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gaoqiong
composable_kernel
Commits
24af0144
Unverified
Commit
24af0144
authored
Nov 12, 2022
by
Po Yen Chen
Committed by
GitHub
Nov 12, 2022
Browse files
Merge branch 'develop' into gemm_layernorm_welford
parents
961f5e9e
b79bbbc2
Changes
813
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Showing
20 changed files
with
419 additions
and
154 deletions
+419
-154
library/include/ck/library/utility/algorithm.hpp
library/include/ck/library/utility/algorithm.hpp
+43
-0
library/include/ck/library/utility/check_err.hpp
library/include/ck/library/utility/check_err.hpp
+46
-43
library/include/ck/library/utility/fill.hpp
library/include/ck/library/utility/fill.hpp
+14
-3
library/include/ck/library/utility/host_reduction.hpp
library/include/ck/library/utility/host_reduction.hpp
+3
-7
library/include/ck/library/utility/host_tensor.hpp
library/include/ck/library/utility/host_tensor.hpp
+28
-26
library/include/ck/library/utility/iterator.hpp
library/include/ck/library/utility/iterator.hpp
+22
-0
library/include/ck/library/utility/ranges.hpp
library/include/ck/library/utility/ranges.hpp
+60
-0
library/src/tensor_operation_instance/gpu/CMakeLists.txt
library/src/tensor_operation_instance/gpu/CMakeLists.txt
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gkm_gkn_gmn_instance.cpp
..._batched_gemm_xdl_bf16_bf16_bf16_gkm_gkn_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gkm_gnk_gmn_instance.cpp
..._batched_gemm_xdl_bf16_bf16_bf16_gkm_gnk_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gmk_gkn_gmn_instance.cpp
..._batched_gemm_xdl_bf16_bf16_bf16_gmk_gkn_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gmk_gnk_gmn_instance.cpp
..._batched_gemm_xdl_bf16_bf16_bf16_gmk_gnk_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
+38
-13
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
+38
-13
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
+65
-22
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
+53
-18
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gkm_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f32_f32_f32_gkm_gkn_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gkm_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f32_f32_f32_gkm_gnk_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gmk_gkn_gmn_instance.cpp
...ice_batched_gemm_xdl_f32_f32_f32_gmk_gkn_gmn_instance.cpp
+1
-1
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gmk_gnk_gmn_instance.cpp
...ice_batched_gemm_xdl_f32_f32_f32_gmk_gnk_gmn_instance.cpp
+1
-1
No files found.
library/include/ck/library/utility/algorithm.hpp
0 → 100644
View file @
24af0144
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <algorithm>
#include <iterator>
#include <type_traits>
#include <utility>
namespace
ck
{
namespace
ranges
{
template
<
typename
InputRange
,
typename
OutputIterator
>
auto
copy
(
InputRange
&&
range
,
OutputIterator
iter
)
->
decltype
(
std
::
copy
(
std
::
begin
(
std
::
forward
<
InputRange
>
(
range
)),
std
::
end
(
std
::
forward
<
InputRange
>
(
range
)),
iter
))
{
return
std
::
copy
(
std
::
begin
(
std
::
forward
<
InputRange
>
(
range
)),
std
::
end
(
std
::
forward
<
InputRange
>
(
range
)),
iter
);
}
template
<
typename
T
,
typename
OutputRange
>
auto
fill
(
OutputRange
&&
range
,
const
T
&
init
)
->
std
::
void_t
<
decltype
(
std
::
fill
(
std
::
begin
(
std
::
forward
<
OutputRange
>
(
range
)),
std
::
end
(
std
::
forward
<
OutputRange
>
(
range
)),
init
))
>
{
std
::
fill
(
std
::
begin
(
std
::
forward
<
OutputRange
>
(
range
)),
std
::
end
(
std
::
forward
<
OutputRange
>
(
range
)),
init
);
}
template
<
typename
InputRange
,
typename
OutputIterator
,
typename
UnaryOperation
>
auto
transform
(
InputRange
&&
range
,
OutputIterator
iter
,
UnaryOperation
unary_op
)
->
decltype
(
std
::
transform
(
std
::
begin
(
range
),
std
::
end
(
range
),
iter
,
unary_op
))
{
return
std
::
transform
(
std
::
begin
(
range
),
std
::
end
(
range
),
iter
,
unary_op
);
}
}
// namespace ranges
}
// namespace ck
library/include/ck/library/utility/check_err.hpp
View file @
24af0144
...
@@ -15,18 +15,22 @@
...
@@ -15,18 +15,22 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/utility/data_type.hpp"
#include "ck/utility/data_type.hpp"
#include "ck/utility/span.hpp"
#include "ck/utility/type.hpp"
#include "ck/utility/type.hpp"
#include "ck/host_utility/io.hpp"
#include "ck/host_utility/io.hpp"
#include "ck/library/utility/ranges.hpp"
namespace
ck
{
namespace
ck
{
namespace
utils
{
namespace
utils
{
template
<
typename
T
>
template
<
typename
Range
,
typename
RefRange
>
typename
std
::
enable_if
<
std
::
is_floating_point
<
T
>::
value
&&
!
std
::
is_same
<
T
,
half_t
>::
value
,
typename
std
::
enable_if
<
bool
>::
type
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
ranges
::
range_value_t
<
RefRange
>>
&&
check_err
(
const
std
::
vector
<
T
>&
out
,
std
::
is_floating_point_v
<
ranges
::
range_value_t
<
Range
>>
&&
const
std
::
vector
<
T
>&
ref
,
!
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
half_t
>
,
bool
>::
type
check_err
(
const
Range
&
out
,
const
RefRange
&
ref
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
rtol
=
1e-5
,
double
rtol
=
1e-5
,
double
atol
=
3e-6
)
double
atol
=
3e-6
)
...
@@ -44,15 +48,17 @@ check_err(const std::vector<T>& out,
...
@@ -44,15 +48,17 @@ check_err(const std::vector<T>& out,
double
max_err
=
std
::
numeric_limits
<
double
>::
min
();
double
max_err
=
std
::
numeric_limits
<
double
>::
min
();
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
{
{
err
=
std
::
abs
(
out
[
i
]
-
ref
[
i
]);
const
double
o
=
*
std
::
next
(
std
::
begin
(
out
),
i
);
if
(
err
>
atol
+
rtol
*
std
::
abs
(
ref
[
i
])
||
!
std
::
isfinite
(
out
[
i
])
||
!
std
::
isfinite
(
ref
[
i
]))
const
double
r
=
*
std
::
next
(
std
::
begin
(
ref
),
i
);
err
=
std
::
abs
(
o
-
r
);
if
(
err
>
atol
+
rtol
*
std
::
abs
(
r
)
||
!
std
::
isfinite
(
o
)
||
!
std
::
isfinite
(
r
))
{
{
max_err
=
err
>
max_err
?
err
:
max_err
;
max_err
=
err
>
max_err
?
err
:
max_err
;
err_count
++
;
err_count
++
;
if
(
err_count
<
5
)
if
(
err_count
<
5
)
{
{
std
::
cerr
<<
msg
<<
std
::
setw
(
12
)
<<
std
::
setprecision
(
7
)
<<
" out["
<<
i
std
::
cerr
<<
msg
<<
std
::
setw
(
12
)
<<
std
::
setprecision
(
7
)
<<
" out["
<<
i
<<
"] != ref["
<<
i
<<
"]: "
<<
o
ut
[
i
]
<<
" != "
<<
r
ef
[
i
]
<<
std
::
endl
;
<<
"] != ref["
<<
i
<<
"]: "
<<
o
<<
" != "
<<
r
<<
std
::
endl
;
}
}
res
=
false
;
res
=
false
;
}
}
...
@@ -64,10 +70,13 @@ check_err(const std::vector<T>& out,
...
@@ -64,10 +70,13 @@ check_err(const std::vector<T>& out,
return
res
;
return
res
;
}
}
template
<
typename
T
>
template
<
typename
Range
,
typename
RefRange
>
typename
std
::
enable_if
<
std
::
is_same
<
T
,
bhalf_t
>::
value
,
bool
>::
type
typename
std
::
enable_if
<
check_err
(
const
std
::
vector
<
T
>&
out
,
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
ranges
::
range_value_t
<
RefRange
>>
&&
const
std
::
vector
<
T
>&
ref
,
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
bhalf_t
>
,
bool
>::
type
check_err
(
const
Range
&
out
,
const
RefRange
&
ref
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
rtol
=
1e-3
,
double
rtol
=
1e-3
,
double
atol
=
1e-3
)
double
atol
=
1e-3
)
...
@@ -86,9 +95,9 @@ check_err(const std::vector<T>& out,
...
@@ -86,9 +95,9 @@ check_err(const std::vector<T>& out,
double
max_err
=
std
::
numeric_limits
<
float
>::
min
();
double
max_err
=
std
::
numeric_limits
<
float
>::
min
();
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
{
{
double
o
=
type_convert
<
float
>
(
out
[
i
]
);
const
double
o
=
type_convert
<
float
>
(
*
std
::
next
(
std
::
begin
(
out
),
i
)
);
double
r
=
type_convert
<
float
>
(
ref
[
i
]
);
const
double
r
=
type_convert
<
float
>
(
*
std
::
next
(
std
::
begin
(
ref
),
i
)
);
err
=
std
::
abs
(
o
-
r
);
err
=
std
::
abs
(
o
-
r
);
if
(
err
>
atol
+
rtol
*
std
::
abs
(
r
)
||
!
std
::
isfinite
(
o
)
||
!
std
::
isfinite
(
r
))
if
(
err
>
atol
+
rtol
*
std
::
abs
(
r
)
||
!
std
::
isfinite
(
o
)
||
!
std
::
isfinite
(
r
))
{
{
max_err
=
err
>
max_err
?
err
:
max_err
;
max_err
=
err
>
max_err
?
err
:
max_err
;
...
@@ -108,10 +117,13 @@ check_err(const std::vector<T>& out,
...
@@ -108,10 +117,13 @@ check_err(const std::vector<T>& out,
return
res
;
return
res
;
}
}
template
<
typename
T
>
template
<
typename
Range
,
typename
RefRange
>
typename
std
::
enable_if
<
std
::
is_same_v
<
T
,
half_t
>
,
bool
>::
type
typename
std
::
enable_if
<
check_err
(
span
<
const
T
>
out
,
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
ranges
::
range_value_t
<
RefRange
>>
&&
span
<
const
T
>
ref
,
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
half_t
>
,
bool
>::
type
check_err
(
const
Range
&
out
,
const
RefRange
&
ref
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
rtol
=
1e-3
,
double
rtol
=
1e-3
,
double
atol
=
1e-3
)
double
atol
=
1e-3
)
...
@@ -126,12 +138,12 @@ check_err(span<const T> out,
...
@@ -126,12 +138,12 @@ check_err(span<const T> out,
bool
res
{
true
};
bool
res
{
true
};
int
err_count
=
0
;
int
err_count
=
0
;
double
err
=
0
;
double
err
=
0
;
double
max_err
=
std
::
numeric_limits
<
T
>::
min
();
double
max_err
=
std
::
numeric_limits
<
ranges
::
range_value_t
<
Range
>
>::
min
();
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
{
{
double
o
=
type_convert
<
float
>
(
out
[
i
]
);
const
double
o
=
type_convert
<
float
>
(
*
std
::
next
(
std
::
begin
(
out
),
i
)
);
double
r
=
type_convert
<
float
>
(
ref
[
i
]
);
const
double
r
=
type_convert
<
float
>
(
*
std
::
next
(
std
::
begin
(
ref
),
i
)
);
err
=
std
::
abs
(
o
-
r
);
err
=
std
::
abs
(
o
-
r
);
if
(
err
>
atol
+
rtol
*
std
::
abs
(
r
)
||
!
std
::
isfinite
(
o
)
||
!
std
::
isfinite
(
r
))
if
(
err
>
atol
+
rtol
*
std
::
abs
(
r
)
||
!
std
::
isfinite
(
o
)
||
!
std
::
isfinite
(
r
))
{
{
max_err
=
err
>
max_err
?
err
:
max_err
;
max_err
=
err
>
max_err
?
err
:
max_err
;
...
@@ -151,26 +163,17 @@ check_err(span<const T> out,
...
@@ -151,26 +163,17 @@ check_err(span<const T> out,
return
res
;
return
res
;
}
}
template
<
typename
T
>
template
<
typename
Range
,
typename
RefRange
>
typename
std
::
enable_if
<
std
::
is_same
<
T
,
half_t
>::
value
,
bool
>::
type
std
::
enable_if_t
<
(
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
ranges
::
range_value_t
<
RefRange
>>
&&
check_err
(
const
std
::
vector
<
T
>&
out
,
std
::
is_integral_v
<
ranges
::
range_value_t
<
Range
>>
&&
const
std
::
vector
<
T
>&
ref
,
!
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
bhalf_t
>
)
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
rtol
=
1e-3
,
double
atol
=
1e-3
)
{
return
check_err
(
span
<
const
T
>
{
out
},
span
<
const
T
>
{
ref
},
msg
,
rtol
,
atol
);
}
template
<
typename
T
>
std
::
enable_if_t
<
(
std
::
is_integral_v
<
T
>
&&
!
std
::
is_same_v
<
T
,
bhalf_t
>
)
#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
#ifdef CK_EXPERIMENTAL_BIT_INT_EXTENSION_INT4
||
std
::
is_same_v
<
T
,
int4_t
>
||
std
::
is_same_v
<
ranges
::
range_value_t
<
Range
>
,
int4_t
>
#endif
#endif
,
,
bool
>
bool
>
check_err
(
const
std
::
vector
<
T
>
&
out
,
check_err
(
const
Range
&
out
,
const
std
::
vector
<
T
>
&
ref
,
const
RefRange
&
ref
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
const
std
::
string
&
msg
=
"Error: Incorrect results!"
,
double
=
0
,
double
=
0
,
double
atol
=
0
)
double
atol
=
0
)
...
@@ -188,9 +191,9 @@ check_err(const std::vector<T>& out,
...
@@ -188,9 +191,9 @@ check_err(const std::vector<T>& out,
int64_t
max_err
=
std
::
numeric_limits
<
int64_t
>::
min
();
int64_t
max_err
=
std
::
numeric_limits
<
int64_t
>::
min
();
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
for
(
std
::
size_t
i
=
0
;
i
<
ref
.
size
();
++
i
)
{
{
int64_t
o
=
out
[
i
]
;
const
int64_t
o
=
*
std
::
next
(
std
::
begin
(
out
),
i
)
;
int64_t
r
=
ref
[
i
]
;
const
int64_t
r
=
*
std
::
next
(
std
::
begin
(
ref
),
i
)
;
err
=
std
::
abs
(
o
-
r
);
err
=
std
::
abs
(
o
-
r
);
if
(
err
>
atol
)
if
(
err
>
atol
)
{
{
...
...
library/include/ck/library/utility/fill.hpp
View file @
24af0144
...
@@ -30,9 +30,10 @@ struct FillUniformDistribution
...
@@ -30,9 +30,10 @@ struct FillUniformDistribution
}
}
template
<
typename
ForwardRange
>
template
<
typename
ForwardRange
>
auto
operator
()(
ForwardRange
&&
range
)
->
std
::
void_t
<
decltype
(
auto
operator
()(
ForwardRange
&&
range
)
const
std
::
declval
<
FillUniformDistribution
>
()(
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
->
std
::
void_t
<
decltype
(
std
::
declval
<
const
FillUniformDistribution
&>
()(
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
))))
>
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
))))
>
{
{
(
*
this
)(
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
(
*
this
)(
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
)));
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
)));
...
@@ -72,6 +73,16 @@ struct FillUniformDistributionIntegerValue
...
@@ -72,6 +73,16 @@ struct FillUniformDistributionIntegerValue
std
::
generate
(
std
::
generate
(
first
,
last
,
[
&
dis
,
&
gen
]()
{
return
ck
::
type_convert
<
T
>
(
std
::
round
(
dis
(
gen
)));
});
first
,
last
,
[
&
dis
,
&
gen
]()
{
return
ck
::
type_convert
<
T
>
(
std
::
round
(
dis
(
gen
)));
});
}
}
template
<
typename
ForwardRange
>
auto
operator
()(
ForwardRange
&&
range
)
const
->
std
::
void_t
<
decltype
(
std
::
declval
<
const
FillUniformDistributionIntegerValue
&>
()(
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
))))
>
{
(
*
this
)(
std
::
begin
(
std
::
forward
<
ForwardRange
>
(
range
)),
std
::
end
(
std
::
forward
<
ForwardRange
>
(
range
)));
}
};
};
template
<
typename
T
>
template
<
typename
T
>
...
...
library/include/ck/library/utility/host_reduction.hpp
View file @
24af0144
...
@@ -96,10 +96,9 @@ struct ReductionHost
...
@@ -96,10 +96,9 @@ struct ReductionHost
static
constexpr
int
NumInvariantDim
=
Rank
-
NumReduceDim
;
static
constexpr
int
NumInvariantDim
=
Rank
-
NumReduceDim
;
std
::
vector
<
size_t
>
outStrides
;
std
::
vector
<
size_t
>
outStrides
;
std
::
vector
<
int
>
invariantDims
;
std
::
vector
<
int
>
reduceDims
;
IndexDataType
divider
;
IndexDataType
divider
;
std
::
array
<
size_t
,
NumReduceDim
>
reduceLengths
;
std
::
array
<
size_t
,
NumReduceDim
>
reduceLengths
;
std
::
array
<
size_t
,
NumReduceDim
>
reduceStrides
;
std
::
array
<
size_t
,
NumReduceDim
>
reduceStrides
;
std
::
array
<
size_t
,
NumInvariantDim
>
invariantLengths
;
std
::
array
<
size_t
,
NumInvariantDim
>
invariantLengths
;
...
@@ -110,15 +109,12 @@ struct ReductionHost
...
@@ -110,15 +109,12 @@ struct ReductionHost
ReductionHost
(
HostTensorDescriptor
&
inDesc
,
ReductionHost
(
HostTensorDescriptor
&
inDesc
,
HostTensorDescriptor
&
outDesc
,
HostTensorDescriptor
&
outDesc
,
const
std
::
vector
<
int
>&
invariantDims
_
,
const
std
::
array
<
int
,
NumInvariantDim
>
invariantDims
,
const
std
::
vector
<
int
>&
reduceDims
_
)
const
std
::
array
<
int
,
NumReduceDim
>
reduceDims
)
{
{
// this->outLengths = to_int_vector(outDesc.GetLengths());
// this->outLengths = to_int_vector(outDesc.GetLengths());
this
->
outStrides
=
outDesc
.
GetStrides
();
this
->
outStrides
=
outDesc
.
GetStrides
();
this
->
invariantDims
=
invariantDims_
;
this
->
reduceDims
=
reduceDims_
;
int
product
=
1
;
int
product
=
1
;
for
(
int
i
=
0
;
i
<
NumReduceDim
;
i
++
)
for
(
int
i
=
0
;
i
<
NumReduceDim
;
i
++
)
...
...
library/include/ck/library/utility/host_tensor.hpp
View file @
24af0144
...
@@ -14,6 +14,9 @@
...
@@ -14,6 +14,9 @@
#include "ck/utility/data_type.hpp"
#include "ck/utility/data_type.hpp"
#include "ck/utility/span.hpp"
#include "ck/utility/span.hpp"
#include "ck/library/utility/algorithm.hpp"
#include "ck/library/utility/ranges.hpp"
template
<
typename
Range
>
template
<
typename
Range
>
std
::
ostream
&
LogRange
(
std
::
ostream
&
os
,
Range
&&
range
,
std
::
string
delim
)
std
::
ostream
&
LogRange
(
std
::
ostream
&
os
,
Range
&&
range
,
std
::
string
delim
)
{
{
...
@@ -84,10 +87,10 @@ struct HostTensorDescriptor
...
@@ -84,10 +87,10 @@ struct HostTensorDescriptor
this
->
CalculateStrides
();
this
->
CalculateStrides
();
}
}
template
<
typename
Range
,
template
<
typename
Lengths
,
typename
=
std
::
enable_if_t
<
typename
=
std
::
enable_if_t
<
std
::
is_convertible_v
<
decltype
(
*
std
::
begin
(
std
::
declval
<
Range
>()))
,
std
::
size_t
>>>
std
::
is_convertible_v
<
ck
::
ranges
::
range_value_t
<
Lengths
>
,
std
::
size_t
>>>
HostTensorDescriptor
(
const
Range
&
lens
)
:
mLens
(
lens
.
begin
(),
lens
.
end
())
HostTensorDescriptor
(
const
Lengths
&
lens
)
:
mLens
(
lens
.
begin
(),
lens
.
end
())
{
{
this
->
CalculateStrides
();
this
->
CalculateStrides
();
}
}
...
@@ -102,13 +105,12 @@ struct HostTensorDescriptor
...
@@ -102,13 +105,12 @@ struct HostTensorDescriptor
{
{
}
}
template
<
template
<
typename
Lengths
,
typename
Range1
,
typename
Strides
,
typename
Range2
,
typename
=
std
::
enable_if_t
<
typename
=
std
::
enable_if_t
<
std
::
is_convertible_v
<
ck
::
ranges
::
range_value_t
<
Lengths
>,
std
::
size_t
>
&&
std
::
is_convertible_v
<
decltype
(
*
std
::
begin
(
std
::
declval
<
Range1
>())),
std
::
size_t
>
&&
std
::
is_convertible_v
<
ck
::
ranges
::
range_value_t
<
Strides
>
,
std
::
size_t
>>>
std
::
is_convertible_v
<
decltype
(
*
std
::
begin
(
std
::
declval
<
Range2
>
())),
std
::
size_t
>>>
HostTensorDescriptor
(
const
Lengths
&
lens
,
const
Strides
&
strides
)
HostTensorDescriptor
(
const
Range1
&
lens
,
const
Range2
&
strides
)
:
mLens
(
lens
.
begin
(),
lens
.
end
()),
mStrides
(
strides
.
begin
(),
strides
.
end
())
:
mLens
(
lens
.
begin
(),
lens
.
end
()),
mStrides
(
strides
.
begin
(),
strides
.
end
())
{
{
}
}
...
@@ -244,14 +246,20 @@ struct Tensor
...
@@ -244,14 +246,20 @@ struct Tensor
{
{
}
}
template
<
typename
X
>
template
<
typename
X
,
typename
Y
>
Tensor
(
std
::
vector
<
X
>
lens
)
:
mDesc
(
lens
),
mData
(
mDesc
.
GetElementSpaceSize
())
Tensor
(
std
::
initializer_list
<
X
>
lens
,
std
::
initializer_list
<
Y
>
strides
)
:
mDesc
(
lens
,
strides
),
mData
(
mDesc
.
GetElementSpaceSize
())
{
{
}
}
template
<
typename
X
,
typename
Y
>
template
<
typename
Lengths
>
Tensor
(
std
::
vector
<
X
>
lens
,
std
::
vector
<
Y
>
strides
)
Tensor
(
const
Lengths
&
lens
)
:
mDesc
(
lens
),
mData
(
mDesc
.
GetElementSpaceSize
())
:
mDesc
(
lens
,
strides
),
mData
(
mDesc
.
GetElementSpaceSize
())
{
}
template
<
typename
Lengths
,
typename
Strides
>
Tensor
(
const
Lengths
&
lens
,
const
Strides
&
strides
)
:
mDesc
(
lens
,
strides
),
mData
(
GetElementSpaceSize
())
{
{
}
}
...
@@ -261,10 +269,10 @@ struct Tensor
...
@@ -261,10 +269,10 @@ struct Tensor
Tensor
<
OutT
>
CopyAsType
()
const
Tensor
<
OutT
>
CopyAsType
()
const
{
{
Tensor
<
OutT
>
ret
(
mDesc
);
Tensor
<
OutT
>
ret
(
mDesc
);
for
(
size_t
i
=
0
;
i
<
mData
.
size
();
i
++
)
{
ck
::
ranges
::
transform
(
ret
.
mData
[
i
]
=
ck
::
type_convert
<
OutT
>
(
mData
[
i
]
);
mData
,
ret
.
mData
.
begin
(),
[](
auto
value
)
{
return
ck
::
type_convert
<
OutT
>
(
value
);
}
);
}
return
ret
;
return
ret
;
}
}
...
@@ -294,13 +302,7 @@ struct Tensor
...
@@ -294,13 +302,7 @@ struct Tensor
std
::
size_t
GetElementSpaceSizeInBytes
()
const
{
return
sizeof
(
T
)
*
GetElementSpaceSize
();
}
std
::
size_t
GetElementSpaceSizeInBytes
()
const
{
return
sizeof
(
T
)
*
GetElementSpaceSize
();
}
void
SetZero
()
void
SetZero
()
{
ck
::
ranges
::
fill
<
T
>
(
mData
,
0
);
}
{
for
(
auto
&
v
:
mData
)
{
v
=
T
{
0
};
}
}
template
<
typename
F
>
template
<
typename
F
>
void
ForEach_impl
(
F
&&
f
,
std
::
vector
<
size_t
>&
idx
,
size_t
rank
)
void
ForEach_impl
(
F
&&
f
,
std
::
vector
<
size_t
>&
idx
,
size_t
rank
)
...
...
library/include/ck/library/utility/iterator.hpp
0 → 100644
View file @
24af0144
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <iterator>
#include <utility>
#include "ck/utility/type.hpp"
namespace
ck
{
template
<
typename
T
>
using
iter_value_t
=
typename
std
::
iterator_traits
<
remove_cvref_t
<
T
>>::
value_type
;
template
<
typename
T
>
using
iter_reference_t
=
decltype
(
*
std
::
declval
<
T
&>
());
template
<
typename
T
>
using
iter_difference_t
=
typename
std
::
iterator_traits
<
remove_cvref_t
<
T
>>::
difference_type
;
}
// namespace ck
library/include/ck/library/utility/ranges.hpp
0 → 100644
View file @
24af0144
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <iterator>
#include <type_traits>
#include <utility>
#include "ck/library/utility/iterator.hpp"
namespace
ck
{
namespace
ranges
{
template
<
typename
R
>
using
iterator_t
=
decltype
(
std
::
begin
(
std
::
declval
<
R
&>
()));
template
<
typename
R
>
using
sentinel_t
=
decltype
(
std
::
end
(
std
::
declval
<
R
&>
()));
template
<
typename
R
>
using
range_size_t
=
decltype
(
std
::
size
(
std
::
declval
<
R
&>
()));
template
<
typename
R
>
using
range_difference_t
=
ck
::
iter_difference_t
<
ranges
::
iterator_t
<
R
>>
;
template
<
typename
R
>
using
range_value_t
=
iter_value_t
<
ranges
::
iterator_t
<
R
>>
;
template
<
typename
R
>
using
range_reference_t
=
iter_reference_t
<
ranges
::
iterator_t
<
R
>>
;
template
<
typename
T
,
typename
=
void
>
struct
is_range
:
std
::
false_type
{
};
template
<
typename
T
>
struct
is_range
<
T
,
std
::
void_t
<
decltype
(
std
::
begin
(
std
::
declval
<
T
&>
())),
decltype
(
std
::
end
(
std
::
declval
<
T
&>
()))
>>
:
std
::
true_type
{
};
template
<
typename
T
>
inline
constexpr
bool
is_range_v
=
is_range
<
T
>::
value
;
template
<
typename
T
,
typename
=
void
>
struct
is_sized_range
:
std
::
false_type
{
};
template
<
typename
T
>
struct
is_sized_range
<
T
,
std
::
void_t
<
decltype
(
std
::
size
(
std
::
declval
<
T
&>
()))
>>
:
std
::
bool_constant
<
is_range_v
<
T
>>
{
};
}
// namespace ranges
}
// namespace ck
library/src/tensor_operation_instance/gpu/CMakeLists.txt
View file @
24af0144
...
@@ -6,6 +6,7 @@ function(add_instance_library INSTANCE_NAME)
...
@@ -6,6 +6,7 @@ function(add_instance_library INSTANCE_NAME)
clang_tidy_check
(
${
INSTANCE_NAME
}
)
clang_tidy_check
(
${
INSTANCE_NAME
}
)
endfunction
(
add_instance_library INSTANCE_NAME
)
endfunction
(
add_instance_library INSTANCE_NAME
)
file
(
GLOB dir_list LIST_DIRECTORIES true *
)
file
(
GLOB dir_list LIST_DIRECTORIES true *
)
set
(
CK_DEVICE_INSTANCES
)
set
(
CK_DEVICE_INSTANCES
)
FOREACH
(
subdir_path
${
dir_list
}
)
FOREACH
(
subdir_path
${
dir_list
}
)
...
@@ -17,7 +18,6 @@ IF(IS_DIRECTORY "${subdir_path}")
...
@@ -17,7 +18,6 @@ IF(IS_DIRECTORY "${subdir_path}")
ENDIF
()
ENDIF
()
ENDFOREACH
()
ENDFOREACH
()
add_library
(
device_operations STATIC
${
CK_DEVICE_INSTANCES
}
)
add_library
(
device_operations STATIC
${
CK_DEVICE_INSTANCES
}
)
add_library
(
composablekernels::device_operations ALIAS device_operations
)
add_library
(
composablekernels::device_operations ALIAS device_operations
)
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gkm_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gkm_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gmk_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_bf16_bf16_bf16_gmk_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -28,18 +28,43 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,18 +28,43 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
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4
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32
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1
>
,
S
<
0
,
2
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1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
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2
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1
>
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S
<
0
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2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
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4
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64
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<
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2
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1
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,
1
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2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
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32
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1
>
,
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0
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2
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1
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1
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1
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4
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8
,
true
,
S
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4
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32
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1
>
,
S
<
0
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2
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1
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,
S
<
0
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2
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1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
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8
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32
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32
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2
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1
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1
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2
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8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
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1
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true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
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DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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1
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,
7
,
1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
256
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1
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true
,
7
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,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
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0
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2
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1
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1
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4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
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64
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32
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2
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1
,
2
,
8
,
true
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
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,
4
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,
true
,
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4
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64
,
1
>
,
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0
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2
,
1
>
,
S
<
0
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2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
256
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,
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1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
#if CK_EXPERIMENTAL_INTER_WAVE_INSTANCES
// pipeline v1, 2 waves
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
#endif
#if CK_EXPERIMENTAL_PIPELINE_V2_INSTANCES
// pipeline v2, 1 wave
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
#endif
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -28,18 +28,43 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,18 +28,43 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gkm_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##########| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##########| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
#if CK_EXPERIMENTAL_INTER_WAVE_INSTANCES
// pipeline v1, 2 waves
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
#endif
#if CK_EXPERIMENTAL_PIPELINE_V2_INSTANCES
// pipeline v2, 1 wave
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
#endif
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -28,27 +28,70 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,27 +28,70 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gkn_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
#if CK_EXPERIMENTAL_INTER_WAVE_INSTANCES
// pipeline v1, 2 waves
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
256
,
4
,
8
,
32
,
32
,
1
,
4
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
32
,
4
,
8
,
32
,
32
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
256
,
4
,
8
,
16
,
16
,
1
,
8
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
128
,
4
,
8
,
16
,
16
,
1
,
4
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
64
,
4
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
16
,
32
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
16
,
16
,
4
,
8
,
16
,
16
,
1
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
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,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
#endif
#if CK_EXPERIMENTAL_PIPELINE_V2_INSTANCES
// pipeline v2, 1 wave
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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1
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,
7
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
256
,
128
,
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32
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1
,
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,
8
,
true
,
7
,
1
,
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,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
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,
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4
,
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,
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<
0
,
2
,
1
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,
S
<
0
,
2
,
1
>
,
1
,
4
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
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1
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,
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1
,
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1
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8
,
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,
S
<
4
,
64
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1
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,
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<
0
,
2
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<
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2
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1
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,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
128
,
128
,
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,
4
,
8
,
32
,
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2
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,
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2
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1
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8
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,
7
,
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,
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,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
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,
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LoopScheduler
::
Default
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PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
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,
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,
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,
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,
1
,
1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
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4
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1
>
,
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1
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1
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0
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2
,
8
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2
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0
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2
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1
>
,
1
,
2
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
128
,
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,
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
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,
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,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
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F32
,
Row
,
Row
,
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,
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,
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,
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,
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1
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8
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true
,
7
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
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,
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,
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,
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,
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,
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,
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1
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,
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true
,
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,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
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,
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,
128
,
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,
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,
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16
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true
,
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1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
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,
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,
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::
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PipelineVersion
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v2
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,
DeviceBatchedGemmXdl
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,
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,
Row
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,
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LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
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,
Row
,
Row
,
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,
PassThrough
,
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,
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1
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1
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
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,
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,
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,
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,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
#endif
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
@@ -28,23 +28,58 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
...
@@ -28,23 +28,58 @@ using PassThrough = ck::tensor_operation::element_wise::PassThrough;
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instances
=
std
::
tuple
<
using
device_batched_gemm_xdl_f16_f16_f16_gmk_gnk_gmn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//#################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer| NumGemmK| LoopScheduler| Pipeline|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//#################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar| Prefetch| | |
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//#################| | | | | | | | Operation| Operation| Operation| | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector| Stage | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
// pipeline v1, 1 wave
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
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<
4
,
64
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1
>
,
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1
,
0
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2
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<
1
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2
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<
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1
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<
1
,
0
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2
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<
1
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0
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2
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,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
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1
,
0
,
2
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,
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<
1
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0
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2
>
,
2
,
8
,
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,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
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1
>
,
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1
,
0
,
2
>
,
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<
1
,
0
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2
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2
,
8
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true
,
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1
>
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1
,
0
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2
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S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
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4
,
64
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1
>
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1
,
0
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2
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<
1
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2
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2
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8
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true
,
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<
4
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64
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
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32
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32
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2
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2
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2
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,
2
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8
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true
,
7
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1
>
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DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
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32
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1
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1
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0
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2
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1
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2
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2
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8
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true
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4
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32
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1
>
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<
1
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0
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2
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,
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<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
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2
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2
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0
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1
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8
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,
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1
>
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0
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2
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1
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2
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2
,
8
,
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true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
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2
,
2
,
S
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4
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1
>
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1
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0
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2
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1
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2
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8
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true
,
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<
4
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64
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1
>
,
S
<
1
,
0
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2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
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2
,
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2
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,
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1
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DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
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,
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,
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2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
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true
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DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
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,
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,
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,
4
,
8
,
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,
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2
,
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1
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1
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1
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1
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
256
,
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,
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,
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DeviceBatchedGemmXdl
<
F16
,
F16
,
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,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
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2
,
8
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,
7
,
1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
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,
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,
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,
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,
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,
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,
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DeviceBatchedGemmXdl
<
F16
,
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,
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,
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,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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,
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2
,
8
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true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
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DeviceBatchedGemmXdl
<
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,
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,
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LoopScheduler
::
Default
,
PipelineVersion
::
v1
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,
DeviceBatchedGemmXdl
<
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DeviceBatchedGemmXdl
<
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Row
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,
Row
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PassThrough
,
PassThrough
,
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LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v1
>
#if CK_EXPERIMENTAL_INTER_WAVE_INSTANCES
// pipeline v1, 2 waves
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
64
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
32
,
128
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
32
,
4
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Interwave
,
PipelineVersion
::
v1
>
#endif
#if CK_EXPERIMENTAL_PIPELINE_V2_INSTANCES
// pipeline v2, 1 wave
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
,
128
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
128
,
64
,
4
,
8
,
32
,
32
,
2
,
2
,
S
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4
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32
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1
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S
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1
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0
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2
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,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
S
<
4
,
32
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1
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,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
128
,
64
,
128
,
4
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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32
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1
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,
S
<
1
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0
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2
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,
S
<
1
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0
,
2
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,
2
,
8
,
8
,
true
,
S
<
4
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32
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1
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,
S
<
1
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0
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2
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S
<
1
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0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
,
64
,
4
,
8
,
32
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32
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2
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2
,
S
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4
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16
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1
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,
S
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1
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0
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2
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S
<
1
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2
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8
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true
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S
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4
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S
<
1
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S
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2
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8
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8
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true
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
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F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
256
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128
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64
,
4
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8
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32
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32
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2
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1
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S
<
4
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,
S
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1
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S
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1
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S
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8
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8
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true
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7
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
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F16
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F16
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F32
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Row
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Col
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Row
,
PassThrough
,
PassThrough
,
PassThrough
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256
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64
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128
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4
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32
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32
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1
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S
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true
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LoopScheduler
::
Default
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PipelineVersion
::
v2
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DeviceBatchedGemmXdl
<
F16
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F16
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F32
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Row
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Col
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Row
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PassThrough
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PassThrough
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128
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32
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4
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8
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32
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2
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1
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true
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1
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1
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LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
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F16
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F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
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128
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1
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true
,
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1
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1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
64
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32
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4
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8
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32
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32
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2
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1
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S
<
4
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16
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1
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S
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1
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0
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1
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4
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1
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S
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2
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2
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8
,
8
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true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
,
DeviceBatchedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
64
,
32
,
64
,
4
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
,
2
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,
2
,
8
,
8
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true
,
S
<
4
,
16
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1
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,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
>
,
2
,
8
,
8
,
true
,
7
,
1
,
1
,
LoopScheduler
::
Default
,
PipelineVersion
::
v2
>
#endif
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gkm_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gkm_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gmk_gkn_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
library/src/tensor_operation_instance/gpu/batched_gemm/device_batched_gemm_xdl_f32_f32_f32_gmk_gnk_gmn_instance.cpp
View file @
24af0144
...
@@ -6,7 +6,7 @@
...
@@ -6,7 +6,7 @@
#include "ck/ck.hpp"
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/gemm_specialization.hpp"
#include "ck/tensor_operation/gpu/device/device_batched_gemm_xdl.hpp"
#include "ck/tensor_operation/gpu/device/
impl/
device_batched_gemm_xdl.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
ck
{
...
...
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