{
graph
->
Set
<
int
>
(
"copy_test_pass_attr"
,
new
int
);
graph
->
Set
<
int
>
(
"copy_test_graph_attr"
,
new
int
);
int
test_pass_attr
=
this
->
Get
<
int
>
(
"test_pass_attr"
);
graph
->
Get
<
int
>
(
"copy_test_pass_attr"
)
=
test_pass_attr
+
1
;
int
test_graph_attr
=
graph
->
Get
<
int
>
(
"test_graph_attr"
);
graph
->
Get
<
int
>
(
"copy_test_graph_attr"
)
=
test_graph_attr
+
1
;
return
graph
;
}
};
TEST
(
PassTest
,
TestPassAttrCheck
)
{
ProgramDesc
prog
;
auto
pass
=
PassRegistry
::
Instance
().
Get
(
"test_pass"
);
std
::
unique_ptr
<
Graph
>
graph
(
new
Graph
(
prog
));
std
::
string
exception
;
try
{
graph
=
pass
->
Apply
(
std
::
move
(
graph
));
}
catch
(
paddle
::
platform
::
EnforceNotMet
e
)
{
exception
=
std
::
string
(
e
.
what
());
}
ASSERT_TRUE
(
exception
.
find
(
"test_pass_attr not set"
)
!=
exception
.
npos
);
int
val
=
1
;
graph
.
reset
(
new
Graph
(
prog
));
pass
->
SetNotOwned
<
int
>
(
"test_pass_attr"
,
&
val
);
try
{
graph
=
pass
->
Apply
(
std
::
move
(
graph
));
}
catch
(
paddle
::
platform
::
EnforceNotMet
e
)
{
exception
=
std
::
string
(
e
.
what
());
}
ASSERT_TRUE
(
exception
.
find
(
"test_graph_attr not set"
)
!=
exception
.
npos
);
graph
.
reset
(
new
Graph
(
prog
));
graph
->
Set
<
int
>
(
"test_graph_attr"
,
new
int
);
graph
->
Get
<
int
>
(
"test_graph_attr"
)
=
1
;
graph
=
pass
->
Apply
(
std
::
move
(
graph
));
ASSERT_EQ
(
graph
->
Get
<
int
>
(
"copy_test_pass_attr"
),
2
);
ASSERT_EQ
(
graph
->
Get
<
int
>
(
"copy_test_graph_attr"
),
2
);
try
{
graph
=
pass
->
Apply
(
std
::
move
(
graph
));
}
catch
(
paddle
::
platform
::
EnforceNotMet
e
)
{
exception
=
std
::
string
(
e
.
what
());
}
ASSERT_TRUE
(
exception
.
find
(
"Pass can only Apply() once"
)
!=
exception
.
npos
);
pass
=
PassRegistry
::
Instance
().
Get
(
"test_pass"
);
pass
->
SetNotOwned
<
int
>
(
"test_pass_attr"
,
&
val
);
graph
.
reset
(
new
Graph
(
prog
));
BuildCircleGraph
(
graph
.
get
());
graph
->
Set
<
int
>
(
"test_graph_attr"
,
new
int
);
graph
->
Get
<
int
>
(
"test_graph_attr"
)
=
2
;
try
{
auto
tmp
=
pass
->
Apply
(
std
::
move
(
graph
));
}
catch
(
paddle
::
platform
::
EnforceNotMet
e
)
{
exception
=
std
::
string
(
e
.
what
());
}
ASSERT_TRUE
(
exception
.
find
(
"shouldn't has cycle"
)
!=
exception
.
npos
);
}
}
// namespace ir
}
// namespace framework
}
// namespace paddle
REGISTER_PASS
(
test_pass
,
paddle
::
framework
::
ir
::
TestPass
)
.
RequirePassAttr
(
"test_pass_attr"
)
.
RequireGraphAttr
(
"test_graph_attr"
);
paddle/fluid/framework/parallel_executor.cc
浏览文件 @
99c0c204
...
@@ -44,7 +44,10 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
...
@@ -44,7 +44,10 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
#else
#else
const
BuildStrategy
&
strategy
)
{
const
BuildStrategy
&
strategy
)
{
#endif
#endif
// Convert the program to graph.
std
::
unique_ptr
<
ir
::
Graph
>
graph
(
new
ir
::
Graph
(
main_program
));
std
::
unique_ptr
<
ir
::
Graph
>
graph
(
new
ir
::
Graph
(
main_program
));
// Apply a graph viz pass to record a graph.
if
(
!
strategy
.
debug_graphviz_path_
.
empty
())
{
if
(
!
strategy
.
debug_graphviz_path_
.
empty
())
{
auto
viz_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"graph_viz_pass"
);
auto
viz_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"graph_viz_pass"
);
const
std
::
string
graph_path
=
string
::
Sprintf
(
const
std
::
string
graph_path
=
string
::
Sprintf
(
...
@@ -53,6 +56,7 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
...
@@ -53,6 +56,7 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
graph
=
viz_pass
->
Apply
(
std
::
move
(
graph
));
graph
=
viz_pass
->
Apply
(
std
::
move
(
graph
));
}
}
// Convert graph to run on multi-devices.
auto
multi_device_pass
=
auto
multi_device_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_pass"
);
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_pass"
);
multi_device_pass
->
SetNotOwned
<
const
std
::
vector
<
platform
::
Place
>>
(
"places"
,
multi_device_pass
->
SetNotOwned
<
const
std
::
vector
<
platform
::
Place
>>
(
"places"
,
...
@@ -71,6 +75,7 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
...
@@ -71,6 +75,7 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
#endif
#endif
graph
=
multi_device_pass
->
Apply
(
std
::
move
(
graph
));
graph
=
multi_device_pass
->
Apply
(
std
::
move
(
graph
));
// Apply a graph print pass to record a graph with device info.
if
(
!
strategy
.
debug_graphviz_path_
.
empty
())
{
if
(
!
strategy
.
debug_graphviz_path_
.
empty
())
{
auto
multi_device_print_pass
=
auto
multi_device_print_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_print_pass"
);
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_print_pass"
);
...
@@ -81,17 +86,10 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
...
@@ -81,17 +86,10 @@ std::unique_ptr<ir::Graph> ApplyParallelExecutorPass(
graph
=
multi_device_print_pass
->
Apply
(
std
::
move
(
graph
));
graph
=
multi_device_print_pass
->
Apply
(
std
::
move
(
graph
));
}
}
// Verify that the graph is correct for multi-device executor.
auto
multi_device_check_pass
=
auto
multi_device_check_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_check_pass"
);
ir
::
PassRegistry
::
Instance
().
Get
(
"multi_device_check_pass"
);
graph
=
multi_device_check_pass
->
Apply
(
std
::
move
(
graph
));
graph
=
multi_device_check_pass
->
Apply
(
std
::
move
(
graph
));
if
(
!
strategy
.
debug_graphviz_path_
.
empty
())
{
auto
viz_pass
=
ir
::
PassRegistry
::
Instance
().
Get
(
"graph_viz_pass"
);
const
std
::
string
graph_path
=
string
::
Sprintf
(
"%s%s"
,
strategy
.
debug_graphviz_path_
.
c_str
(),
"_before_exec"
);
viz_pass
->
Set
<
std
::
string
>
(
"graph_viz_path"
,
new
std
::
string
(
graph_path
));
graph
=
viz_pass
->
Apply
(
std
::
move
(
graph
));
}
return
graph
;
return
graph
;
}
}
...
...
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