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f17a2e7a
编写于
1月 02, 2019
作者:
L
liuruilong
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
commit
上级
250bf7fd
变更
6
隐藏空白更改
内联
并排
Showing
6 changed file
with
138 addition
and
94 deletion
+138
-94
metal/paddle-mobile-demo/paddle-mobile-demo.xcodeproj/project.pbxproj
...-mobile-demo/paddle-mobile-demo.xcodeproj/project.pbxproj
+8
-0
metal/paddle-mobile-demo/paddle-mobile-demo/ViewController.swift
...addle-mobile-demo/paddle-mobile-demo/ViewController.swift
+45
-2
metal/paddle-mobile/paddle-mobile/CustomNet/SuperResolutionNet.swift
...e-mobile/paddle-mobile/CustomNet/SuperResolutionNet.swift
+0
-7
metal/paddle-mobile/paddle-mobile/framework/Executor.swift
metal/paddle-mobile/paddle-mobile/framework/Executor.swift
+7
-7
test/net/test_super.cpp
test/net/test_super.cpp
+77
-77
test/test_helper.h
test/test_helper.h
+1
-1
未找到文件。
metal/paddle-mobile-demo/paddle-mobile-demo.xcodeproj/project.pbxproj
浏览文件 @
f17a2e7a
...
...
@@ -17,6 +17,7 @@
FC039B8920E11C560081E9F8
/* Assets.xcassets in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC039B8820E11C560081E9F8
/* Assets.xcassets */
;
};
FC039B8C20E11C560081E9F8
/* LaunchScreen.storyboard in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC039B8A20E11C560081E9F8
/* LaunchScreen.storyboard */
;
};
FC203FB221CBFDBA00B37166
/* test.jpg in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC203FA921CBFDBA00B37166
/* test.jpg */
;
};
FC5E03B221DCE8D90016C137
/* mingren_input_data in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC5E03B121DCE8D90016C137
/* mingren_input_data */
;
};
FC704C1921D2375300F98BAB
/* super_params in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC704C1721D2375300F98BAB
/* super_params */
;
};
FC704C1A21D2375300F98BAB
/* super_model in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC704C1821D2375300F98BAB
/* super_model */
;
};
FC704C2221D237FC00F98BAB
/* combined_mobilenet_params in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC704C1D21D237FC00F98BAB
/* combined_mobilenet_params */
;
};
...
...
@@ -32,6 +33,7 @@
FC9797CF21D6506F00F2FD90
/* mingren.jpg in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC9797CE21D6506F00F2FD90
/* mingren.jpg */
;
};
FC9797D121D6616600F2FD90
/* BufferToTexture.metal in Sources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FC9797D021D6616600F2FD90
/* BufferToTexture.metal */
;
};
FCBCCC552122EF5500D94F7E
/* MetalHelper.swift in Sources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FCBCCC542122EF5400D94F7E
/* MetalHelper.swift */
;
};
FCCED60521D7646E00BE8D5F
/* test_image_super in Resources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FCCED60421D7646E00BE8D5F
/* test_image_super */
;
};
FCEBEC2C20E1391F00C0B14D
/* paddle_mobile.framework in Frameworks */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FCEBEC2B20E1391F00C0B14D
/* paddle_mobile.framework */
;
};
FCEBEC2D20E1391F00C0B14D
/* paddle_mobile.framework in Embed Frameworks */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FCEBEC2B20E1391F00C0B14D
/* paddle_mobile.framework */
;
settings
=
{
ATTRIBUTES
=
(
CodeSignOnCopy
,
RemoveHeadersOnCopy
,
);
};
};
FCF437E8214B6DDB00943429
/* MultiPredictViewController.swift in Sources */
=
{
isa
=
PBXBuildFile
;
fileRef
=
FCF437E7214B6DDB00943429
/* MultiPredictViewController.swift */
;
};
...
...
@@ -68,6 +70,7 @@
FC203FA921CBFDBA00B37166
/* test.jpg */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
image.jpeg
;
path
=
test.jpg
;
sourceTree
=
"<group>"
;
};
FC27991121343A39000B6BAD
/* paddle-mobile-demo-Bridging-Header.h */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
sourcecode.c.h
;
path
=
"paddle-mobile-demo-Bridging-Header.h"
;
sourceTree
=
"<group>"
;
};
FC4FD97B2140EE250073E130
/* libc++.tbd */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
"sourcecode.text-based-dylib-definition"
;
name
=
"libc++.tbd"
;
path
=
"usr/lib/libc++.tbd"
;
sourceTree
=
SDKROOT
;
};
FC5E03B121DCE8D90016C137
/* mingren_input_data */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
file
;
path
=
mingren_input_data
;
sourceTree
=
"<group>"
;
};
FC704C1721D2375300F98BAB
/* super_params */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
file
;
path
=
super_params
;
sourceTree
=
"<group>"
;
};
FC704C1821D2375300F98BAB
/* super_model */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
file
;
path
=
super_model
;
sourceTree
=
"<group>"
;
};
FC704C1D21D237FC00F98BAB
/* combined_mobilenet_params */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
file
;
path
=
combined_mobilenet_params
;
sourceTree
=
"<group>"
;
};
...
...
@@ -83,6 +86,7 @@
FC9797CE21D6506F00F2FD90
/* mingren.jpg */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
image.jpeg
;
path
=
mingren.jpg
;
sourceTree
=
"<group>"
;
};
FC9797D021D6616600F2FD90
/* BufferToTexture.metal */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
sourcecode.metal
;
path
=
BufferToTexture.metal
;
sourceTree
=
"<group>"
;
};
FCBCCC542122EF5400D94F7E
/* MetalHelper.swift */
=
{
isa
=
PBXFileReference
;
fileEncoding
=
4
;
lastKnownFileType
=
sourcecode.swift
;
path
=
MetalHelper.swift
;
sourceTree
=
"<group>"
;
};
FCCED60421D7646E00BE8D5F
/* test_image_super */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
file
;
path
=
test_image_super
;
sourceTree
=
"<group>"
;
};
FCEBEC2B20E1391F00C0B14D
/* paddle_mobile.framework */
=
{
isa
=
PBXFileReference
;
explicitFileType
=
wrapper.framework
;
path
=
paddle_mobile.framework
;
sourceTree
=
BUILT_PRODUCTS_DIR
;
};
FCF437E7214B6DDB00943429
/* MultiPredictViewController.swift */
=
{
isa
=
PBXFileReference
;
lastKnownFileType
=
sourcecode.swift
;
path
=
MultiPredictViewController.swift
;
sourceTree
=
"<group>"
;
};
/* End PBXFileReference section */
...
...
@@ -162,6 +166,8 @@
FC203FA821CBFDBA00B37166
/* images */
=
{
isa
=
PBXGroup
;
children
=
(
FC5E03B121DCE8D90016C137
/* mingren_input_data */
,
FCCED60421D7646E00BE8D5F
/* test_image_super */
,
FC9797CE21D6506F00F2FD90
/* mingren.jpg */
,
FC9797BD21D6045B00F2FD90
/* banana.jpeg */
,
FC203FA921CBFDBA00B37166
/* test.jpg */
,
...
...
@@ -308,12 +314,14 @@
isa
=
PBXResourcesBuildPhase
;
buildActionMask
=
2147483647
;
files
=
(
FCCED60521D7646E00BE8D5F
/* test_image_super in Resources */
,
FC039B8C20E11C560081E9F8
/* LaunchScreen.storyboard in Resources */
,
FC9797CF21D6506F00F2FD90
/* mingren.jpg in Resources */
,
FC704C2221D237FC00F98BAB
/* combined_mobilenet_params in Resources */
,
FC704C1921D2375300F98BAB
/* super_params in Resources */
,
FC039B8920E11C560081E9F8
/* Assets.xcassets in Resources */
,
FC9797C721D609FB00F2FD90
/* synset.txt in Resources */
,
FC5E03B221DCE8D90016C137
/* mingren_input_data in Resources */
,
FC704C1A21D2375300F98BAB
/* super_model in Resources */
,
FC039B8720E11C550081E9F8
/* Main.storyboard in Resources */
,
FC9797C221D608E000F2FD90
/* mobilenet_model in Resources */
,
...
...
metal/paddle-mobile-demo/paddle-mobile-demo/ViewController.swift
浏览文件 @
f17a2e7a
...
...
@@ -18,6 +18,34 @@ import CoreMedia
import
paddle_mobile
import
MetalPerformanceShaders
class
FileReader
{
let
file
:
UnsafeMutablePointer
<
FILE
>
let
fileSize
:
Int
init
(
paramPath
:
String
)
throws
{
guard
let
tmpFile
=
fopen
(
paramPath
,
"rb"
)
else
{
throw
PaddleMobileError
.
loaderError
(
message
:
"open param file error"
+
paramPath
)
}
file
=
tmpFile
fseek
(
file
,
0
,
SEEK_END
)
fileSize
=
ftell
(
file
)
guard
fileSize
>
0
else
{
throw
PaddleMobileError
.
loaderError
(
message
:
"param file size is too small"
)
}
rewind
(
file
)
}
func
read
<
T
>
()
->
UnsafeMutablePointer
<
T
>
{
let
ptr
=
UnsafeMutablePointer
<
T
>.
allocate
(
capacity
:
MemoryLayout
<
T
>.
size
*
fileSize
)
fread
(
ptr
,
fileSize
,
1
,
file
)
return
ptr
}
deinit
{
fclose
(
file
)
}
}
enum
Platform
{
case
GPU
}
...
...
@@ -66,10 +94,24 @@ class ViewController: UIViewController {
@IBAction
func
loadAct
(
_
sender
:
Any
)
{
runner
=
Runner
.
init
(
inNet
:
netSupport
[
modelType
]
!
,
commandQueue
:
MetalHelper
.
shared
.
queue
)
if
platform
==
.
GPU
{
let
filePath
=
Bundle
.
main
.
path
(
forResource
:
"mingren_input_data"
,
ofType
:
nil
)
let
fileReader
=
try!
FileReader
.
init
(
paramPath
:
filePath
!
)
let
pointer
:
UnsafeMutablePointer
<
Float32
>
=
fileReader
.
read
()
let
buffer
=
MetalHelper
.
shared
.
device
.
makeBuffer
(
length
:
fileReader
.
fileSize
,
options
:
.
storageModeShared
)
buffer
?
.
contents
()
.
copyMemory
(
from
:
pointer
,
byteCount
:
fileReader
.
fileSize
)
if
self
.
toPredictTexture
==
nil
{
runner
.
getTexture
(
image
:
selectImage
!.
cgImage
!
)
{
[
weak
self
]
(
texture
)
in
runner
.
getTexture
(
inBuffer
:
buffer
!
)
{
[
weak
self
]
(
texture
)
in
self
?
.
toPredictTexture
=
texture
}
// runner.getTexture(image: selectImage!.cgImage!) { [weak self] (texture) in
// }
}
}
else
{
fatalError
(
" unsupport "
)
...
...
@@ -108,7 +150,8 @@ class ViewController: UIViewController {
guard
let
sSelf
=
self
else
{
fatalError
()
}
if
let
inResultHolder
=
resultHolder
,
success
{
if
success
,
let
inResultHolder
=
resultHolder
{
if
i
==
max
-
1
{
let
time
=
Date
.
init
()
.
timeIntervalSince
(
startDate
)
...
...
metal/paddle-mobile/paddle-mobile/CustomNet/SuperResolutionNet.swift
浏览文件 @
f17a2e7a
...
...
@@ -15,13 +15,6 @@
import
Foundation
class
SuperResolutionPreProccess
:
CusomKernel
{
init
(
device
:
MTLDevice
)
{
let
s
=
Shape
.
init
(
inWidth
:
224
,
inHeight
:
224
,
inChannel
:
3
)
super
.
init
(
device
:
device
,
inFunctionName
:
"super_resolution_preprocess"
,
outputDim
:
s
,
usePaddleMobileLib
:
false
)
}
}
public
class
SuperResolutionNet
:
Net
{
override
public
func
resultStr
(
res
:
ResultHolder
)
->
String
{
return
"未实现"
...
...
metal/paddle-mobile/paddle-mobile/framework/Executor.swift
浏览文件 @
f17a2e7a
...
...
@@ -144,23 +144,23 @@ public class Executor<P: PrecisionType> {
guard
let
SSelf
=
self
else
{
fatalError
()
}
//将输入写进文件
/*
let inputArr = resInput.toTensor(dim: (n: dim[0], c: dim[3], h: dim[1], w: dim[2]))
print(dim)
writeToLibrary(fileName: "test_image_
mingren
", array: inputArr)
writeToLibrary(fileName: "test_image_
super
", array: inputArr)
print(" write done ")
return
*/
/* 输出 op 计算结果
for op in SSelf.ops {
op.delogOutput()
}
*/
for
op
in
SSelf
.
ops
{
op
.
delogOutput
()
}
var
resultHolder
:
GPUResultHolder
if
except
>
0
{
...
...
test/net/test_super.cpp
浏览文件 @
f17a2e7a
...
...
@@ -21,7 +21,7 @@ int main() {
paddle_mobile
::
PaddleMobileConfigInternal
config
;
config
.
load_when_predict
=
true
;
paddle_mobile
::
PaddleMobile
<
paddle_mobile
::
GPU_CL
>
paddle_mobile
(
config
);
paddle_mobile
::
PaddleMobile
<
paddle_mobile
::
CPU
>
paddle_mobile
(
config
);
// paddle_mobile.SetThreadNum(4);
auto
time1
=
paddle_mobile
::
time
();
#ifdef PADDLE_MOBILE_CL
...
...
@@ -38,84 +38,84 @@ int main() {
std
::
cout
<<
"load cost :"
<<
paddle_mobile
::
time_diff
(
time1
,
time2
)
<<
"ms"
<<
std
::
endl
;
// 300*300
std
::
vector
<
float
>
input
;
std
::
vector
<
int64_t
>
dims
{
1
,
1
,
300
,
300
};
GetInput
<
float
>
(
g_test_image_1x3x224x224
,
&
input
,
dims
);
std
::
vector
<
float
>
vec_result
;
//
std::vector<float> input;
//
std::vector<int64_t> dims{1, 1, 300, 300};
//
GetInput<float>(g_test_image_1x3x224x224, &input, dims);
//
//
std::vector<float> vec_result;
auto
time3
=
paddle_mobile
::
time
();
int
max
=
1
0
;
for
(
int
i
=
0
;
i
<
max
;
++
i
)
{
auto
time5
=
paddle_mobile
::
time
();
vec_result
=
paddle_mobile
.
Predict
(
input
,
dims
);
auto
time6
=
paddle_mobile
::
time
();
std
::
cout
<<
"300 predict cost :第"
<<
i
<<
": "
<<
paddle_mobile
::
time_diff
(
time5
,
time6
)
<<
"ms"
<<
std
::
endl
;
}
auto
time4
=
paddle_mobile
::
time
();
std
::
cout
<<
"300 predict cost :"
<<
paddle_mobile
::
time_diff
(
time3
,
time4
)
/
max
<<
"ms"
<<
std
::
endl
;
auto
biggest
=
std
::
max_element
(
std
::
begin
(
vec_result
),
std
::
end
(
vec_result
));
std
::
cout
<<
"300 Max element is "
<<
*
biggest
<<
" at position "
<<
std
::
distance
(
std
::
begin
(
vec_result
),
biggest
)
<<
std
::
endl
;
// 500*500
std
::
vector
<
float
>
vec_result2
;
std
::
vector
<
float
>
input2
;
std
::
vector
<
int64_t
>
dims2
{
1
,
1
,
500
,
500
};
GetInput
<
float
>
(
g_test_image_1x3x224x224
,
&
input2
,
dims2
);
time3
=
paddle_mobile
::
time
();
for
(
int
i
=
0
;
i
<
max
;
++
i
)
{
auto
time5
=
paddle_mobile
::
time
();
vec_result2
=
paddle_mobile
.
Predict
(
input2
,
dims2
);
auto
time6
=
paddle_mobile
::
time
();
std
::
cout
<<
"500 predict cost :第"
<<
i
<<
": "
<<
paddle_mobile
::
time_diff
(
time5
,
time6
)
<<
"ms"
<<
std
::
endl
;
}
time4
=
paddle_mobile
::
time
();
std
::
cout
<<
"500 predict cost :"
<<
paddle_mobile
::
time_diff
(
time3
,
time4
)
/
max
<<
"ms"
<<
std
::
endl
;
biggest
=
std
::
max_element
(
std
::
begin
(
vec_result2
),
std
::
end
(
vec_result2
));
std
::
cout
<<
"500 Max element is "
<<
*
biggest
<<
" at position "
<<
std
::
distance
(
std
::
begin
(
vec_result2
),
biggest
)
<<
std
::
endl
;
// 1000*1000
std
::
vector
<
float
>
vec_result3
;
std
::
vector
<
float
>
input3
;
std
::
vector
<
int64_t
>
dims3
{
1
,
1
,
1000
,
1000
};
GetInput
<
float
>
(
g_test_image_1x3x224x224
,
&
input3
,
dims3
);
time3
=
paddle_mobile
::
time
();
for
(
int
i
=
0
;
i
<
max
;
++
i
)
{
auto
time5
=
paddle_mobile
::
time
();
vec_result3
=
paddle_mobile
.
Predict
(
input3
,
dims3
);
auto
time6
=
paddle_mobile
::
time
();
std
::
cout
<<
"1000*1000 predict cost :第"
<<
i
<<
": "
<<
paddle_mobile
::
time_diff
(
time5
,
time6
)
<<
"ms"
<<
std
::
endl
;
}
time4
=
paddle_mobile
::
time
();
std
::
cout
<<
"1000*1000 predict cost :"
<<
paddle_mobile
::
time_diff
(
time3
,
time4
)
/
max
<<
"ms"
<<
std
::
endl
;
biggest
=
std
::
max_element
(
std
::
begin
(
vec_result3
),
std
::
end
(
vec_result3
));
std
::
cout
<<
"1000*1000 Max element is "
<<
*
biggest
<<
" at position "
<<
std
::
distance
(
std
::
begin
(
vec_result3
),
biggest
)
<<
std
::
endl
;
int
max
=
1
;
//
for (int i = 0; i < max; ++i) {
//
auto time5 = paddle_mobile::time();
//
vec_result = paddle_mobile.Predict(input, dims);
//
auto time6 = paddle_mobile::time();
//
std::cout << "300 predict cost :第" << i << ": "
//
<< paddle_mobile::time_diff(time5, time6) << "ms" << std::endl;
//
}
//
auto time4 = paddle_mobile::time();
//
//
std::cout << "300 predict cost :"
//
<< paddle_mobile::time_diff(time3, time4) / max << "ms"
//
<< std::endl;
//
auto biggest =
//
std::max_element(std::begin(vec_result), std::end(vec_result));
//
std::cout << "300 Max element is " << *biggest << " at position "
//
<< std::distance(std::begin(vec_result), biggest) << std::endl;
//
//
// 500*500
//
std::vector<float> vec_result2;
//
//
std::vector<float> input2;
//
std::vector<int64_t> dims2{1, 1, 500, 500};
//
GetInput<float>(g_test_image_1x3x224x224, &input2, dims2);
//
//
time3 = paddle_mobile::time();
//
for (int i = 0; i < max; ++i) {
//
auto time5 = paddle_mobile::time();
//
vec_result2 = paddle_mobile.Predict(input2, dims2);
//
auto time6 = paddle_mobile::time();
//
std::cout << "500 predict cost :第" << i << ": "
//
<< paddle_mobile::time_diff(time5, time6) << "ms" << std::endl;
//
}
//
//
time4 = paddle_mobile::time();
//
std::cout << "500 predict cost :"
//
<< paddle_mobile::time_diff(time3, time4) / max << "ms"
//
<< std::endl;
//
biggest = std::max_element(std::begin(vec_result2), std::end(vec_result2));
//
std::cout << "500 Max element is " << *biggest << " at position "
//
<< std::distance(std::begin(vec_result2), biggest) << std::endl;
//
//
// 1000*1000
//
//
std::vector<float> vec_result3;
//
std::vector<float> input3;
//
std::vector<int64_t> dims3{1, 1, 1000, 1000};
//
GetInput<float>(g_test_image_1x3x224x224, &input3, dims3);
//
//
time3 = paddle_mobile::time();
//
//
for (int i = 0; i < max; ++i) {
//
auto time5 = paddle_mobile::time();
//
vec_result3 = paddle_mobile.Predict(input3, dims3);
//
auto time6 = paddle_mobile::time();
//
std::cout << "1000*1000 predict cost :第" << i << ": "
//
<< paddle_mobile::time_diff(time5, time6) << "ms" << std::endl;
//
}
//
time4 = paddle_mobile::time();
//
std::cout << "1000*1000 predict cost :"
//
<< paddle_mobile::time_diff(time3, time4) / max << "ms"
//
<< std::endl;
//
biggest = std::max_element(std::begin(vec_result3), std::end(vec_result3));
//
std::cout << "1000*1000 Max element is " << *biggest << " at position "
//
<< std::distance(std::begin(vec_result3), biggest) << std::endl;
// 224*224
std
::
vector
<
float
>
vec_result4
;
std
::
vector
<
float
>
input4
;
std
::
vector
<
int64_t
>
dims4
{
1
,
1
,
224
,
224
};
std
::
vector
<
int64_t
>
dims4
{
1
,
1
,
300
,
300
};
GetInput
<
float
>
(
g_test_image_1x3x224x224
,
&
input4
,
dims4
);
time3
=
paddle_mobile
::
time
();
...
...
@@ -127,13 +127,13 @@ int main() {
<<
paddle_mobile
::
time_diff
(
time5
,
time6
)
<<
"ms"
<<
std
::
endl
;
}
time4
=
paddle_mobile
::
time
();
auto
time4
=
paddle_mobile
::
time
();
std
::
cout
<<
"224*224 predict cost :"
<<
paddle_mobile
::
time_diff
(
time3
,
time4
)
/
max
<<
"ms"
<<
std
::
endl
;
biggest
=
std
::
max_element
(
std
::
begin
(
vec_result4
),
std
::
end
(
vec_result4
));
std
::
cout
<<
"224*224 Max element is "
<<
*
biggest
<<
" at position "
<<
std
::
distance
(
std
::
begin
(
vec_result4
),
biggest
)
<<
std
::
endl
;
//
biggest = std::max_element(std::begin(vec_result4), std::end(vec_result4));
//
std::cout << "224*224 Max element is " << *biggest << " at position "
//
<< std::distance(std::begin(vec_result4), biggest) << std::endl;
}
return
0
;
...
...
test/test_helper.h
浏览文件 @
f17a2e7a
...
...
@@ -62,7 +62,7 @@ static const char *g_imgfssd_ar = "../images/test_image_ssd_ar";
static
const
char
*
g_imgfssd_ar1
=
"../images/003_0001.txt"
;
static
const
char
*
g_img
=
"../images/img.bin"
;
static
const
char
*
g_yolo_img
=
"../images/in_put_1_3_416_416_2"
;
static
const
char
*
g_super_img
=
"../images/
test_image_super
"
;
static
const
char
*
g_super_img
=
"../images/
mingren_input_data
"
;
static
const
char
*
g_mobilenet_img
=
"../images/image"
;
using
paddle_mobile
::
framework
::
DDim
;
...
...
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