Skip to content
GitLab
Menu
Projects
Groups
Snippets
Loading...
Help
Help
Support
Community forum
Keyboard shortcuts
?
Submit feedback
Contribute to GitLab
Sign in / Register
Toggle navigation
Menu
Open sidebar
OpenDAS
apex
Commits
2d0f9cf2
Unverified
Commit
2d0f9cf2
authored
May 07, 2020
by
Chaitanya Sri Krishna Lolla
Committed by
GitHub
May 07, 2020
Browse files
Enable fusedlayernorm extension (#3)
parent
3ccdd63d
Changes
2
Hide whitespace changes
Inline
Side-by-side
Showing
2 changed files
with
17 additions
and
5 deletions
+17
-5
csrc/layer_norm_cuda_kernel.cu
csrc/layer_norm_cuda_kernel.cu
+10
-4
setup.py
setup.py
+7
-1
No files found.
csrc/layer_norm_cuda_kernel.cu
View file @
2d0f9cf2
...
...
@@ -172,8 +172,8 @@ void cuWelfordMuSigma2(
for
(;
l
+
7
<
n2
;
l
+=
8
*
numx
)
{
for
(
int
k
=
0
;
k
<
8
;
k
+=
2
)
{
float2
curr
=
__half22float2
(
*
((
__half2
*
)(
lvals
+
l
+
k
)));
cuWelfordOnlineSum
(
curr
.
x
,
mu
,
sigma2
,
count
);
cuWelfordOnlineSum
(
curr
.
y
,
mu
,
sigma2
,
count
);
cuWelfordOnlineSum
<
float
>
(
curr
.
x
,
mu
,
sigma2
,
count
);
cuWelfordOnlineSum
<
float
>
(
curr
.
y
,
mu
,
sigma2
,
count
);
}
}
for
(;
l
<
n2
;
++
l
)
{
...
...
@@ -230,9 +230,15 @@ void cuWelfordMuSigma2(
template
<
typename
U
>
U
rsqrt
(
U
v
)
{
return
U
(
1
)
/
sqrt
(
v
);
}
#if defined __HIP_PLATFORM_HCC__
__device__
float
rsqrt
(
float
v
)
{
return
rsqrtf
(
v
);
}
#else
template
<
>
float
rsqrt
(
float
v
)
{
return
rsqrtf
(
v
);
}
#endif
template
<
>
double
rsqrt
(
double
v
)
{
return
rsqrt
(
v
);
}
...
...
@@ -293,7 +299,7 @@ void cuApplyLayerNorm(
// 1) blockDim.x == warpSize
// 2) Tensors are contiguous
//
for
(
auto
i1
=
blockIdx
.
y
;
i1
<
n1
;
i1
+=
gridDim
.
y
)
{
for
(
int
i1
=
blockIdx
.
y
;
i1
<
n1
;
i1
+=
gridDim
.
y
)
{
SharedMemory
<
U
>
shared
;
U
*
buf
=
shared
.
getPointer
();
U
mu
,
sigma2
;
...
...
@@ -531,7 +537,7 @@ void cuComputeGradInput(
const
T
*
gamma
,
T
*
grad_input
)
{
for
(
auto
i1
=
blockIdx
.
y
;
i1
<
n1
;
i1
+=
gridDim
.
y
)
{
for
(
int
i1
=
blockIdx
.
y
;
i1
<
n1
;
i1
+=
gridDim
.
y
)
{
U
sum_loss1
=
U
(
0
);
U
sum_loss2
=
U
(
0
);
const
U
c_mean
=
mean
[
i1
];
...
...
setup.py
View file @
2d0f9cf2
...
...
@@ -177,7 +177,13 @@ if "--cuda_ext" in sys.argv:
'-O3'
,
'--use_fast_math'
]
+
version_dependent_macros
}))
else
:
print
(
"INFO: Skipping FusedLayerNorm extension."
)
print
(
"INFO: Building FusedLayerNorm extension."
)
ext_modules
.
append
(
CUDAExtension
(
name
=
'fused_layer_norm_cuda'
,
sources
=
[
'csrc/layer_norm_cuda.cpp'
,
'csrc/hip/layer_norm_hip_kernel.hip'
],
extra_compile_args
=
{
'cxx'
:
[
'-O3'
]
+
version_dependent_macros
,
'nvcc'
:
[]}))
if
not
is_rocm_pytorch
:
ext_modules
.
append
(
...
...
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
.
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment