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aff43684
编写于
12月 21, 2021
作者:
C
crystal
提交者:
GitHub
12月 21, 2021
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差异文件
use elementwise to optimize gelu forward implementation on GPU (#38188)
* relu forward opt * add gelu functor * optimize code
上级
d9780a22
变更
1
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1 changed file
with
59 addition
and
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+59
-0
paddle/fluid/operators/gelu_op.cu
paddle/fluid/operators/gelu_op.cu
+59
-0
未找到文件。
paddle/fluid/operators/gelu_op.cu
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aff43684
...
@@ -12,9 +12,68 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
...
@@ -12,9 +12,68 @@ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
See the License for the specific language governing permissions and
limitations under the License. */
limitations under the License. */
#include "paddle/fluid/operators/amp/fp16_type_traits.h"
#include "paddle/fluid/operators/elementwise/elementwise_op_broadcast.cu.h"
#include "paddle/fluid/operators/gelu_op.h"
#include "paddle/fluid/operators/gelu_op.h"
#include "paddle/fluid/platform/float16.h"
#include "paddle/fluid/platform/float16.h"
namespace
paddle
{
namespace
operators
{
template
<
typename
T
>
struct
GeluWithApproximateFunctor
{
using
MPType
=
typename
details
::
MPTypeTrait
<
T
>::
Type
;
inline
HOSTDEVICE
T
operator
()(
T
arg_x
)
{
// this function is tanh approximation of gelu
MPType
x
=
static_cast
<
MPType
>
(
arg_x
);
MPType
one
=
static_cast
<
MPType
>
(
1
);
MPType
out
=
x
*
static_cast
<
MPType
>
(
0.5
)
*
(
one
+
tanh
(
static_cast
<
MPType
>
(
0.79788456
)
*
x
*
(
one
+
static_cast
<
MPType
>
(
0.044715
)
*
x
*
x
)));
return
static_cast
<
T
>
(
out
);
}
};
template
<
typename
T
>
struct
GeluWithoutApproximateFunctor
{
using
MPType
=
typename
details
::
MPTypeTrait
<
T
>::
Type
;
inline
HOSTDEVICE
T
operator
()(
T
arg_x
)
{
// actual gelu with approximation = false
MPType
x
=
static_cast
<
MPType
>
(
arg_x
);
MPType
erf_out
=
erf
(
x
*
static_cast
<
MPType
>
(
M_SQRT1_2
));
MPType
out
=
x
*
static_cast
<
MPType
>
(
0.5
)
*
(
static_cast
<
MPType
>
(
1
)
+
erf_out
);
return
static_cast
<
T
>
(
out
);
}
};
template
<
typename
T
>
class
GeluKernel
<
platform
::
CUDADeviceContext
,
T
>
:
public
framework
::
OpKernel
<
T
>
{
public:
void
Compute
(
const
framework
::
ExecutionContext
&
context
)
const
override
{
auto
*
out
=
context
.
Output
<
framework
::
Tensor
>
(
"Out"
);
auto
*
in
=
context
.
Input
<
framework
::
Tensor
>
(
"X"
);
auto
approximate
=
context
.
Attr
<
bool
>
(
"approximate"
);
out
->
mutable_data
<
T
>
(
in
->
place
());
std
::
vector
<
const
framework
::
Tensor
*>
ins
=
{
in
};
std
::
vector
<
framework
::
Tensor
*>
outs
=
{
out
};
const
auto
&
dev_ctx
=
context
.
template
device_context
<
platform
::
CUDADeviceContext
>();
if
(
approximate
)
{
LaunchElementwiseCudaKernel
<
ElementwiseType
::
kBinary
,
T
,
T
>
(
dev_ctx
,
ins
,
&
outs
,
0
,
GeluWithApproximateFunctor
<
T
>
());
}
else
{
LaunchElementwiseCudaKernel
<
ElementwiseType
::
kBinary
,
T
,
T
>
(
dev_ctx
,
ins
,
&
outs
,
0
,
GeluWithoutApproximateFunctor
<
T
>
());
}
}
};
}
// namespace operators
}
// namespace paddle
namespace
ops
=
paddle
::
operators
;
namespace
ops
=
paddle
::
operators
;
REGISTER_OP_CUDA_KERNEL
(
REGISTER_OP_CUDA_KERNEL
(
gelu
,
ops
::
GeluKernel
<
paddle
::
platform
::
CUDADeviceContext
,
float
>
,
gelu
,
ops
::
GeluKernel
<
paddle
::
platform
::
CUDADeviceContext
,
float
>
,
...
...
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