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5eb81fe5
编写于
5月 28, 2019
作者:
M
mozga-intel
提交者:
Tao Luo
5月 29, 2019
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
Capi for a ngraph engine (#17037)
上级
5782ddda
变更
13
隐藏空白更改
内联
并排
Showing
13 changed file
with
300 addition
and
5 deletion
+300
-5
paddle/fluid/framework/ir/CMakeLists.txt
paddle/fluid/framework/ir/CMakeLists.txt
+8
-0
paddle/fluid/framework/ir/ngraph_subgraph_pass.cc
paddle/fluid/framework/ir/ngraph_subgraph_pass.cc
+158
-0
paddle/fluid/framework/ir/ngraph_subgraph_pass.h
paddle/fluid/framework/ir/ngraph_subgraph_pass.h
+42
-0
paddle/fluid/inference/analysis/helper.cc
paddle/fluid/inference/analysis/helper.cc
+12
-0
paddle/fluid/inference/analysis/ir_pass_manager.cc
paddle/fluid/inference/analysis/ir_pass_manager.cc
+4
-1
paddle/fluid/inference/analysis/ir_passes/subgraph_detector.cc
...e/fluid/inference/analysis/ir_passes/subgraph_detector.cc
+1
-1
paddle/fluid/inference/analysis/ir_passes/subgraph_detector.h
...le/fluid/inference/analysis/ir_passes/subgraph_detector.h
+5
-2
paddle/fluid/inference/api/CMakeLists.txt
paddle/fluid/inference/api/CMakeLists.txt
+9
-1
paddle/fluid/inference/api/analysis_config.cc
paddle/fluid/inference/api/analysis_config.cc
+28
-0
paddle/fluid/inference/api/paddle_analysis_config.h
paddle/fluid/inference/api/paddle_analysis_config.h
+8
-0
paddle/fluid/inference/api/paddle_pass_builder.cc
paddle/fluid/inference/api/paddle_pass_builder.cc
+14
-0
paddle/fluid/inference/api/paddle_pass_builder.h
paddle/fluid/inference/api/paddle_pass_builder.h
+9
-0
paddle/fluid/inference/tests/api/config_printer.h
paddle/fluid/inference/tests/api/config_printer.h
+2
-0
未找到文件。
paddle/fluid/framework/ir/CMakeLists.txt
浏览文件 @
5eb81fe5
...
...
@@ -95,6 +95,14 @@ if(WITH_MKLDNN)
pass_library
(
cpu_quantize_squash_pass inference mkldnn
)
endif
()
if
(
WITH_NGRAPH
)
cc_library
(
ngraph_subgraph_pass SRCS ngraph_subgraph_pass.cc DEPS ngraph_bridge
analysis_helper subgraph_detector graph_pattern_detector pass fuse_pass_base
${
op_library_DEPS
}
)
set
(
pass_file
${
PADDLE_BINARY_DIR
}
/paddle/fluid/inference/api/paddle_inference_pass.h
)
file
(
APPEND
${
pass_file
}
"USE_PASS(ngraph_subgraph_pass);
\n
"
)
set
(
INFER_IR_PASSES
${
INFER_IR_PASSES
}
ngraph_subgraph_pass CACHE INTERNAL
""
)
endif
()
cc_library
(
fuse_elewise_add_act_pass SRCS fuse_elewise_add_act_pass.cc DEPS pass graph_pattern_detector
)
cc_library
(
fuse_relu_depthwise_conv_pass SRCS fuse_relu_depthwise_conv_pass.cc DEPS pass graph_pattern_detector
)
...
...
paddle/fluid/framework/ir/ngraph_subgraph_pass.cc
0 → 100644
浏览文件 @
5eb81fe5
// Copyright (c) 2019 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 <set>
#include <string>
#include <unordered_set>
#include <vector>
#include "paddle/fluid/framework/ir/graph_helper.h"
#include "paddle/fluid/framework/ir/graph_pattern_detector.h"
#include "paddle/fluid/framework/ir/ngraph_subgraph_pass.h"
#include "paddle/fluid/inference/analysis/helper.h"
#include "paddle/fluid/inference/analysis/ir_passes/subgraph_detector.h"
#include "paddle/fluid/operators/ngraph/ngraph_bridge.h"
#include "paddle/fluid/platform/enforce.h"
#include "paddle/fluid/string/pretty_log.h"
namespace
paddle
{
namespace
framework
{
namespace
ir
{
namespace
ANAT
=
paddle
::
inference
::
analysis
;
std
::
string
GenerateEngineKey
(
const
std
::
set
<
std
::
string
>
&
engine_inputs
,
const
std
::
set
<
std
::
string
>
&
engine_outputs
,
const
std
::
string
&
size
)
{
std
::
string
engine_hash_key
=
""
;
for
(
auto
name
:
engine_inputs
)
{
engine_hash_key
+=
name
;
}
for
(
auto
name
:
engine_outputs
)
{
engine_hash_key
+=
name
;
}
engine_hash_key
+=
size
;
auto
engine_key
=
std
::
to_string
(
std
::
hash
<
std
::
string
>
()(
engine_hash_key
));
return
engine_key
;
}
void
NgraphSubgraphPass
::
ApplyImpl
(
ir
::
Graph
*
graph
)
const
{
PADDLE_ENFORCE
(
graph
);
FusePassBase
::
Init
(
"ngraph_subgraph_pass"
,
graph
);
std
::
unordered_set
<
Node
*>
nodes2delete
;
auto
teller
=
[](
const
Node
*
node
)
{
if
(
!
node
->
IsOp
()
||
!
node
->
Op
())
return
false
;
auto
op_type
=
node
->
Op
()
->
Type
();
return
!
paddle
::
operators
::
NgraphBridge
::
isRegister
(
op_type
);
};
ANAT
::
SubGraphFuser
fuser
(
graph
,
teller
,
0
,
"ngraph_engine"
);
fuser
();
for
(
auto
*
node
:
graph
->
Nodes
())
{
if
(
node
->
IsOp
()
&&
!
ANAT
::
Agent
(
node
).
subgraph
()
->
empty
())
{
OpDesc
*
op_desc
=
node
->
Op
();
op_desc
->
SetType
(
"ngraph_engine"
);
for
(
auto
it
=
ANAT
::
Agent
(
node
).
subgraph
()
->
begin
();
it
!=
ANAT
::
Agent
(
node
).
subgraph
()
->
end
();
++
it
)
{
}
CreateNgraphEngineOp
(
node
,
graph
);
std
::
unordered_set
<
const
Node
*>
nodes2remove
(
ANAT
::
Agent
(
node
).
subgraph
()
->
begin
(),
ANAT
::
Agent
(
node
).
subgraph
()
->
end
());
GraphSafeRemoveNodes
(
graph
,
nodes2remove
);
}
}
std
::
unordered_set
<
const
Node
*>
nodes2remove
;
for
(
auto
*
node
:
graph
->
Nodes
())
{
if
(
node
->
IsOp
()
&&
ANAT
::
Agent
(
node
).
deleted
())
{
nodes2remove
.
insert
(
node
);
}
}
framework
::
ir
::
GraphSafeRemoveNodes
(
graph
,
nodes2remove
);
std
::
vector
<
ir
::
Node
*>
nodes
=
ir
::
TopologySortOperations
(
*
graph
);
}
void
NgraphSubgraphPass
::
CreateNgraphEngineOp
(
framework
::
ir
::
Node
*
node
,
Graph
*
graph
)
const
{
auto
*
op_desc
=
node
->
Op
();
auto
&
subgraph
=
*
ANAT
::
Agent
(
node
).
subgraph
();
PADDLE_ENFORCE
(
!
subgraph
.
empty
());
framework
::
ProgramDesc
*
program_desc
=
Get
<
framework
::
ProgramDesc
*>
(
"program"
);
const
framework
::
BlockDesc
&
main_block
=
program_desc
->
Block
(
framework
::
kRootBlockIndex
);
framework
::
BlockDesc
*
new_block
=
program_desc
->
AppendBlock
(
main_block
);
framework
::
proto
::
BlockDesc
block_proto
;
framework
::
BlockDesc
block_desc
(
nullptr
,
&
block_proto
);
block_desc
.
Proto
()
->
set_parent_idx
(
-
1
);
block_desc
.
Proto
()
->
set_idx
(
0
);
for
(
auto
*
node
:
subgraph
)
{
auto
*
new_block_op
=
new_block
->
AppendOp
();
auto
*
op
=
block_desc
.
AppendOp
();
*
new_block_op
->
Proto
()
=
*
node
->
Op
()
->
Proto
();
*
op
->
Proto
()
=
*
node
->
Op
()
->
Proto
();
}
std
::
set
<
std
::
string
>
input_names
;
std
::
set
<
std
::
string
>
input_names_with_id
;
for
(
auto
*
x
:
node
->
inputs
)
{
input_names
.
insert
(
x
->
Name
());
input_names_with_id
.
insert
(
x
->
Name
()
+
std
::
to_string
(
x
->
id
()));
}
op_desc
->
SetInput
(
"Xs"
,
std
::
vector
<
std
::
string
>
(
input_names
.
begin
(),
input_names
.
end
()));
std
::
set
<
std
::
string
>
output_names
;
std
::
set
<
std
::
string
>
output_names_with_id
;
for
(
auto
*
x
:
node
->
outputs
)
{
output_names
.
insert
(
x
->
Name
());
output_names_with_id
.
insert
(
x
->
Name
()
+
std
::
to_string
(
x
->
id
()));
}
op_desc
->
SetOutput
(
"Ys"
,
std
::
vector
<
std
::
string
>
(
output_names
.
begin
(),
output_names
.
end
()));
auto
*
vars
=
block_desc
.
Proto
()
->
mutable_vars
();
for
(
framework
::
ir
::
Node
*
node
:
graph
->
Nodes
())
{
if
(
node
->
IsVar
()
&&
node
->
Var
())
{
*
vars
->
Add
()
=
*
node
->
Var
()
->
Proto
();
}
}
PADDLE_ENFORCE
(
!
block_desc
.
Proto
()
->
vars
().
empty
(),
"the block has no var-desc"
);
op_desc
->
SetType
(
"ngraph_engine"
);
int
sgs
=
subgraph
.
size
();
std
::
string
engine_key
=
GenerateEngineKey
(
input_names_with_id
,
output_names_with_id
,
std
::
to_string
(
sgs
));
std
::
vector
<
int
>
interval
{
0
,
sgs
};
op_desc
->
SetAttr
(
"interval"
,
interval
);
op_desc
->
SetAttr
(
"graph"
,
block_desc
.
Proto
()
->
SerializeAsString
());
op_desc
->
SetAttr
(
"engine_key"
,
engine_key
);
}
}
// namespace ir
}
// namespace framework
}
// namespace paddle
REGISTER_PASS
(
ngraph_subgraph_pass
,
paddle
::
framework
::
ir
::
NgraphSubgraphPass
);
paddle/fluid/framework/ir/ngraph_subgraph_pass.h
0 → 100644
浏览文件 @
5eb81fe5
// Copyright (c) 2019 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.
#pragma once
#include "paddle/fluid/framework/ir/fuse_pass_base.h"
#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/graph_pattern_detector.h"
#include "paddle/fluid/framework/ir/pass.h"
namespace
paddle
{
namespace
framework
{
namespace
ir
{
/*
* Fuse supported ops to a NgraphEngineOp.
*/
class
NgraphSubgraphPass
:
public
FusePassBase
{
public:
void
ApplyImpl
(
ir
::
Graph
*
graph
)
const
override
;
virtual
~
NgraphSubgraphPass
()
{}
private:
void
CreateNgraphEngineOp
(
framework
::
ir
::
Node
*
x
,
framework
::
ir
::
Graph
*
graph
)
const
;
};
}
// namespace ir
}
// namespace framework
}
// namespace paddle
paddle/fluid/inference/analysis/helper.cc
浏览文件 @
5eb81fe5
...
...
@@ -63,6 +63,18 @@ void SetAttr<std::vector<std::string>>(framework::proto::OpDesc *op,
}
}
template
<
>
void
SetAttr
<
std
::
vector
<
int
>>
(
framework
::
proto
::
OpDesc
*
op
,
const
std
::
string
&
name
,
const
std
::
vector
<
int
>
&
data
)
{
auto
*
attr
=
op
->
add_attrs
();
attr
->
set_name
(
name
);
attr
->
set_type
(
paddle
::
framework
::
proto
::
AttrType
::
INTS
);
for
(
const
auto
i
:
data
)
{
attr
->
add_ints
(
i
);
}
}
}
// namespace analysis
}
// namespace inference
}
// namespace paddle
paddle/fluid/inference/analysis/ir_pass_manager.cc
浏览文件 @
5eb81fe5
...
...
@@ -112,7 +112,10 @@ void IRPassManager::CreatePasses(Argument *argument,
pass
->
Set
(
"engine_opt_info"
,
new
std
::
map
<
std
::
string
,
std
::
string
>
(
argument
->
engine_opt_info
()));
}
if
(
pass_name
==
"ngraph_subgraph_pass"
)
{
pass
->
Set
(
"program"
,
new
framework
::
ProgramDesc
*
(
&
argument
->
main_program
()));
}
if
(
pass_name
==
"anakin_subgraph_pass"
)
{
pass
->
Set
(
"program"
,
new
framework
::
ProgramDesc
*
(
&
argument
->
main_program
()));
...
...
paddle/fluid/inference/analysis/ir_passes/subgraph_detector.cc
浏览文件 @
5eb81fe5
...
...
@@ -420,7 +420,7 @@ void SubGraphFuser::ReplaceNodesWithSubGraphs() {
// Node that contains this subgraph 2. Mark the nodes inside the sub-graph
// as deleted. 3. Replace the deleted node with the new Block Node.
framework
::
OpDesc
empty_desc
;
empty_desc
.
SetType
(
"anakin_engine"
);
empty_desc
.
SetType
(
name_
);
auto
*
block_node
=
graph_
->
CreateOpNode
(
&
empty_desc
);
Agent
(
block_node
).
set_subgraph
({});
auto
io
=
ExtractInputAndOutputOfSubGraph
(
subgraph
);
...
...
paddle/fluid/inference/analysis/ir_passes/subgraph_detector.h
浏览文件 @
5eb81fe5
...
...
@@ -18,6 +18,7 @@ limitations under the License. */
#pragma once
#include <string>
#include <vector>
#include "paddle/fluid/framework/ir/graph.h"
#include "paddle/fluid/framework/ir/graph_traits.h"
...
...
@@ -74,10 +75,11 @@ class SubGraphFuser {
using
NodeInsideSubgraphTeller
=
SubgraphDetector
::
NodeInsideSubgraphTeller
;
SubGraphFuser
(
Graph
*
graph
,
const
NodeInsideSubgraphTeller
&
teller
,
int
min_subgraph_size
)
int
min_subgraph_size
,
std
::
string
name
=
"anakin_engine"
)
:
graph_
(
graph
),
node_inside_subgraph_teller_
(
teller
),
min_subgraph_size_
{
min_subgraph_size
}
{}
min_subgraph_size_
{
min_subgraph_size
},
name_
{
name
}
{}
// The main method which run all the logic.
void
operator
()();
...
...
@@ -90,6 +92,7 @@ class SubGraphFuser {
Graph
*
graph_
;
NodeInsideSubgraphTeller
node_inside_subgraph_teller_
;
int
min_subgraph_size_
;
const
std
::
string
name_
;
};
struct
NodeWrapper
{
...
...
paddle/fluid/inference/api/CMakeLists.txt
浏览文件 @
5eb81fe5
...
...
@@ -31,6 +31,10 @@ if (ANAKIN_FOUND)
set
(
inference_deps
${
inference_deps
}
anakin_op_converter anakin_engine
)
endif
()
if
(
WITH_NGRAPH
)
set
(
inference_deps
${
inference_deps
}
ngraph
)
endif
()
add_subdirectory
(
details
)
if
(
WITH_MKLDNN
)
...
...
@@ -40,7 +44,11 @@ if(WITH_MKLDNN)
endif
()
cc_library
(
analysis_config SRCS analysis_config.cc DEPS
${
mkldnn_quantizer_cfg
}
lod_tensor paddle_pass_builder
)
cc_library
(
paddle_pass_builder SRCS paddle_pass_builder.cc
)
if
(
WITH_NGRAPH
)
cc_library
(
paddle_pass_builder SRCS paddle_pass_builder.cc DEPS ngraph
)
else
(
WITH_NGRAPH
)
cc_library
(
paddle_pass_builder SRCS paddle_pass_builder.cc
)
endif
(
WITH_NGRAPH
)
cc_library
(
analysis_predictor SRCS analysis_predictor.cc
${
mkldnn_quantizer_src
}
DEPS paddle_inference_api zero_copy_tensor
reset_tensor_array analysis_config paddle_pass_builder ir_pass_manager
${
inference_deps
}
)
cc_library
(
paddle_inference_api SRCS api.cc api_impl.cc helper.cc DEPS
...
...
paddle/fluid/inference/api/analysis_config.cc
浏览文件 @
5eb81fe5
...
...
@@ -107,6 +107,8 @@ AnalysisConfig::AnalysisConfig(const AnalysisConfig &other) {
CP_MEMBER
(
tensorrt_precision_mode_
);
CP_MEMBER
(
trt_use_static_engine_
);
CP_MEMBER
(
trt_use_calib_mode_
);
// NGRAPH related.
CP_MEMBER
(
use_ngraph_
);
// MKLDNN related.
CP_MEMBER
(
use_mkldnn_
);
CP_MEMBER
(
mkldnn_enabled_op_types_
);
...
...
@@ -170,6 +172,16 @@ void AnalysisConfig::EnableMkldnnQuantizer() {
Update
();
}
void
AnalysisConfig
::
EnableNgraph
()
{
#ifdef PADDLE_WITH_NGRAPH
pass_builder
()
->
EnableNgraph
();
use_ngraph_
=
true
;
#else
LOG
(
ERROR
)
<<
"Please compile with NGRAPH first to use NGRAPH"
;
use_ngraph_
=
false
;
#endif
}
std
::
shared_ptr
<
MkldnnQuantizerConfig
>
AnalysisConfig
::
mkldnn_quantizer_config
()
const
{
PADDLE_ENFORCE_NOT_NULL
(
mkldnn_quantizer_config_
,
...
...
@@ -238,6 +250,20 @@ void AnalysisConfig::Update() {
}
}
if
(
use_ngraph_
)
{
if
(
!
enable_ir_optim_
)
{
LOG
(
ERROR
)
<<
"EnableNgraph() only works when IR optimization is enabled."
;
}
#ifdef PADDLE_WITH_NGRAPH
pass_builder
()
->
EnableNgraph
();
use_ngraph_
=
true
;
#else
LOG
(
ERROR
)
<<
"Please compile with NGRAPH first to use NGRAPH"
;
use_ngraph_
=
false
;
#endif
}
if
(
use_mkldnn_
)
{
#ifdef PADDLE_WITH_MKLDNN
if
(
!
enable_ir_optim_
)
{
...
...
@@ -312,6 +338,8 @@ std::string AnalysisConfig::SerializeInfoCache() {
ss
<<
static_memory_optim_
;
ss
<<
static_memory_optim_force_update_
;
ss
<<
use_ngraph_
;
ss
<<
use_mkldnn_
;
for
(
auto
&
item
:
mkldnn_enabled_op_types_
)
ss
<<
item
;
ss
<<
";"
;
...
...
paddle/fluid/inference/api/paddle_analysis_config.h
浏览文件 @
5eb81fe5
...
...
@@ -169,6 +169,13 @@ struct AnalysisConfig {
*/
void
SwitchIrDebug
(
int
x
=
true
);
/** Turn on NGRAPH.
*/
void
EnableNgraph
();
/** A boolean state telling whether to use the NGRAPH.
*/
bool
ngraph_enabled
()
const
{
return
use_ngraph_
;
}
/** Turn on MKLDNN.
*/
void
EnableMKLDNN
();
...
...
@@ -274,6 +281,7 @@ struct AnalysisConfig {
bool
static_memory_optim_
{
false
};
bool
static_memory_optim_force_update_
{
false
};
bool
use_ngraph_
{
false
};
bool
use_mkldnn_
{
false
};
std
::
unordered_set
<
std
::
string
>
mkldnn_enabled_op_types_
;
...
...
paddle/fluid/inference/api/paddle_pass_builder.cc
浏览文件 @
5eb81fe5
...
...
@@ -132,6 +132,10 @@ void GpuPassStrategy::EnableMkldnnQuantizer() {
LOG
(
ERROR
)
<<
"GPU not support MKL-DNN quantization"
;
}
void
GpuPassStrategy
::
EnableNgraph
()
{
LOG
(
ERROR
)
<<
"GPU not support Ngraph yet"
;
}
CpuPassStrategy
::
CpuPassStrategy
()
:
PassStrategy
({})
{
// NOTE the large fusions should be located in the front, so that they will
// not be damaged by smaller ones.
...
...
@@ -198,4 +202,14 @@ void CpuPassStrategy::EnableMkldnnQuantizer() {
#endif
}
void
CpuPassStrategy
::
EnableNgraph
()
{
#ifdef PADDLE_WITH_NGRAPH
if
(
!
use_ngraph_
)
{
passes_
.
insert
(
passes_
.
begin
(),
"ngraph_subgraph_pass"
);
}
use_ngraph_
=
true
;
#else
use_ngraph_
=
false
;
#endif
}
}
// namespace paddle
paddle/fluid/inference/api/paddle_pass_builder.h
浏览文件 @
5eb81fe5
...
...
@@ -90,6 +90,10 @@ class PassStrategy : public PaddlePassBuilder {
*/
virtual
void
EnableMKLDNN
()
{}
/** Enable NGRAPH optimization
*/
virtual
void
EnableNgraph
()
{}
/** Enable MKLDNN quantize optimization
*/
virtual
void
EnableMkldnnQuantizer
()
{}
...
...
@@ -99,6 +103,7 @@ class PassStrategy : public PaddlePassBuilder {
virtual
~
PassStrategy
()
=
default
;
protected:
bool
use_ngraph_
{
false
};
bool
use_gpu_
{
false
};
bool
use_mkldnn_
{
false
};
};
...
...
@@ -112,16 +117,19 @@ class CpuPassStrategy : public PassStrategy {
explicit
CpuPassStrategy
(
const
CpuPassStrategy
&
other
)
:
PassStrategy
(
other
.
AllPasses
())
{
use_gpu_
=
other
.
use_gpu_
;
use_ngraph_
=
other
.
use_ngraph_
;
use_mkldnn_
=
other
.
use_mkldnn_
;
use_mkldnn_quantizer_
=
other
.
use_mkldnn_quantizer_
;
}
virtual
~
CpuPassStrategy
()
=
default
;
void
EnableNgraph
()
override
;
void
EnableMKLDNN
()
override
;
void
EnableMkldnnQuantizer
()
override
;
protected:
bool
use_ngraph_
{
false
};
bool
use_mkldnn_quantizer_
{
false
};
};
...
...
@@ -136,6 +144,7 @@ class GpuPassStrategy : public PassStrategy {
use_gpu_
=
true
;
}
void
EnableNgraph
()
override
;
void
EnableMKLDNN
()
override
;
void
EnableMkldnnQuantizer
()
override
;
...
...
paddle/fluid/inference/tests/api/config_printer.h
浏览文件 @
5eb81fe5
...
...
@@ -78,6 +78,8 @@ std::ostream &operator<<(std::ostream &os, const AnalysisConfig &config) {
<<
"use_tensorrt: "
<<
config
.
tensorrt_engine_enabled
()
<<
"
\n
"
;
os
<<
GenSpaces
(
num_spaces
)
<<
"use_mkldnn: "
<<
config
.
mkldnn_enabled
()
<<
"
\n
"
;
os
<<
GenSpaces
(
num_spaces
)
<<
"use_ngraph: "
<<
config
.
ngraph_enabled
()
<<
"
\n
"
;
num_spaces
--
;
os
<<
GenSpaces
(
num_spaces
)
<<
"}
\n
"
;
return
os
;
...
...
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