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6b6f7a21
编写于
7月 22, 2022
作者:
M
ming1753
提交者:
GitHub
7月 22, 2022
浏览文件
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电子邮件补丁
差异文件
Fc fp16 (#44558)
* (modified) fc support fp16 * __CUDA_ARCH__ version * delete half * delete half
上级
19d9c736
变更
1
隐藏空白更改
内联
并排
Showing
1 changed file
with
1 addition
and
94 deletion
+1
-94
paddle/phi/kernels/funcs/fc_functor.cu
paddle/phi/kernels/funcs/fc_functor.cu
+1
-94
未找到文件。
paddle/phi/kernels/funcs/fc_functor.cu
浏览文件 @
6b6f7a21
...
...
@@ -36,14 +36,6 @@ struct FcTypeTraits<double> {
typedef
double4
Type
;
};
#if defined(PADDLE_WITH_CUDA)
#include <cuda_fp16.h>
template
<
>
struct
FcTypeTraits
<
float16
>
{
typedef
half2
Type
;
};
#else
struct
float16_4
{
float16
x
,
y
,
z
,
w
;
};
...
...
@@ -52,7 +44,6 @@ template <>
struct
FcTypeTraits
<
float16
>
{
typedef
float16_4
Type
;
};
#endif
template
<
typename
T
,
bool
DoRelu
>
__global__
void
bias_relu_v4
(
const
int
num
,
const
T
*
bias
,
T
*
data
,
int
K
)
{
...
...
@@ -126,95 +117,12 @@ void AddReluKernel(
}
}
#if defined(PADDLE_WITH_CUDA)
template
<
bool
DoRelu
>
__global__
void
bias_relu_v2
(
const
int
num
,
const
half2
*
bias
,
half2
*
data
,
int
K
)
{
int
tid
=
blockIdx
.
x
*
blockDim
.
x
+
threadIdx
.
x
;
if
(
tid
<
num
)
{
int
bias_idx
=
tid
%
K
;
const
half2
bias_ptr
=
bias
[
bias_idx
];
const
half2
in_ptr
=
data
[
tid
];
half2
packed_val
=
__hadd2
(
bias_ptr
,
in_ptr
);
if
(
DoRelu
)
{
#if __CUDA_ARCH__ >= 800
packed_val
=
__hmax2
(
__half2
(
0
,
0
),
packed_val
);
#else
packed_val
=
__hmul2
(
__hgt2
(
__half2
(
0
,
0
),
packed_val
),
packed_val
);
#endif
}
data
[
tid
]
=
packed_val
;
}
}
template
<
bool
DoRelu
,
int
BlockDim
>
__global__
void
InplaceAddReluKernel
(
const
int
N
,
const
half
*
bias
,
half
*
data
)
{
int
offset
=
blockIdx
.
x
*
N
;
for
(
int
i
=
threadIdx
.
x
;
i
<
N
;
i
+=
BlockDim
)
{
half
temp
;
#if defined(__HIPCC__) || __CUDA_ARCH__ >= 350
temp
=
__ldg
(
data
+
offset
+
i
)
+
__ldg
(
bias
+
i
);
#else
temp
=
data
[
offset
+
i
]
+
bias
[
i
];
#endif
if
(
DoRelu
)
{
#if __CUDA_ARCH__ >= 800
data
[
offset
+
i
]
=
__hmax
(
0
,
temp
);
#else
data
[
offset
+
i
]
=
__hmul
(
__hgt
(
temp
,
0
),
temp
);
#endif
}
else
{
data
[
offset
+
i
]
=
temp
;
}
}
}
template
<
>
void
AddReluKernel
(
cudaStream_t
stream
,
const
int
M
,
const
int
N
,
float16
*
Y
,
const
float16
*
B
,
bool
relu
)
{
if
(
N
%
2
==
0
)
{
const
int
threads
=
256
;
const
int
num
=
M
*
N
/
2
;
const
int
blocks
=
(
num
+
threads
-
1
)
/
threads
;
typedef
typename
FcTypeTraits
<
float16
>::
Type
trans_type
;
auto
*
bias_ptr_v2
=
reinterpret_cast
<
const
trans_type
*>
(
B
);
auto
*
data_ptr_v2
=
reinterpret_cast
<
trans_type
*>
(
Y
);
if
(
relu
)
{
bias_relu_v2
<
true
><<<
blocks
,
threads
,
0
,
stream
>>>
(
num
,
bias_ptr_v2
,
data_ptr_v2
,
N
/
2
);
}
else
{
bias_relu_v2
<
false
><<<
blocks
,
threads
,
0
,
stream
>>>
(
num
,
bias_ptr_v2
,
data_ptr_v2
,
N
/
2
);
}
}
else
{
const
int
threads
=
256
;
const
int
blocks
=
M
;
auto
*
halfB
=
reinterpret_cast
<
const
half
*>
(
B
);
auto
*
halfY
=
reinterpret_cast
<
half
*>
(
Y
);
if
(
relu
)
{
InplaceAddReluKernel
<
true
,
threads
>
<<<
blocks
,
threads
,
0
,
stream
>>>
(
N
,
halfB
,
halfY
);
}
else
{
InplaceAddReluKernel
<
false
,
threads
>
<<<
blocks
,
threads
,
0
,
stream
>>>
(
N
,
halfB
,
halfY
);
}
}
}
#else
template
<
bool
DoRelu
,
int
BlockDim
>
__global__
void
InplaceAddReluKernel
(
const
int
N
,
const
float16
*
bias
,
float16
*
data
)
{
int
offset
=
blockIdx
.
x
*
N
;
for
(
int
i
=
threadIdx
.
x
;
i
<
N
;
i
+=
BlockDim
)
{
float16
temp
;
temp
=
data
[
offset
+
i
]
+
bias
[
i
];
...
...
@@ -260,7 +168,6 @@ void AddReluKernel(gpuStream_t stream,
}
}
}
#endif
template
<
typename
DeviceContext
,
typename
T
>
void
FCFunctor
<
DeviceContext
,
T
>::
operator
()(
const
DeviceContext
&
context
,
...
...
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