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589e852c
编写于
8月 20, 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 relu relu6 error. test=develop
上级
01455e09
变更
1
显示空白变更内容
内联
并排
Showing
1 changed file
with
308 addition
and
208 deletion
+308
-208
lite/backends/arm/math/conv5x5s2_depthwise_fp32.cc
lite/backends/arm/math/conv5x5s2_depthwise_fp32.cc
+308
-208
未找到文件。
lite/backends/arm/math/conv5x5s2_depthwise_fp32.cc
浏览文件 @
589e852c
...
@@ -1320,14 +1320,13 @@ inline void compute_all_padding_pre(float* dout,
...
@@ -1320,14 +1320,13 @@ inline void compute_all_padding_pre(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
pad_left_new
,
int
num_index_left
,
int
pad_right_new
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
int
tmp_index
=
num
-
1
;
int
tmp_index
=
num
-
1
;
int
num_index_left
=
4
-
pad_left
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left_new
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
...
@@ -1337,7 +1336,7 @@ inline void compute_all_padding_pre(float* dout,
...
@@ -1337,7 +1336,7 @@ inline void compute_all_padding_pre(float* dout,
weights
[
5
][
3
-
k
],
weights
[
5
][
3
-
k
],
num_index_left
);
num_index_left
);
}
}
num_index_left
-
=
2
;
num_index_left
+
=
2
;
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -1558,9 +1557,7 @@ inline void compute_all_padding_pre(float* dout,
...
@@ -1558,9 +1557,7 @@ inline void compute_all_padding_pre(float* dout,
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
// right
// right
int
num_index_right
=
4
-
pad_right
;
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
LOG
(
INFO
)
<<
"pad_right_new: "
<<
pad_right_new
<<
", num_index_right: "
<<
num_index_right
;
for
(
int
i
=
0
;
i
<
pad_right_new
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
...
@@ -1583,15 +1580,14 @@ inline void compute_all_padding_mid(float* dout,
...
@@ -1583,15 +1580,14 @@ inline void compute_all_padding_mid(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
pad_left_new
,
int
num_index_left
,
int
pad_right_new
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
// left
// left
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
int
num_index_left
=
4
-
pad_left
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left_new
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
...
@@ -1601,7 +1597,7 @@ inline void compute_all_padding_mid(float* dout,
...
@@ -1601,7 +1597,7 @@ inline void compute_all_padding_mid(float* dout,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
num_index_left
);
num_index_left
);
}
}
num_index_left
-
=
2
;
num_index_left
+
=
2
;
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -1684,19 +1680,19 @@ inline void compute_all_padding_mid(float* dout,
...
@@ -1684,19 +1680,19 @@ inline void compute_all_padding_mid(float* dout,
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
_new
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
4
-
pad_right
],
4
-
pad
_right
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index
_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
4
-
pad
_right
],
weights
[
tmp
-
k
][
num_index
_right
],
4
-
pad
_right
);
num_index
_right
);
din_ptr_arr
[
tmp
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
pad_right
+
=
2
;
num_index_right
-
=
2
;
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
}
}
...
@@ -1708,8 +1704,8 @@ inline void compute_all_padding_mid_out2(float* dout0,
...
@@ -1708,8 +1704,8 @@ inline void compute_all_padding_mid_out2(float* dout0,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
pad_left_new
,
int
num_index_left
,
int
pad_right_new
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -1717,24 +1713,24 @@ inline void compute_all_padding_mid_out2(float* dout0,
...
@@ -1717,24 +1713,24 @@ inline void compute_all_padding_mid_out2(float* dout0,
int
tmp2
=
num
+
1
;
int
tmp2
=
num
+
1
;
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
// left
// left
for
(
int
i
=
pad_left
_new
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
pad
_left
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index
_left
);
float
sum1
=
compute_one_data_pre
(
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
pad
_left
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index
_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
pad
_left
);
num_index
_left
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
pad
_left
);
num_index
_left
);
}
}
pad_left
-
=
2
;
num_index_left
+
=
2
;
*
dout0
++
=
sum
;
*
dout0
++
=
sum
;
*
dout1
++
=
sum1
;
*
dout1
++
=
sum1
;
}
}
...
@@ -1835,26 +1831,26 @@ inline void compute_all_padding_mid_out2(float* dout0,
...
@@ -1835,26 +1831,26 @@ inline void compute_all_padding_mid_out2(float* dout0,
*
dout1
++
=
sum1
;
*
dout1
++
=
sum1
;
}
}
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
_new
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
4
-
pad_right
],
4
-
pad
_right
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index
_right
);
float
sum1
=
compute_one_data_post
(
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
4
-
pad_right
],
4
-
pad
_right
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index
_right
);
din_ptr_arr
[
tmp1
]
+=
2
;
din_ptr_arr
[
tmp1
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
4
-
pad
_right
],
weights
[
tmp
-
k
][
num_index
_right
],
4
-
pad
_right
);
num_index
_right
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
4
-
pad
_right
],
weights
[
tmp
-
k
][
num_index
_right
],
4
-
pad
_right
);
num_index
_right
);
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
}
}
pad_right
+
=
2
;
num_index_right
-
=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
*
dout0
++
=
sum
;
*
dout0
++
=
sum
;
...
@@ -1869,22 +1865,22 @@ inline void compute_all_padding_post(float* dout,
...
@@ -1869,22 +1865,22 @@ inline void compute_all_padding_post(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
pad_left_new
,
int
num_index_left
,
int
pad_right_new
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
// left
// left
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
_new
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
pad
_left
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
num_index
_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
pad
_left
);
num_index
_left
);
}
}
pad_left
-=
2
;
pad_left
-=
2
;
*
dout
++
=
sum
;
*
dout
++
=
sum
;
...
@@ -2101,20 +2097,19 @@ inline void compute_all_padding_post(float* dout,
...
@@ -2101,20 +2097,19 @@ inline void compute_all_padding_post(float* dout,
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
// right
// right
int
num_index
=
4
-
pad_right
;
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right_new
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index
],
num_index
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index
_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
num_index
],
weights
[
tmp
-
k
][
num_index
_right
],
num_index
);
num_index
_right
);
din_ptr_arr
[
tmp
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index
-=
2
;
num_index
_right
-=
2
;
*
dout
++
=
sum
;
*
dout
++
=
sum
;
}
}
}
}
...
@@ -2161,11 +2156,12 @@ void conv_depthwise_5x5s2_bias(float* dout,
...
@@ -2161,11 +2156,12 @@ void conv_depthwise_5x5s2_bias(float* dout,
int
remain
=
loop_w
&
3
;
int
remain
=
loop_w
&
3
;
int
n_top_h
=
4
-
pad_top
;
int
n_top_h
=
4
-
pad_top
;
int
n_bottom_h
=
odds_h
?
(
4
-
pad_bottom
)
:
((
hin
%
2
)
?
4
:
3
);
int
n_bottom_h
=
odds_h
?
(
4
-
pad_bottom
)
:
((
hin
%
2
)
?
4
:
3
);
int
n_right_w
=
odds_w
?
pad_right
:
((
win
%
2
)
?
0
:
1
);
int
n_right_w
=
odds_w
?
pad_right
:
((
win
%
2
)
?
4
:
3
);
if
(
n_right_w
==
0
)
{
int
n_left_w
=
4
-
pad_left
;
if
(
n_right_w
==
4
)
{
remain
++
;
remain
++
;
pad_right_new
--
;
pad_right_new
--
;
n_right_w
+
=
2
;
n_right_w
-
=
2
;
}
}
if
(
n_bottom_h
==
4
)
{
if
(
n_bottom_h
==
4
)
{
loop_h
++
;
loop_h
++
;
...
@@ -2214,10 +2210,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
...
@@ -2214,10 +2210,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
vbias
,
vbias
,
weights_vec
,
weights_vec
,
odds_w
,
odds_w
,
pad_left
,
n_right_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -2254,10 +2250,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
...
@@ -2254,10 +2250,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
vbias
,
vbias
,
weights_vec
,
weights_vec
,
odds_w
,
odds_w
,
pad_left
,
n_right_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -2284,10 +2280,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
...
@@ -2284,10 +2280,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
vbias
,
vbias
,
weights_vec
,
weights_vec
,
odds_w
,
odds_w
,
pad_left
,
n_right_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -2311,10 +2307,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
...
@@ -2311,10 +2307,10 @@ void conv_depthwise_5x5s2_bias(float* dout,
vbias
,
vbias
,
weights_vec
,
weights_vec
,
odds_w
,
odds_w
,
pad_left
,
n_right_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -2338,20 +2334,23 @@ inline void compute_all_padding_pre_relu(float* dout,
...
@@ -2338,20 +2334,23 @@ inline void compute_all_padding_pre_relu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
int
tmp_index
=
num
-
1
;
int
tmp_index
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
3
-
k
],
weights
[
5
][
3
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -2582,16 +2581,17 @@ inline void compute_all_padding_pre_relu(float* dout,
...
@@ -2582,16 +2581,17 @@ inline void compute_all_padding_pre_relu(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
3
-
k
][
3
-
i
],
weights
[
3
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
}
}
...
@@ -2603,20 +2603,23 @@ inline void compute_all_padding_mid_relu(float* dout,
...
@@ -2603,20 +2603,23 @@ inline void compute_all_padding_mid_relu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -2702,16 +2705,17 @@ inline void compute_all_padding_mid_relu(float* dout,
...
@@ -2702,16 +2705,17 @@ inline void compute_all_padding_mid_relu(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
}
}
...
@@ -2724,6 +2728,8 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
...
@@ -2724,6 +2728,8 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -2733,21 +2739,22 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
...
@@ -2733,21 +2739,22 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
float
sum1
=
compute_one_data_pre
(
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
0.
f
;
}
}
...
@@ -2851,23 +2858,24 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
...
@@ -2851,23 +2858,24 @@ inline void compute_all_padding_mid_relu_out2(float* dout0,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
float
sum1
=
compute_one_data_post
(
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
tmp1
]
+=
2
;
din_ptr_arr
[
tmp1
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
0.
f
;
...
@@ -2882,6 +2890,8 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2882,6 +2890,8 @@ inline void compute_all_padding_post_relu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -2889,14 +2899,15 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2889,14 +2899,15 @@ inline void compute_all_padding_post_relu(float* dout,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
pad_left
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -2913,7 +2924,7 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2913,7 +2924,7 @@ inline void compute_all_padding_post_relu(float* dout,
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -2932,7 +2943,7 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2932,7 +2943,7 @@ inline void compute_all_padding_post_relu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -2949,14 +2960,14 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2949,14 +2960,14 @@ inline void compute_all_padding_post_relu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
3
]
-=
8
;
din_ptr_arr
[
num
]
-=
8
;
break
;
break
;
case
1
:
case
1
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -2976,8 +2987,8 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2976,8 +2987,8 @@ inline void compute_all_padding_post_relu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -2995,15 +3006,15 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -2995,15 +3006,15 @@ inline void compute_all_padding_post_relu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
2
]
-=
8
;
din_ptr_arr
[
tmp
]
-=
8
;
break
;
break
;
case
2
:
case
2
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -3024,9 +3035,9 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -3024,9 +3035,9 @@ inline void compute_all_padding_post_relu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -3045,7 +3056,7 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -3045,7 +3056,7 @@ inline void compute_all_padding_post_relu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
1
]
-=
8
;
din_ptr_arr
[
tmp
-
1
]
-=
8
;
break
;
break
;
case
3
:
case
3
:
#ifdef __aarch64__
#ifdef __aarch64__
...
@@ -3102,35 +3113,36 @@ inline void compute_all_padding_post_relu(float* dout,
...
@@ -3102,35 +3113,36 @@ inline void compute_all_padding_post_relu(float* dout,
din_ptr_arr
[
0
]
-=
8
;
din_ptr_arr
[
0
]
-=
8
;
break
;
break
;
default:
default:
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"does not support"
;
LOG
(
FATAL
)
<<
"This num: "
<<
(
num
+
1
)
<<
"
does not support"
;
}
}
}
}
// clang-format on
// clang-format on
// remain
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
+=
2
;
din_ptr_arr
[
tmp
-
i
]
+=
2
;
}
}
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
3
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
2
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
sum
:
0.
f
;
}
}
}
}
...
@@ -3176,7 +3188,19 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
...
@@ -3176,7 +3188,19 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
int
cnt
=
loop_w
>>
2
;
int
cnt
=
loop_w
>>
2
;
int
remain
=
loop_w
&
3
;
int
remain
=
loop_w
&
3
;
int
n_top_h
=
4
-
pad_top
;
int
n_top_h
=
4
-
pad_top
;
int
n_bottom_h
=
4
-
pad_bottom
;
int
n_bottom_h
=
odds_h
?
(
4
-
pad_bottom
)
:
((
hin
%
2
)
?
4
:
3
);
int
n_right_w
=
odds_w
?
pad_right
:
((
win
%
2
)
?
4
:
3
);
int
n_left_w
=
4
-
pad_left
;
if
(
n_right_w
==
4
)
{
remain
++
;
pad_right_new
--
;
n_right_w
-=
2
;
}
if
(
n_bottom_h
==
4
)
{
loop_h
++
;
pad_bottom_new
--
;
n_bottom_h
-=
2
;
}
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
...
@@ -3223,6 +3247,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
...
@@ -3223,6 +3247,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -3262,6 +3288,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
...
@@ -3262,6 +3288,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -3291,6 +3319,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
...
@@ -3291,6 +3319,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -3317,6 +3347,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
...
@@ -3317,6 +3347,8 @@ void conv_depthwise_5x5s2_bias_relu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -3341,6 +3373,8 @@ inline void compute_all_padding_pre_relu6(float* dout,
...
@@ -3341,6 +3373,8 @@ inline void compute_all_padding_pre_relu6(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -3351,14 +3385,15 @@ inline void compute_all_padding_pre_relu6(float* dout,
...
@@ -3351,14 +3385,15 @@ inline void compute_all_padding_pre_relu6(float* dout,
// left
// left
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
3
-
k
],
weights
[
5
][
3
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -3597,16 +3632,17 @@ inline void compute_all_padding_pre_relu6(float* dout,
...
@@ -3597,16 +3632,17 @@ inline void compute_all_padding_pre_relu6(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
3
-
k
][
3
-
i
],
weights
[
3
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
}
}
...
@@ -3619,6 +3655,8 @@ inline void compute_all_padding_mid_relu6(float* dout,
...
@@ -3619,6 +3655,8 @@ inline void compute_all_padding_mid_relu6(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -3629,14 +3667,15 @@ inline void compute_all_padding_mid_relu6(float* dout,
...
@@ -3629,14 +3667,15 @@ inline void compute_all_padding_mid_relu6(float* dout,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -3706,7 +3745,7 @@ inline void compute_all_padding_mid_relu6(float* dout,
...
@@ -3706,7 +3745,7 @@ inline void compute_all_padding_mid_relu6(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
0
]
-=
4
;
din_ptr_arr
[
0
]
-=
8
;
}
}
// clang-format on
// clang-format on
// remain
// remain
...
@@ -3724,16 +3763,17 @@ inline void compute_all_padding_mid_relu6(float* dout,
...
@@ -3724,16 +3763,17 @@ inline void compute_all_padding_mid_relu6(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
}
}
...
@@ -3748,6 +3788,8 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
...
@@ -3748,6 +3788,8 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -3761,21 +3803,22 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
...
@@ -3761,21 +3803,22 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
// clang-format off
// clang-format off
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
float
sum1
=
compute_one_data_pre
(
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
(
sum1
<
six
[
0
]
?
sum1
:
six
[
0
])
:
0.
f
;
*
dout1
++
=
sum1
>
0.
f
?
(
sum1
<
six
[
0
]
?
sum1
:
six
[
0
])
:
0.
f
;
}
}
...
@@ -3880,23 +3923,24 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
...
@@ -3880,23 +3923,24 @@ inline void compute_all_padding_mid_relu6_out2(float* dout0,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
float
sum1
=
compute_one_data_post
(
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
tmp1
]
++
;
din_ptr_arr
[
tmp1
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout0
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
...
@@ -3912,6 +3956,8 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -3912,6 +3956,8 @@ inline void compute_all_padding_post_relu6(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -3922,14 +3968,15 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -3922,14 +3968,15 @@ inline void compute_all_padding_post_relu6(float* dout,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
pad_left
-=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -3946,7 +3993,7 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -3946,7 +3993,7 @@ inline void compute_all_padding_post_relu6(float* dout,
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -3966,7 +4013,7 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -3966,7 +4013,7 @@ inline void compute_all_padding_post_relu6(float* dout,
#else
#else
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -3984,14 +4031,14 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -3984,14 +4031,14 @@ inline void compute_all_padding_post_relu6(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
3
]
-=
8
;
din_ptr_arr
[
num
]
-=
8
;
break
;
break
;
case
1
:
case
1
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -4012,8 +4059,8 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -4012,8 +4059,8 @@ inline void compute_all_padding_post_relu6(float* dout,
#else
#else
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -4032,15 +4079,15 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -4032,15 +4079,15 @@ inline void compute_all_padding_post_relu6(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
2
]
-=
8
;
din_ptr_arr
[
tmp
]
-=
8
;
break
;
break
;
case
2
:
case
2
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -4062,9 +4109,9 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -4062,9 +4109,9 @@ inline void compute_all_padding_post_relu6(float* dout,
#else
#else
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU6
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_RELU6
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -4084,7 +4131,7 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -4084,7 +4131,7 @@ inline void compute_all_padding_post_relu6(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
1
]
-=
8
;
din_ptr_arr
[
tmp
-
1
]
-=
8
;
break
;
break
;
case
3
:
case
3
:
#ifdef __aarch64__
#ifdef __aarch64__
...
@@ -4162,16 +4209,17 @@ inline void compute_all_padding_post_relu6(float* dout,
...
@@ -4162,16 +4209,17 @@ inline void compute_all_padding_post_relu6(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
3
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
2
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
*
dout
++
=
sum
>
0.
f
?
(
sum
<
six
[
0
]
?
sum
:
six
[
0
])
:
0.
f
;
}
}
}
}
...
@@ -4218,7 +4266,19 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
...
@@ -4218,7 +4266,19 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
int
cnt
=
loop_w
>>
2
;
int
cnt
=
loop_w
>>
2
;
int
remain
=
loop_w
&
3
;
int
remain
=
loop_w
&
3
;
int
n_top_h
=
4
-
pad_top
;
int
n_top_h
=
4
-
pad_top
;
int
n_bottom_h
=
4
-
pad_bottom
;
int
n_bottom_h
=
odds_h
?
(
4
-
pad_bottom
)
:
((
hin
%
2
)
?
4
:
3
);
int
n_right_w
=
odds_w
?
pad_right
:
((
win
%
2
)
?
4
:
3
);
int
n_left_w
=
4
-
pad_left
;
if
(
n_right_w
==
4
)
{
remain
++
;
pad_right_new
--
;
n_right_w
-=
2
;
}
if
(
n_bottom_h
==
4
)
{
loop_h
++
;
pad_bottom_new
--
;
n_bottom_h
-=
2
;
}
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
...
@@ -4266,6 +4326,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
...
@@ -4266,6 +4326,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -4306,6 +4368,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
...
@@ -4306,6 +4368,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -4336,6 +4400,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
...
@@ -4336,6 +4400,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -4363,6 +4429,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
...
@@ -4363,6 +4429,8 @@ void conv_depthwise_5x5s2_bias_relu6(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -4387,6 +4455,8 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
...
@@ -4387,6 +4455,8 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -4397,14 +4467,15 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
...
@@ -4397,14 +4467,15 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
// left
// left
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
3
-
k
],
weights
[
5
][
3
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -4651,22 +4722,19 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
...
@@ -4651,22 +4722,19 @@ inline void compute_all_padding_pre_leakyRelu(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
4
],
bias
[
0
],
weights
[
4
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp_index
-
k
],
weights
[
3
-
k
],
weights
[
3
-
k
],
0.
f
,
0.
f
,
weights
[
3
-
k
][
3
-
i
],
weights
[
3
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
din_ptr_arr
[
tmp_index
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
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
];
}
}
}
inline
void
compute_all_padding_mid_leakyRelu
(
float
*
dout
,
inline
void
compute_all_padding_mid_leakyRelu
(
float
*
dout
,
const
float
**
din_ptr_arr
,
const
float
**
din_ptr_arr
,
...
@@ -4677,6 +4745,8 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
...
@@ -4677,6 +4745,8 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -4687,14 +4757,15 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
...
@@ -4687,14 +4757,15 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -4784,16 +4855,17 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
...
@@ -4784,16 +4855,17 @@ inline void compute_all_padding_mid_leakyRelu(float* dout,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
num
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
}
}
...
@@ -4807,6 +4879,8 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
...
@@ -4807,6 +4879,8 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -4819,21 +4893,22 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
...
@@ -4819,21 +4893,22 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
float
sum1
=
compute_one_data_pre
(
float
sum1
=
compute_one_data_pre
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
4
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
6
][
0
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
num_index_left
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
sum1
*
scale
[
0
];
*
dout1
++
=
sum1
>
0.
f
?
sum1
:
sum1
*
scale
[
0
];
}
}
...
@@ -4943,23 +5018,24 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
...
@@ -4943,23 +5018,24 @@ inline void compute_all_padding_mid_leakyRelu_out2(float* dout0,
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
float
sum1
=
compute_one_data_post
(
float
sum1
=
compute_one_data_post
(
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
tmp1
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
tmp1
]
+=
2
;
din_ptr_arr
[
tmp1
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
sum1
+=
compute_one_data_post
(
din_ptr_arr
[
tmp2
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
din_ptr_arr
[
tmp2
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
1
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
din_ptr_arr
[
0
]
+=
2
;
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout0
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
...
@@ -4975,6 +5051,8 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -4975,6 +5051,8 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
bool
odds
,
bool
odds
,
int
pad_left
,
int
pad_left
,
int
pad_right
,
int
pad_right
,
int
num_index_left
,
int
num_index_right
,
int
cnt
,
int
cnt
,
int
remain
,
int
remain
,
int
num
)
{
int
num
)
{
...
@@ -4985,14 +5063,15 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -4985,14 +5063,15 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
int
tmp
=
num
-
1
;
int
tmp
=
num
-
1
;
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
for
(
int
i
=
pad_left
;
i
>
0
;
i
--
)
{
float
sum
=
compute_one_data_pre
(
float
sum
=
compute_one_data_pre
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
num_index_left
);
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_pre
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
5
][
tmp
-
k
],
weights
[
5
][
tmp
-
k
],
4
-
i
);
num_index_left
);
}
}
pad_left
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
if
(
odds
)
{
// origin pad_left is odds, such as ori_pad_left=1
...
@@ -5009,7 +5088,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5009,7 +5088,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -5031,7 +5110,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5031,7 +5110,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_ONE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr5
]
"w"
(
weights
[
5
]),
[
wr5
]
"w"
(
weights
[
5
]),
...
@@ -5049,14 +5128,14 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5049,14 +5128,14 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
3
]
-=
8
;
din_ptr_arr
[
num
]
-=
8
;
break
;
break
;
case
1
:
case
1
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -5079,8 +5158,8 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5079,8 +5158,8 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_TWO_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -5099,15 +5178,15 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5099,15 +5178,15 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
2
]
-=
8
;
din_ptr_arr
[
tmp
]
-=
8
;
break
;
break
;
case
2
:
case
2
:
#ifdef __aarch64__
#ifdef __aarch64__
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -5131,9 +5210,9 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5131,9 +5210,9 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
#else
#else
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
asm
volatile
(
COMPUTE_THREE_LINE_S2_POST
RESULT_S2_LEAKY_RELU
:
[
cnt
]
"+r"
(
cnt
),
:
[
cnt
]
"+r"
(
cnt
),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
1
]),
[
din_ptr0
]
"+r"
(
din_ptr_arr
[
tmp
-
1
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
2
]),
[
din_ptr1
]
"+r"
(
din_ptr_arr
[
tmp
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
3
]),
[
din_ptr2
]
"+r"
(
din_ptr_arr
[
num
]),
[
dout_ptr
]
"+r"
(
dout
)
[
dout_ptr
]
"+r"
(
dout
)
:
[
wr0
]
"w"
(
weights
[
0
]),
:
[
wr0
]
"w"
(
weights
[
0
]),
[
wr1
]
"w"
(
weights
[
1
]),
[
wr1
]
"w"
(
weights
[
1
]),
...
@@ -5153,7 +5232,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5153,7 +5232,7 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
"q14"
,
"q14"
,
"q15"
);
"q15"
);
#endif
#endif
din_ptr_arr
[
1
]
-=
8
;
din_ptr_arr
[
tmp
-
1
]
-=
8
;
break
;
break
;
case
3
:
case
3
:
#ifdef __aarch64__
#ifdef __aarch64__
...
@@ -5221,28 +5300,29 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
...
@@ -5221,28 +5300,29 @@ inline void compute_all_padding_post_leakyRelu(float* dout,
// remain
// remain
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
for
(
int
w
=
0
;
w
<
remain
;
w
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
5
][
num
],
4
);
din_ptr_arr
[
3
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
for
(
int
i
=
0
;
i
<
num
;
i
++
)
{
sum
+=
compute_one_data_post
(
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
tmp
-
i
],
weights
[
tmp
-
i
],
0.
f
,
weights
[
5
][
tmp
-
i
],
4
);
din_ptr_arr
[
2
-
i
]
+=
2
;
din_ptr_arr
[
tmp
-
i
]
+=
2
;
}
}
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
// right
// right
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
for
(
int
i
=
0
;
i
<
pad_right
;
i
++
)
{
float
sum
=
compute_one_data_post
(
float
sum
=
compute_one_data_post
(
din_ptr_arr
[
3
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
3
-
i
],
3
-
i
);
din_ptr_arr
[
num
],
weights
[
num
],
bias
[
0
],
weights
[
num
][
num_index_right
],
num_index_right
);
din_ptr_arr
[
3
]
+=
2
;
din_ptr_arr
[
num
]
+=
2
;
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
for
(
int
k
=
0
;
k
<
num
;
k
++
)
{
sum
+=
compute_one_data_post
(
din_ptr_arr
[
2
-
k
],
sum
+=
compute_one_data_post
(
din_ptr_arr
[
tmp
-
k
],
weights
[
tmp
-
k
],
weights
[
tmp
-
k
],
0.
f
,
0.
f
,
weights
[
tmp
-
k
][
3
-
i
],
weights
[
tmp
-
k
][
num_index_right
],
3
-
i
);
num_index_right
);
din_ptr_arr
[
2
-
k
]
+=
2
;
din_ptr_arr
[
tmp
-
k
]
+=
2
;
}
}
num_index_right
-=
2
;
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
*
dout
++
=
sum
>
0.
f
?
sum
:
sum
*
scale
[
0
];
}
}
}
}
...
@@ -5289,7 +5369,19 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
...
@@ -5289,7 +5369,19 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
int
cnt
=
loop_w
>>
2
;
int
cnt
=
loop_w
>>
2
;
int
remain
=
loop_w
&
3
;
int
remain
=
loop_w
&
3
;
int
n_top_h
=
4
-
pad_top
;
int
n_top_h
=
4
-
pad_top
;
int
n_bottom_h
=
4
-
pad_bottom
;
int
n_bottom_h
=
odds_h
?
(
4
-
pad_bottom
)
:
((
hin
%
2
)
?
4
:
3
);
int
n_right_w
=
odds_w
?
pad_right
:
((
win
%
2
)
?
4
:
3
);
int
n_left_w
=
4
-
pad_left
;
if
(
n_right_w
==
4
)
{
remain
++
;
pad_right_new
--
;
n_right_w
-=
2
;
}
if
(
n_bottom_h
==
4
)
{
loop_h
++
;
pad_bottom_new
--
;
n_bottom_h
-=
2
;
}
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
float32x4_t
vzero
=
vdupq_n_f32
(
0.
f
);
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
for
(
int
n
=
0
;
n
<
num
;
n
++
)
{
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
const
float
*
din_batch
=
din
+
n
*
in_channel_size
;
...
@@ -5337,6 +5429,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
...
@@ -5337,6 +5429,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
@@ -5377,6 +5471,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
...
@@ -5377,6 +5471,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -5407,6 +5503,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
...
@@ -5407,6 +5503,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
4
);
4
);
...
@@ -5434,6 +5532,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
...
@@ -5434,6 +5532,8 @@ void conv_depthwise_5x5s2_bias_leakyRelu(float* dout,
odds_w
,
odds_w
,
pad_left_new
,
pad_left_new
,
pad_right_new
,
pad_right_new
,
n_left_w
,
n_right_w
,
cnt
,
cnt
,
remain
,
remain
,
h_in_num
);
h_in_num
);
...
...
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