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247f0c7f
编写于
8月 17, 2020
作者:
C
chenjiaoAngel
浏览文件
操作
浏览文件
下载
电子邮件补丁
差异文件
fix format. test=develop
上级
9348cb41
变更
3
隐藏空白更改
内联
并排
Showing
3 changed file
with
749 addition
and
238 deletion
+749
-238
lite/backends/arm/math/conv5x5s1_depthwise_fp32.cc
lite/backends/arm/math/conv5x5s1_depthwise_fp32.cc
+743
-235
lite/backends/arm/math/conv_impl.cc
lite/backends/arm/math/conv_impl.cc
+4
-2
lite/kernels/arm/conv_depthwise.cc
lite/kernels/arm/conv_depthwise.cc
+2
-1
未找到文件。
lite/backends/arm/math/conv5x5s1_depthwise_fp32.cc
浏览文件 @
247f0c7f
...
...
@@ -112,11 +112,30 @@ void conv_depthwise_5x5s1_fp32(float* dout,
float
vscale
[
4
]
=
{
ss
,
ss
,
ss
,
ss
};
if
(
has_active
)
{
switch
(
act_type
)
{
case
lite_api
::
ActivationType
::
kRelu
:
conv_depthwise_5x5s1_bias_relu
(
dout
,
case
lite_api
::
ActivationType
::
kRelu
:
conv_depthwise_5x5s1_bias_relu
(
dout
,
din
,
weights
,
bias
,
flag_bias
,
num
,
chin
,
hin
,
win
,
hout
,
wout
,
pad_top
,
pad_bottom
,
pad_left
,
pad_right
,
ctx
);
break
;
case
lite_api
::
ActivationType
::
kRelu6
:
conv_depthwise_5x5s1_bias_relu6
(
dout
,
din
,
weights
,
bias
,
vsix
,
flag_bias
,
num
,
chin
,
...
...
@@ -129,48 +148,29 @@ void conv_depthwise_5x5s1_fp32(float* dout,
pad_left
,
pad_right
,
ctx
);
break
;
case
lite_api
::
ActivationType
::
kRelu6
:
conv_depthwise_5x5s1_bias_relu6
(
dout
,
din
,
weights
,
bias
,
vsix
,
flag_bias
,
num
,
chin
,
hin
,
win
,
hout
,
wout
,
pad_top
,
pad_bottom
,
pad_left
,
pad_right
,
ctx
);
break
;
case
lite_api
::
ActivationType
::
kLeakyRelu
:
conv_depthwise_5x5s1_bias_leakyRelu
(
dout
,
din
,
weights
,
bias
,
vscale
,
flag_bias
,
num
,
chin
,
hin
,
win
,
hout
,
wout
,
pad_top
,
pad_bottom
,
pad_left
,
pad_right
,
ctx
);
break
;
default:
LOG
(
FATAL
)
<<
"this act_type: "
<<
static_cast
<
int
>
(
act_type
)
<<
" fuse not support"
;
break
;
case
lite_api
::
ActivationType
::
kLeakyRelu
:
conv_depthwise_5x5s1_bias_leakyRelu
(
dout
,
din
,
weights
,
bias
,
vscale
,
flag_bias
,
num
,
chin
,
hin
,
win
,
hout
,
wout
,
pad_top
,
pad_bottom
,
pad_left
,
pad_right
,
ctx
);
break
;
default:
LOG
(
FATAL
)
<<
"this act_type: "
<<
static_cast
<
int
>
(
act_type
)
<<
" fuse not support"
;
}
}
else
{
conv_depthwise_5x5s1_bias
(
dout
,
...
...
@@ -191,6 +191,7 @@ void conv_depthwise_5x5s1_fp32(float* dout,
ctx
);
}
}
// clang-format off
#ifdef __aarch64__
#define COMPUTE_ONE_LINE_S1_PRE \
"ld1 {v9.4s}, [%[din_ptr0]], #16\n" \
...
...
@@ -201,7 +202,7 @@ void conv_depthwise_5x5s1_fp32(float* dout,
"ext v13.16b, v9.16b, v10.16b, #12\n" \
"1: \n" \
"subs %w[cnt], %w[cnt], #1 \n" \
"fmla v15.4s, v9.4s, %[wr0].s[0]\n"
/*0123*wr0[0]*/
\
"fmla v15.4s, v9.4s, %[wr0].s[0]\n"
/*0123*wr0[0]*/
\
"fmul v14.4s, v10.4s, %[wr6].s[0]\n"
/*4567*wr6[0*/
\
"ld1 {v9.4s}, [%[din_ptr0]], #16\n" \
"fmla v15.4s, v11.4s, %[wr0].s[1]\n"
/*1234*wr0[1]*/
\
...
...
@@ -483,7 +484,7 @@ void conv_depthwise_5x5s1_fp32(float* dout,
"ext v12.16b, v9.16b, v10.16b, #8\n" \
"fmla v16.4s, v13.4s, %[wr4].s[3]\n"
/*3456*wr4[3]*/
\
"ext v13.16b, v9.16b, v10.16b, #12\n" \
"fadd v17.4s, v17.4s, v16.4s\n"
\
"fadd v17.4s, v17.4s, v16.4s\n"
#define COMPUTE_ONE_LINE_S1_POST \
"ld1 {v15.4s}, [%[bias]]\n" \
"ld1 {v9.4s}, [%[din_ptr0]], #16\n" \
...
...
@@ -652,25 +653,25 @@ void conv_depthwise_5x5s1_fp32(float* dout,
"ld1 {v16.4s}, [%[bias]]\n" \
"st1 {v17.4s}, [%[dout_ptr1]], #16\n" \
"bne 1b"
#define RESULT_S1_RELU
\
#define RESULT_S1_RELU
_OUT2
\
"fmax v14.4s, v14.4s, %[vzero].4s\n" \
"ld1 {v15.4s}, [%[bias]]\n" \
"fmax v17.4s, v17.4s, %[vzero].4s\n" \
"ld1 {v16.4s}, [%[bias]]\n" \
"st1 {v14.4s}, [%[dout_ptr0]], #16\n" \
"st1 {v17.4s}, [%[dout_ptr
]], #16\n"
\
"st1 {v17.4s}, [%[dout_ptr
1]], #16\n"
\
"bne 1b"
#define RESULT_S1_RELU6
\
"fmax
14.4s, v14.4s, %[vzero].4s\n"
\
#define RESULT_S1_RELU6
_OUT2
\
"fmax
v14.4s, v14.4s, %[vzero].4s\n"
\
"ld1 {v15.4s}, [%[bias]]\n" \
"fmax v17.4s, v17.4s, %[vzero].4s\n" \
"ld1 {v16.4s}, [%[bias]]\n" \
"fmin v14.4s, v14.4s, %[vsix].4s\n" \
"fmin v17.4s, v17.4s, %[vsix].4s\n" \
"st1 {v14.4s}, [%[dout_ptr0]], #16\n" \
"st1 {v17.4s}, [%[dout_ptr
]], #16\n"
\
"st1 {v17.4s}, [%[dout_ptr
1]], #16\n"
\
"bne 1b"
#define RESULT_S1_LEAKY_RELU
\
#define RESULT_S1_LEAKY_RELU
_OUT2
\
"fcmge v18.4s, v14.4s, %[vzero].4s\n" \
"fmul v19.4s, v14.4s, %[vscale].4s\n" \
"ld1 {v15.4s}, [%[bias]]\n" \
...
...
@@ -680,7 +681,7 @@ void conv_depthwise_5x5s1_fp32(float* dout,
"bif v14.16b, v19.16b, v18.16b\n" \
"bif v17.16b, v21.16b, v20.16b\n" \
"st1 {v14.4s}, [%[dout_ptr0]], #16\n" \
"st1 {v17.4s}, [%[dout_ptr
]], #16\n"
\
"st1 {v17.4s}, [%[dout_ptr
1]], #16\n"
\
"bne 1b"
#else
#define COMPUTE_ONE_LINE_S1_PRE \
...
...
@@ -1184,20 +1185,23 @@ void conv_depthwise_5x5s1_fp32(float* dout,
"bne 1b"
#endif
inline
float
compute_one_data_pre
(
const
float
*
data
,
float32x4_t
wr
,
float
bias_val
,
float
wei_val
,
int
num
)
{
// clang-format on
inline
float
compute_one_data_pre
(
const
float
*
data
,
float32x4_t
wr
,
float
bias_val
,
float
wei_val
,
int
num
)
{
float
sum
=
bias_val
;
int
index
=
4
-
num
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
data
[
i
]
*
wr
[
index
+
i
];
sum
+=
data
[
i
]
*
wr
[
index
+
i
];
}
sum
+=
data
[
num
]
*
wei_val
;
return
sum
;
}
inline
float
compute_one_data_post
(
const
float
*
data
,
float32x4_t
wr
,
float
bias_val
,
float
wei_val
,
int
num
)
{
inline
float
compute_one_data_post
(
const
float
*
data
,
float32x4_t
wr
,
float
bias_val
,
float
wei_val
,
int
num
)
{
float
sum
=
bias_val
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
data
[
i
]
*
wr
[
i
];
sum
+=
data
[
i
]
*
wr
[
i
];
}
sum
+=
data
[
num
]
*
wei_val
;
return
sum
;
...
...
@@ -1216,13 +1220,19 @@ inline void compute_all_padding_pre(float* dout,
int
num
)
{
int
tmp_index
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
}
*
dout
++
=
sum
;
}
// mid
// clang-format off
if
(
cnt
>
0
)
{
switch
(
num
)
{
case
0
:
...
...
@@ -1416,22 +1426,33 @@ inline void compute_all_padding_pre(float* dout,
}
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
}
*
dout
++
=
sum
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp_index
-
k
]
++
;
}
*
dout
++
=
sum
;
...
...
@@ -1451,12 +1472,18 @@ inline void compute_all_padding_mid(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
#ifdef __aarch64__
...
...
@@ -1516,22 +1543,33 @@ inline void compute_all_padding_mid(float* dout,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
}
*
dout
++
=
sum
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp
-
k
]
++
;
}
*
dout
++
=
sum
;
...
...
@@ -1553,15 +1591,26 @@ inline void compute_all_padding_mid_out2(float* dout0,
int
tmp
=
num
-
1
;
// left
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout0
++
=
sum
;
*
dout1
++
=
sum1
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
#ifdef __aarch64__
...
...
@@ -1626,14 +1675,25 @@ inline void compute_all_padding_mid_out2(float* dout0,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
}
din_ptr_arr
[
0
]
++
;
...
...
@@ -1642,12 +1702,22 @@ inline void compute_all_padding_mid_out2(float* dout0,
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
-
k
]
++
;
}
din_ptr_arr
[
0
]
++
;
...
...
@@ -1655,6 +1725,7 @@ inline void compute_all_padding_mid_out2(float* dout0,
*
dout1
++
=
sum1
;
}
}
inline
void
compute_all_padding_post
(
float
*
dout
,
const
float
**
din_ptr_arr
,
const
float
*
bias
,
...
...
@@ -1669,12 +1740,18 @@ inline void compute_all_padding_post(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -1866,23 +1943,34 @@ inline void compute_all_padding_post(float* dout,
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"does not support"
;
}
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
}
*
dout
++
=
sum
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
3
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
2
-
k
]
++
;
}
*
dout
++
=
sum
;
...
...
@@ -1904,7 +1992,7 @@ void conv_depthwise_5x5s1_bias(float* dout,
int
pad_bottom
,
int
pad_left
,
int
pad_right
,
ARMContext
*
ctx
){
ARMContext
*
ctx
)
{
int
loop_w
=
wout
-
pad_left
-
pad_right
;
int
loop_h
=
hout
-
pad_top
-
pad_bottom
;
int
in_size
=
win
*
hin
;
...
...
@@ -1945,12 +2033,22 @@ void conv_depthwise_5x5s1_bias(float* dout,
wr5
=
vsetq_lane_f32
(
weights_ch
[
14
],
wr5
,
2
);
wr5
=
vsetq_lane_f32
(
weights_ch
[
19
],
wr5
,
3
);
wr6
=
vsetq_lane_f32
(
weights_ch
[
24
],
wr6
,
0
);
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
float32x4_t
weights_vec
[]
=
{
wr0
,
wr1
,
wr2
,
wr3
,
wr4
,
wr5
,
wr6
};
// top_h
for
(
int
h
=
pad_top
;
h
>
0
;
h
--
)
{
compute_all_padding_pre
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
compute_all_padding_pre
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -1961,8 +2059,18 @@ void conv_depthwise_5x5s1_bias(float* dout,
dout_ptr1
=
dout_ptr0
+
wout
;
// mid_h
for
(
int
h
=
0
;
h
<
loop_h
-
1
;
h
+=
2
)
{
compute_all_padding_mid_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
+=
num_out
;
dout_ptr1
+=
num_out
;
din_ptr0
=
din_ptr2
;
...
...
@@ -1979,8 +2087,17 @@ void conv_depthwise_5x5s1_bias(float* dout,
din_ptr_arr
[
5
]
=
din_ptr5
;
}
if
(
loop_h
%
2
!=
0
)
{
compute_all_padding_mid
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
=
dout_ptr1
;
din_ptr0
=
din_ptr1
;
din_ptr1
=
din_ptr2
;
...
...
@@ -1995,8 +2112,17 @@ void conv_depthwise_5x5s1_bias(float* dout,
}
// bottom
for
(
int
h
=
0
;
h
<
pad_bottom
;
h
++
)
{
compute_all_padding_post
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
compute_all_padding_post
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -2022,12 +2148,18 @@ inline void compute_all_padding_pre_relu(float* dout,
int
num
)
{
int
tmp_index
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -2230,22 +2362,33 @@ inline void compute_all_padding_pre_relu(float* dout,
}
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp_index
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
...
...
@@ -2265,12 +2408,18 @@ inline void compute_all_padding_mid_relu(float* dout,
int
num
)
{
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1
RESULT_S1_RELU
...
...
@@ -2331,22 +2480,33 @@ inline void compute_all_padding_mid_relu(float* dout,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
...
...
@@ -2369,15 +2529,26 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
int
tmp
=
num
-
1
;
int
tmp1
=
num
+
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
0.
f
;
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1_OUT2
RESULT_S1_RELU_OUT2
...
...
@@ -2443,16 +2614,26 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
}
din_ptr_arr
[
0
]
++
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
...
...
@@ -2460,12 +2641,22 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
-
k
]
++
;
}
din_ptr_arr
[
0
]
++
;
...
...
@@ -2488,12 +2679,18 @@ inline void compute_all_padding_post_relu(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -2693,26 +2890,37 @@ inline void compute_all_padding_post_relu(float* dout,
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"does not support"
;
}
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
3
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
2
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
...
...
@@ -2731,7 +2939,7 @@ void conv_depthwise_5x5s1_bias_relu(float* dout,
int
pad_bottom
,
int
pad_left
,
int
pad_right
,
ARMContext
*
ctx
){
ARMContext
*
ctx
)
{
int
loop_w
=
wout
-
pad_left
-
pad_right
;
int
loop_h
=
hout
-
pad_top
-
pad_bottom
;
int
in_size
=
win
*
hin
;
...
...
@@ -2773,12 +2981,23 @@ void conv_depthwise_5x5s1_bias_relu(float* dout,
wr5
=
vsetq_lane_f32
(
weights_ch
[
14
],
wr5
,
2
);
wr5
=
vsetq_lane_f32
(
weights_ch
[
19
],
wr5
,
3
);
wr6
=
vsetq_lane_f32
(
weights_ch
[
24
],
wr6
,
0
);
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
float32x4_t
weights_vec
[]
=
{
wr0
,
wr1
,
wr2
,
wr3
,
wr4
,
wr5
,
wr6
};
// top_h
for
(
int
h
=
pad_top
;
h
>
0
;
h
--
)
{
compute_all_padding_pre_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
compute_all_padding_pre_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -2789,8 +3008,19 @@ void conv_depthwise_5x5s1_bias_relu(float* dout,
dout_ptr1
=
dout_ptr0
+
wout
;
// mid_h
for
(
int
h
=
0
;
h
<
loop_h
-
1
;
h
+=
2
)
{
compute_all_padding_mid_relu_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_relu_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
+=
num_out
;
dout_ptr1
+=
num_out
;
din_ptr0
=
din_ptr2
;
...
...
@@ -2807,8 +3037,18 @@ void conv_depthwise_5x5s1_bias_relu(float* dout,
din_ptr_arr
[
5
]
=
din_ptr5
;
}
if
(
loop_h
%
2
!=
0
)
{
compute_all_padding_mid_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
=
dout_ptr1
;
din_ptr0
=
din_ptr1
;
din_ptr1
=
din_ptr2
;
...
...
@@ -2823,8 +3063,18 @@ void conv_depthwise_5x5s1_bias_relu(float* dout,
}
// bottom
for
(
int
h
=
0
;
h
<
pad_bottom
;
h
++
)
{
compute_all_padding_post_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
compute_all_padding_post_relu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -2855,12 +3105,18 @@ inline void compute_all_padding_pre_relu6(float* dout,
int
tmp_index
=
num
-
1
;
// left
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -3071,22 +3327,33 @@ inline void compute_all_padding_pre_relu6(float* dout,
}
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp_index
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
...
...
@@ -3111,12 +3378,18 @@ inline void compute_all_padding_mid_relu6(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1
RESULT_S1_RELU6
...
...
@@ -3179,22 +3452,33 @@ inline void compute_all_padding_mid_relu6(float* dout,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
...
...
@@ -3222,15 +3506,26 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
int
tmp
=
num
-
1
;
int
tmp1
=
num
+
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
(
sum1
<
six
[
0
]
?
sum1
:
six
[
0
])
:
0.
f
;
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1_OUT2
RESULT_S1_RELU6_OUT2
...
...
@@ -3298,15 +3593,26 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
}
din_ptr_arr
[
0
]
++
;
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
...
...
@@ -3314,12 +3620,22 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
-
k
]
++
;
}
din_ptr_arr
[
0
]
++
;
...
...
@@ -3346,12 +3662,18 @@ inline void compute_all_padding_post_relu6(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -3559,23 +3881,34 @@ inline void compute_all_padding_post_relu6(float* dout,
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"does not support"
;
}
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
3
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
2
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
...
...
@@ -3640,12 +3973,24 @@ void conv_depthwise_5x5s1_bias_relu6(float* dout,
wr5
=
vsetq_lane_f32
(
weights_ch
[
14
],
wr5
,
2
);
wr5
=
vsetq_lane_f32
(
weights_ch
[
19
],
wr5
,
3
);
wr6
=
vsetq_lane_f32
(
weights_ch
[
24
],
wr6
,
0
);
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
float32x4_t
weights_vec
[]
=
{
wr0
,
wr1
,
wr2
,
wr3
,
wr4
,
wr5
,
wr6
};
// top_h
for
(
int
h
=
pad_top
;
h
>
0
;
h
--
)
{
compute_all_padding_pre_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
compute_all_padding_pre_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -3656,8 +4001,20 @@ void conv_depthwise_5x5s1_bias_relu6(float* dout,
dout_ptr1
=
dout_ptr0
+
wout
;
// mid_h
for
(
int
h
=
0
;
h
<
loop_h
-
1
;
h
+=
2
)
{
compute_all_padding_mid_relu6_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_relu6_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
+=
num_out
;
dout_ptr1
+=
num_out
;
din_ptr0
=
din_ptr2
;
...
...
@@ -3674,8 +4031,19 @@ void conv_depthwise_5x5s1_bias_relu6(float* dout,
din_ptr_arr
[
5
]
=
din_ptr5
;
}
if
(
loop_h
%
2
!=
0
)
{
compute_all_padding_mid_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
=
dout_ptr1
;
din_ptr0
=
din_ptr1
;
din_ptr1
=
din_ptr2
;
...
...
@@ -3690,8 +4058,19 @@ void conv_depthwise_5x5s1_bias_relu6(float* dout,
}
// bottom
for
(
int
h
=
0
;
h
<
pad_bottom
;
h
++
)
{
compute_all_padding_post_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
compute_all_padding_post_relu6
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
six
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -3722,12 +4101,18 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
int
tmp_index
=
num
-
1
;
// left
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
5
][
3
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -3946,28 +4331,39 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
}
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
i
],
weights
[
3
-
i
],
0.
f
,
weights
[
5
][
3
-
i
],
4
);
din_ptr_arr
[
tmp_index
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
0.
f
,
weights
[
3
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp_index
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
for
(
int
w
=
pad_right
;
w
>
4
;
w
--
)
{
*
dout
++
=
bias
[
0
]
>
0.
f
?
bias
[
0
]
:
bias
[
0
]
*
scale
[
0
];
*
dout
++
=
bias
[
0
]
>
0.
f
?
bias
[
0
]
:
bias
[
0
]
*
scale
[
0
];
}
}
...
...
@@ -3988,17 +4384,20 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
float32x4_t
vscale
=
vld1q_f32
(
scale
);
#endif
// left
for
(
int
w
=
pad_left
;
w
>
4
;
w
--
)
{
*
dout
++
=
bias
[
0
]
>
0.
f
?
bias
[
0
]
:
bias
[
0
]
*
scale
[
0
];
}
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1
RESULT_S1_LEAKY_RELU
...
...
@@ -4063,23 +4462,34 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
num
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
...
...
@@ -4106,15 +4516,29 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
int
tmp
=
num
-
1
;
int
tmp1
=
num
+
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
sum1
*
scale
[
0
];
}
// clang-format off
if
(
cnt
>
0
)
{
#ifdef __aarch64__
asm
volatile
(
COMPUTE_FIVE_LINE_S1_OUT2
RESULT_S1_LEAKY_RELU_OUT2
...
...
@@ -4185,15 +4609,26 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
#endif
din_ptr_arr
[
0
]
-=
4
;
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
num
-
i
]
++
;
}
din_ptr_arr
[
0
]
++
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
...
...
@@ -4201,12 +4636,22 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
num
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
-
k
]
++
;
}
din_ptr_arr
[
0
]
++
;
...
...
@@ -4233,12 +4678,18 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
// left
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
5
][
tmp
-
k
],
4
-
i
);
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// clang-format off
// mid
if
(
cnt
>
0
)
{
switch
(
num
)
{
...
...
@@ -4454,23 +4905,34 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"does not support"
;
}
}
// clang-format on
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
++
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
3
]
++
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
weights
[
tmp
-
k
],
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
2
-
k
]
++
;
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
...
...
@@ -4535,12 +4997,24 @@ void conv_depthwise_5x5s1_bias_leakyRelu(float* dout,
wr5
=
vsetq_lane_f32
(
weights_ch
[
14
],
wr5
,
2
);
wr5
=
vsetq_lane_f32
(
weights_ch
[
19
],
wr5
,
3
);
wr6
=
vsetq_lane_f32
(
weights_ch
[
24
],
wr6
,
0
);
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
const
float
*
din_ptr_arr
[]
=
{
din_ptr0
,
din_ptr1
,
din_ptr2
,
din_ptr3
,
din_ptr4
,
din_ptr5
};
float32x4_t
weights_vec
[]
=
{
wr0
,
wr1
,
wr2
,
wr3
,
wr4
,
wr5
,
wr6
};
// top_h
for
(
int
h
=
pad_top
;
h
>
0
;
h
--
)
{
compute_all_padding_pre_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
compute_all_padding_pre_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
@@ -4551,8 +5025,20 @@ void conv_depthwise_5x5s1_bias_leakyRelu(float* dout,
dout_ptr1
=
dout_ptr0
+
wout
;
// mid_h
for
(
int
h
=
0
;
h
<
loop_h
-
1
;
h
+=
2
)
{
compute_all_padding_mid_leakyRelu_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_leakyRelu_out2
(
dout_ptr0
,
dout_ptr1
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
+=
num_out
;
dout_ptr1
+=
num_out
;
din_ptr0
=
din_ptr2
;
...
...
@@ -4569,8 +5055,19 @@ void conv_depthwise_5x5s1_bias_leakyRelu(float* dout,
din_ptr_arr
[
5
]
=
din_ptr5
;
}
if
(
loop_h
%
2
!=
0
)
{
compute_all_padding_mid_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
compute_all_padding_mid_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
4
);
dout_ptr0
=
dout_ptr1
;
din_ptr0
=
din_ptr1
;
din_ptr1
=
din_ptr2
;
...
...
@@ -4585,8 +5082,19 @@ void conv_depthwise_5x5s1_bias_leakyRelu(float* dout,
}
// bottom
for
(
int
h
=
0
;
h
<
pad_bottom
;
h
++
)
{
compute_all_padding_post_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
compute_all_padding_post_leakyRelu
(
dout_ptr0
,
din_ptr_arr
,
vbias
,
scale
,
weights_vec
,
vzero
,
win
,
wout
,
pad_left
,
pad_right
,
cnt
,
remain
,
3
-
h
);
dout_ptr0
+=
wout
;
din_ptr_arr
[
0
]
=
din_ptr0
;
din_ptr_arr
[
1
]
=
din_ptr1
;
...
...
lite/backends/arm/math/conv_impl.cc
浏览文件 @
247f0c7f
...
...
@@ -622,7 +622,8 @@ void conv_depthwise_3x3_fp32(const void* din,
bool
ch_four
=
ch_in
<=
4
*
w_in
;
bool
pads_less
=
((
paddings
[
1
]
<
2
)
&&
(
paddings
[
3
]
<
2
));
if
(
stride
==
1
)
{
if
(
ch_four
&&
pads_less
&&
(
pad_h
==
pad_w
)
&&
(
pad
<
2
))
{
// support pad = [0, 1]
if
(
ch_four
&&
pads_less
&&
(
pad_h
==
pad_w
)
&&
(
pad
<
2
))
{
// support pad = [0, 1]
conv_depthwise_3x3s1_fp32
(
reinterpret_cast
<
const
float
*>
(
din
),
reinterpret_cast
<
float
*>
(
dout
),
num
,
...
...
@@ -677,7 +678,8 @@ void conv_depthwise_3x3_fp32(const void* din,
#endif
}
}
else
if
(
stride
==
2
)
{
if
(
ch_four
&&
pads_less
&&
pad_h
==
pad_w
&&
(
pad
<
2
))
{
// support pad = [0, 1]
if
(
ch_four
&&
pads_less
&&
pad_h
==
pad_w
&&
(
pad
<
2
))
{
// support pad = [0, 1]
conv_depthwise_3x3s2_fp32
(
reinterpret_cast
<
const
float
*>
(
din
),
reinterpret_cast
<
float
*>
(
dout
),
num
,
...
...
lite/kernels/arm/conv_depthwise.cc
浏览文件 @
247f0c7f
...
...
@@ -61,7 +61,8 @@ void DepthwiseConv<PRECISION(kFloat), PRECISION(kFloat)>::PrepareForRun() {
// VLOG(5) << "invoke 5x5 dw conv fp32";
bool
pads_five
=
(
paddings
[
0
]
<
5
)
||
(
paddings
[
2
]
<
5
);
auto
strides
=
param
.
strides
;
if
(
ch_four
&&
pads_five
&&
win
>=
kw
&&
hin
>=
kw
&&
(
strides
[
0
]
==
1
&&
strides
[
1
]
==
1
))
{
if
(
ch_four
&&
pads_five
&&
win
>=
kw
&&
hin
>=
kw
&&
(
strides
[
0
]
==
1
&&
strides
[
1
]
==
1
))
{
flag_trans_weights_
=
false
;
impl_
=
lite
::
arm
::
math
::
conv_depthwise_5x5_fp32
;
#ifdef LITE_WITH_PROFILE
...
...
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