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gaoqiong
composable_kernel_ROCM
Commits
9533a172
Unverified
Commit
9533a172
authored
Dec 02, 2024
by
Illia Silin
Committed by
GitHub
Dec 02, 2024
Browse files
Merge branch 'develop' into codegen-enable-hiprtc
parents
c2cf0733
50ee4267
Changes
503
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Showing
20 changed files
with
960 additions
and
55 deletions
+960
-55
library/src/tensor_operation_instance/gpu/gemm/CMakeLists.txt
...ary/src/tensor_operation_instance/gpu/gemm/CMakeLists.txt
+13
-20
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_km_kn_mn_instance.cpp
...gpu/gemm/device_gemm_dl_f32_f32_f32_km_kn_mn_instance.cpp
+35
-6
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_km_nk_mn_instance.cpp
...gpu/gemm/device_gemm_dl_f32_f32_f32_km_nk_mn_instance.cpp
+35
-6
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_mk_kn_mn_instance.cpp
...gpu/gemm/device_gemm_dl_f32_f32_f32_mk_kn_mn_instance.cpp
+35
-6
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_mk_nk_mn_instance.cpp
...gpu/gemm/device_gemm_dl_f32_f32_f32_mk_nk_mn_instance.cpp
+35
-6
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instance.cpp
...emm/device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instance.cpp
+77
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instance.cpp
...emm/device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instance.cpp
+77
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instance.cpp
...emm/device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instance.cpp
+77
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instance.cpp
...emm/device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instance.cpp
+77
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_km_kn_mn_instance.cpp
...emm/device_gemm_wmma_int8_int8_int8_km_kn_mn_instance.cpp
+76
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_km_nk_mn_instance.cpp
...emm/device_gemm_wmma_int8_int8_int8_km_nk_mn_instance.cpp
+76
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_mk_kn_mn_instance.cpp
...emm/device_gemm_wmma_int8_int8_int8_mk_kn_mn_instance.cpp
+76
-0
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_mk_nk_mn_instance.cpp
...emm/device_gemm_wmma_int8_int8_int8_mk_nk_mn_instance.cpp
+76
-0
library/src/tensor_operation_instance/gpu/gemm_multiply_multiply/device_gemm_multiply_multiply_xdl_f8_f8_bf16/device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn.hpp
...device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn.hpp
+6
-4
library/src/tensor_operation_instance/gpu/gemm_universal/device_gemm_xdl_universal_f8_f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn.hpp
...f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn.hpp
+4
-3
library/src/tensor_operation_instance/gpu/gemm_universal/device_gemm_xdl_universal_f8_f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn.hpp
...f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn.hpp
+6
-4
library/src/tensor_operation_instance/gpu/gemm_universal_batched/CMakeLists.txt
...ration_instance/gpu/gemm_universal_batched/CMakeLists.txt
+19
-0
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp
...ce_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp
+95
-0
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp
...iversal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp
+32
-0
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instance.cpp
...ersal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instance.cpp
+33
-0
No files found.
library/src/tensor_operation_instance/gpu/gemm/CMakeLists.txt
View file @
9533a172
...
@@ -2,9 +2,7 @@ set(GEMM_INSTANCES)
...
@@ -2,9 +2,7 @@ set(GEMM_INSTANCES)
list
(
APPEND GEMM_INSTANCES device_gemm_xdl_f64_f64_f64_mk_kn_mn_instance.cpp
list
(
APPEND GEMM_INSTANCES device_gemm_xdl_f64_f64_f64_mk_kn_mn_instance.cpp
device_gemm_xdl_f64_f64_f64_mk_nk_mn_instance.cpp
device_gemm_xdl_f64_f64_f64_mk_nk_mn_instance.cpp
device_gemm_xdl_f64_f64_f64_km_kn_mn_instance.cpp
device_gemm_xdl_f64_f64_f64_km_kn_mn_instance.cpp
device_gemm_xdl_f64_f64_f64_km_nk_mn_instance.cpp
)
device_gemm_xdl_f64_f64_f64_km_nk_mn_instance.cpp
list
(
APPEND GEMM_INSTANCES
device_gemm_xdl_f32_f32_f32_mk_kn_mn_instance.cpp
device_gemm_xdl_f32_f32_f32_mk_kn_mn_instance.cpp
device_gemm_xdl_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_xdl_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_xdl_f32_f32_f32_km_kn_mn_instance.cpp
device_gemm_xdl_f32_f32_f32_km_kn_mn_instance.cpp
...
@@ -21,9 +19,6 @@ list(APPEND GEMM_INSTANCES
...
@@ -21,9 +19,6 @@ list(APPEND GEMM_INSTANCES
device_gemm_dl_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_dl_f32_f32_f32_mk_nk_mn_instance.cpp
device_gemm_dl_f32_f32_f32_km_kn_mn_instance.cpp
device_gemm_dl_f32_f32_f32_km_kn_mn_instance.cpp
device_gemm_dl_f32_f32_f32_km_nk_mn_instance.cpp
device_gemm_dl_f32_f32_f32_km_nk_mn_instance.cpp
)
list
(
APPEND GEMM_INSTANCES
device_gemm_dl_f16_f16_f16_mk_kn_mn_instance.cpp
device_gemm_dl_f16_f16_f16_mk_kn_mn_instance.cpp
device_gemm_dl_f16_f16_f16_mk_kn_mn_irregular_instance.cpp
device_gemm_dl_f16_f16_f16_mk_kn_mn_irregular_instance.cpp
device_gemm_dl_f16_f16_f16_mk_nk_mn_instance.cpp
device_gemm_dl_f16_f16_f16_mk_nk_mn_instance.cpp
...
@@ -78,9 +73,6 @@ list(APPEND GEMM_INSTANCES
...
@@ -78,9 +73,6 @@ list(APPEND GEMM_INSTANCES
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_default_pipeline_v1_instance.cpp
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_default_pipeline_v1_instance.cpp
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_default_pipeline_v2_instance.cpp
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_default_pipeline_v2_instance.cpp
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_interwave_pipeline_v1_instance.cpp
device_gemm_xdl_f16_f16_f16/mk_nk_mn_irregular_interwave_pipeline_v1_instance.cpp
)
list
(
APPEND GEMM_INSTANCES
device_gemm_dl_i8_i8_i8_mk_kn_mn_instance.cpp
device_gemm_dl_i8_i8_i8_mk_kn_mn_instance.cpp
device_gemm_dl_i8_i8_i8_mk_kn_mn_irregular_instance.cpp
device_gemm_dl_i8_i8_i8_mk_kn_mn_irregular_instance.cpp
device_gemm_dl_i8_i8_i8_mk_nk_mn_instance.cpp
device_gemm_dl_i8_i8_i8_mk_nk_mn_instance.cpp
...
@@ -92,15 +84,11 @@ list(APPEND GEMM_INSTANCES
...
@@ -92,15 +84,11 @@ list(APPEND GEMM_INSTANCES
device_gemm_xdl_c_shuffle_i8_i8_i8_mk_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_mk_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_i8_i8_i8_km_nk_mn_instance.cpp
)
device_gemm_xdl_c_shuffle_i8_i8_i8_km_nk_mn_instance.cpp
list
(
APPEND GEMM_INSTANCES
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_mk_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_mk_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_km_nk_mn_instance.cpp
)
device_gemm_xdl_c_shuffle_bf16_bf16_bf16_km_nk_mn_instance.cpp
list
(
APPEND GEMM_INSTANCES
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v1_default_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v1_default_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v1_interwave_default_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v1_interwave_default_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v2_default_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v2_default_instance.cpp
...
@@ -109,14 +97,19 @@ list(APPEND GEMM_INSTANCES
...
@@ -109,14 +97,19 @@ list(APPEND GEMM_INSTANCES
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v2_padded_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_kn_mn_v2_padded_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_mk_nk_mn_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_km_kn_mn_instance.cpp
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_km_nk_mn_instance.cpp
)
device_gemm_xdl_c_shuffle_fp8_fp8_fp8_km_nk_mn_instance.cpp
list
(
APPEND GEMM_INSTANCES
device_gemm_wmma_f16_f16_f16_mk_kn_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_mk_kn_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_mk_nk_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_mk_nk_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_km_kn_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_km_kn_mn_instance.cpp
device_gemm_wmma_f16_f16_f16_km_nk_mn_instance.cpp
)
device_gemm_wmma_f16_f16_f16_km_nk_mn_instance.cpp
device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instance.cpp
device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instance.cpp
device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instance.cpp
device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instance.cpp
device_gemm_wmma_int8_int8_int8_mk_kn_mn_instance.cpp
device_gemm_wmma_int8_int8_int8_mk_nk_mn_instance.cpp
device_gemm_wmma_int8_int8_int8_km_kn_mn_instance.cpp
device_gemm_wmma_int8_int8_int8_km_nk_mn_instance.cpp
)
add_instance_library
(
device_gemm_instance
${
GEMM_INSTANCES
}
)
add_instance_library
(
device_gemm_instance
${
GEMM_INSTANCES
}
)
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_km_kn_mn_instance.cpp
View file @
9533a172
// SPDX-License-Identifier: MIT
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-202
3
, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-202
4
, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include <cstdlib>
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
...
@@ -34,7 +31,39 @@ using device_gemm_dl_f32_f32_f32_km_kn_mn_instances = std::tuple<
...
@@ -34,7 +31,39 @@ using device_gemm_dl_f32_f32_f32_km_kn_mn_instances = std::tuple<
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
1
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
2
,
1
,
4
,
1
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
2
,
1
,
4
,
1
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// MPerBlock=128, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
4
,
4
>
,
S
<
4
,
4
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
8
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=128, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
4
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
4
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
8
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
4
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
8
,
1
>
,
S
<
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
1
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=16, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
16
,
64
,
16
,
2
,
1
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
16
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
16
,
16
,
2
,
4
,
1
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
16
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=16, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
2
,
2
>
,
S
<
2
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
4
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=8, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
8
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
2
,
2
>
,
S
<
8
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=64, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
4
,
1
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
2
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=8, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
2
,
1
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
2
,
1
>
,
S
<
4
,
1
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
1
,
2
>
,
S
<
1
,
4
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_km_nk_mn_instance.cpp
View file @
9533a172
// SPDX-License-Identifier: MIT
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-202
3
, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-202
4
, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include <cstdlib>
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_km_nk_mn_instances =
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_km_nk_mn_instances =
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
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4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
1
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=16, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
16
,
64
,
16
,
2
,
1
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
16
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
16
,
16
,
2
,
4
,
1
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=16, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
2
,
2
>
,
S
<
2
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
4
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=8, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
8
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
2
,
2
>
,
S
<
8
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=64, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
4
,
1
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
2
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=8, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
2
,
1
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
2
,
1
>
,
S
<
4
,
1
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Col
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
1
,
2
>
,
S
<
1
,
4
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_mk_kn_mn_instance.cpp
View file @
9533a172
// SPDX-License-Identifier: MIT
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-202
3
, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-202
4
, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include <cstdlib>
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_mk_kn_mn_instances =
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_mk_kn_mn_instances =
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
1
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
1
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
1
>
,
S
<
2
,
1
,
4
,
1
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
// MPerBlock=128, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
4
,
4
>
,
S
<
4
,
4
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
8
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
8
,
1
,
32
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=128, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
4
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
4
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
8
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
8
,
2
>
,
S
<
8
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
4
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
8
,
1
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
1
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
2
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=16, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
16
,
64
,
16
,
2
,
1
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
16
,
16
,
2
,
4
,
1
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
16
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=16, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
2
,
2
>
,
S
<
2
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
4
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=8, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
8
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
2
,
2
>
,
S
<
8
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=64, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
4
,
1
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
<
8
,
2
>
,
S
<
2
,
2
>
,
S
<
8
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
32
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
1
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<
0
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3
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,
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,
S
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1
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1
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4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=8, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
4
,
1
>
,
S
<
2
,
1
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
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0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
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1
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1
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,
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0
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3
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1
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1
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4
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2
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,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
1
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
4
,
1
,
2
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
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4
,
1
>
,
S
<
0
,
3
,
1
,
2
>
,
S
<
1
,
1
,
4
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
2
,
1
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,
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<
4
,
1
>
,
S
<
4
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1
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>
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1
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1
>
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<
0
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3
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,
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<
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<
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0
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3
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1
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1
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<
0
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1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Row
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
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,
1
,
1
,
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<
1
,
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3
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3
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4
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1
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2
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,
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<
0
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3
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1
,
2
>
,
S
<
1
,
1
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1
,
2
>
,
S
<
1
,
1
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4
,
2
>
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1
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0
,
3
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1
,
2
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<
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<
0
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1
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2
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3
,
4
,
5
>
,
5
,
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>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_dl_f32_f32_f32_mk_nk_mn_instance.cpp
View file @
9533a172
// SPDX-License-Identifier: MIT
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-202
3
, Advanced Micro Devices, Inc. All rights reserved.
// Copyright (c) 2018-202
4
, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include <cstdlib>
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
...
@@ -14,15 +14,12 @@ namespace tensor_operation {
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_mk_nk_mn_instances =
...
@@ -35,7 +32,39 @@ using device_gemm_dl_f32_f32_f32_mk_nk_mn_instances =
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise| Specialization| Size| Block| Block| Block| | ThreadM111| ThreadN111| Thread| ClusterM110Xs| ClusterN110Xs| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| ThreadSliceLengths| ThreadClusterLengths| ThreadCluster| SrcAccess| SrcVectorTensor| SrcVectorTensor| DstVectorTensor| SrcDstAccess| SrcDstVectorDim| DstScalarPerVector|
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | K0_M0_M1_K1| K0_M0_M1_K1| ArrangeOrder| Order| Lengths_K0_M0_M1_K1| ContiguousDimOrder| Lengths_K0_M0_M1_K1| K0_N0_N1_K1| K0_N0_N1_K1| ArrangeOrder| Order| Lengths_K0_N0_N1_K1| ContiguousDimOrder| Lengths_K0_N0_N1_K1| Order| | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// ########| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
1
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
8
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2
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,
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<
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1
>
,
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2
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1
,
128
,
1
>
,
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1
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2
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0
,
3
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2
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0
,
3
>
,
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<
4
,
1
,
1
,
1
>
,
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<
1
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2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
1
>
,
S
<
8
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,
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>
,
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,
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,
1
>
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0
,
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0
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2
,
3
,
4
,
5
>
,
5
,
4
>
// MPerBlock=128, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
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,
PassThrough
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,
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0
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,
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>
,
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,
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,
DeviceGemmDl
<
F32
,
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,
F32
,
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,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
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<
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,
4
>
,
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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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>
,
S
<
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,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
8
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
1
,
2
>
,
S
<
2
,
1
,
128
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// // MPerBlock=128, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
8
,
2
>
,
S
<
4
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
64
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
8
>
,
S
<
2
,
4
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// // MPerBlock=64, NPerBlock=128
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
64
,
128
,
16
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
8
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
8
,
1
,
2
,
2
>
,
S
<
2
,
1
,
64
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
2
,
4
>
,
S
<
2
,
4
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
8
,
1
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
64
,
8
,
2
,
4
,
4
,
1
,
S
<
4
,
2
>
,
S
<
8
,
1
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
2
,
2
>
,
S
<
2
,
1
,
32
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=16, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
16
,
64
,
16
,
2
,
1
,
4
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
4
>
,
// MPerBlock=64, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
16
,
16
,
2
,
4
,
1
,
1
,
S
<
4
,
2
>
,
S
<
4
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
4
,
1
,
16
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=16, NPerBlock=16
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
2
,
2
>
,
S
<
2
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
16
,
16
,
16
,
16
,
2
,
2
,
2
,
1
,
S
<
1
,
4
>
,
S
<
1
,
4
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
4
,
2
>
,
S
<
4
,
1
,
4
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=8, NPerBlock=64
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
4
,
1
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,
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8
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,
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,
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8
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3
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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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8
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,
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16
,
1
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,
S
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1
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2
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0
,
3
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,
S
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1
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2
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3
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,
S
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4
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1
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2
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3
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,
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1
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,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
8
,
64
,
32
,
2
,
1
,
2
,
1
,
S
<
2
,
2
>
,
S
<
8
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
8
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
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1
,
2
,
0
,
3
>
,
S
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4
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1
,
1
,
2
>
,
S
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1
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2
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,
3
>
,
S
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1
,
1
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1
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,
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,
2
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,
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16
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1
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,
3
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1
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1
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2
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,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
2
>
,
// MPerBlock=64, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
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8
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2
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4
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1
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1
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S
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0
,
1
,
2
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3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
64
,
64
,
8
,
32
,
2
,
2
,
1
,
1
,
S
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8
,
2
>
,
S
<
2
,
2
>
,
S
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8
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1
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,
2
>
,
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4
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16
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1
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1
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2
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3
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1
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2
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4
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1
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2
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1
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2
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3
>
,
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1
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1
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1
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2
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4
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8
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1
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1
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1
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2
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0
,
3
>
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1
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2
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3
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4
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1
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2
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3
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1
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1
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,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
// MPerBlock=8, NPerBlock=8
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
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8
,
4
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2
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4
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2
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2
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3
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4
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8
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3
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1
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1
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2
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0
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1
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2
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3
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4
,
5
>
,
5
,
2
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
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1
,
2
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1
,
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<
1
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4
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0
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3
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4
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5
>
,
5
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,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
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,
8
,
8
,
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2
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2
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3
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3
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,
S
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4
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1
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1
,
2
>
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1
,
2
,
0
,
3
>
,
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1
,
1
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1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
,
DeviceGemmDl
<
F32
,
F32
,
F32
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
8
,
8
,
8
,
4
,
2
,
2
,
1
,
1
,
S
<
1
,
2
>
,
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<
1
,
4
>
,
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<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
1
,
8
,
1
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
4
,
1
,
1
,
2
>
,
S
<
1
,
2
,
0
,
3
>
,
S
<
1
,
1
,
1
,
2
>
,
S
<
0
,
1
,
2
,
3
,
4
,
5
>
,
5
,
1
>
// clang-format on
// clang-format on
>
;
>
;
...
...
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
using
device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_bf16_bf16_bf16_km_kn_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
using
device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_bf16_bf16_bf16_km_nk_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
using
device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Row
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_bf16_bf16_bf16_mk_kn_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
ck
::
bhalf_t
;
using
F32
=
float
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise| Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_bf16_bf16_bf16_mk_nk_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_km_kn_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
I8
=
int8_t
;
using
I32
=
int32_t
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[k, m] * b[k, n] = c[m, n]
using
device_gemm_wmma_int8_int8_int8_km_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_int8_int8_int8_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
I8
,
I8
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_int8_int8_int8_km_kn_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_km_nk_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
I8
=
int8_t
;
using
I32
=
int32_t
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[k, m] * b[n, k] = c[m, n]
using
device_gemm_wmma_int8_int8_int8_km_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
2
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_int8_int8_int8_km_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Col
,
Row
,
I8
,
I8
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_int8_int8_int8_km_nk_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_mk_kn_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
I8
=
int8_t
;
using
I32
=
int32_t
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[m, k] * b[k, n] = c[m, n]
using
device_gemm_wmma_int8_int8_int8_mk_kn_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise|Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
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
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
1
,
2
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
2
,
2
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_int8_int8_int8_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Row
,
Row
,
Row
,
I8
,
I8
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_int8_int8_int8_mk_kn_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm/device_gemm_wmma_int8_int8_int8_mk_nk_mn_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2024, Advanced Micro Devices, Inc. All rights reserved.
#include <cstdlib>
#include "ck/ck.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/impl/device_gemm_wmma.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
I8
=
int8_t
;
using
I32
=
int32_t
;
using
Row
=
ck
::
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
ck
::
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmMNKPadding
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKPadding
;
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_gemm_wmma_int8_int8_int8_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
//######################| ALayout| BLayout| CLayout| AData| BData| CData| AccData| CShuffle| A| B| C| GEMM| NumPrefetch| Block| MPer| NPer| KPer| K1| MPer| NPer| M| N| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CShuffleBlockTransfer| CShuffleBlockTransfer|
//######################| | | | Type| Type| Type| Type| DataType| Elementwise| Elementwise| Elementwise| Specialization| | Size| Block| Block| Block| | WMMA| WMMA| Repeat| Repeat| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MRepeat| MRepeat| ClusterLengths| ScalarPerVector|
//######################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | | | Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerStore| PerStore| MBlock_MPerBlock| |
//######################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | NBlock_NPerBlock| |
/* Prefetch 2, consume enormous vgpr resource*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
256
,
128
,
128
,
32
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
128
,
128
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
64
,
64
,
32
,
32
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
2
,
32
,
16
,
16
,
32
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
/* Prefetch 1, prefer larger KPerBlock value for better latency hiding*/
// 8 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
256
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
128
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
256
,
128
,
160
,
64
,
8
,
16
,
16
,
2
,
5
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
4
>
,
8
>
,
// 4 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
128
,
128
,
32
,
8
,
16
,
16
,
4
,
4
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
256
,
64
,
64
,
8
,
16
,
16
,
8
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
256
,
64
,
8
,
16
,
16
,
2
,
8
,
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
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
128
,
64
,
80
,
64
,
8
,
16
,
16
,
1
,
5
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
64
,
1
,
2
>
,
8
>
,
// 2 Waves
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
16
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
64
,
32
,
64
,
8
,
16
,
16
,
4
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
64
,
32
,
64
,
64
,
8
,
16
,
16
,
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
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// 1 Wave
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
32
,
64
,
8
,
16
,
16
,
1
,
2
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
,
DeviceGemmWmma_CShuffle
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
I32
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmMNKPadding
,
1
,
32
,
16
,
16
,
64
,
8
,
16
,
16
,
1
,
1
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
2
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
16
,
1
,
2
>
,
8
>
// clang-format on
>
;
void
add_device_gemm_wmma_int8_int8_int8_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Row
,
Col
,
Row
,
I8
,
I8
,
I8
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_gemm_wmma_int8_int8_int8_mk_nk_mn_instances
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_multiply_multiply/device_gemm_multiply_multiply_xdl_f8_f8_bf16/device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn.hpp
View file @
9533a172
...
@@ -36,12 +36,12 @@ static constexpr auto Interwave = BlockGemmPipelineScheduler::Interwave;
...
@@ -36,12 +36,12 @@ static constexpr auto Interwave = BlockGemmPipelineScheduler::Interwave;
template
<
GemmSpecialization
GemmSpec
>
template
<
GemmSpecialization
GemmSpec
>
using
device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_comp_instances
=
std
::
tuple
<
using
device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_comp_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################| ALayout| BLayout| DsLayout| ELayout|AData| BData| DsData| EData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//################################| ALayout| BLayout| DsLayout| ELayout|AData| BData| DsData| EData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#if defined(__gfx94__) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
// Compute friendly
// Compute friendly
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
16
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
16
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
128
,
128
,
128
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
128
,
128
,
128
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
...
@@ -58,17 +58,18 @@ using device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_comp_instances = std
...
@@ -58,17 +58,18 @@ using device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_comp_instances = std
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
128
,
64
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128
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16
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16
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32
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32
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2
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1
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<
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,
16
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S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
128
,
64
,
128
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
8
,
32
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1
>
,
S
<
1
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0
,
2
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,
S
<
1
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0
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2
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8
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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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2
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16
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<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
64
,
128
,
128
,
16
,
16
,
32
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32
,
1
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2
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8
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32
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<
1
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0
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<
1
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2
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16
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8
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1
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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
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16
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1
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S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
64
,
128
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128
,
16
,
16
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32
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1
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8
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1
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1
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<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
64
,
64
,
128
,
16
,
16
,
32
,
32
,
1
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
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,
2
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16
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16
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<
8
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32
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>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
64
,
64
,
128
,
16
,
16
,
32
,
32
,
1
,
1
,
S
<
8
,
32
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1
>
,
S
<
1
,
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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16
,
16
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<
8
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32
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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
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,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
#endif
// clang-format on
// clang-format on
>
;
>
;
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
using
device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_mem_instances
=
std
::
tuple
<
using
device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_mem_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//################################| ALayout| BLayout| DsLayout| ELayout|AData| BData| DsData| EData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//################################| ALayout| BLayout| DsLayout| ELayout|AData| BData| DsData| EData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#if defined(__gfx94__) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
// Latency friendly
// Latency friendly
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
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0
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<
8
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16
,
1
>
,
S
<
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
,
16
,
16
,
0
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1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
,
2
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
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2
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,
2
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16
,
16
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8
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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
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2
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,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
,
2
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
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2
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,
2
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16
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16
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8
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8
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1
>
,
S
<
1
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0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
S
<
4
,
4
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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,
2
,
16
,
16
,
0
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<
8
,
8
,
1
>
,
S
<
1
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0
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2
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,
S
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1
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0
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2
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,
2
,
16
,
16
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0
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1
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1
,
S
<
1
,
16
,
1
,
4
>
,
S
<
4
,
4
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
...
@@ -90,6 +91,7 @@ using device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_mem_instances = std:
...
@@ -90,6 +91,7 @@ using device_gemm_multiply_multiply_xdl_f8_f8_bf16_mk_nk_mn_mem_instances = std:
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
128
,
32
,
128
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
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0
,
2
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,
2
,
16
,
16
,
0
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S
<
8
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16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
128
,
32
,
128
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
8
,
8
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
16
,
256
,
128
,
16
,
16
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
,
4
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
16
,
256
,
128
,
16
,
16
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
,
4
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
32
,
256
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
8
,
8
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
DeviceGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
Tuple
<
Row
,
Col
>
,
Row
,
F8
,
F8
,
Tuple
<
F32
,
F32
>
,
BF16
,
F32
,
F32
,
PassThrough
,
PassThrough
,
MultiplyMultiply
,
GemmSpec
,
256
,
32
,
256
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
8
,
8
,
1
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
#endif
// clang-format on
// clang-format on
>
;
>
;
}
// namespace instance
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/gemm_universal/device_gemm_xdl_universal_f8_f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn.hpp
View file @
9533a172
...
@@ -40,7 +40,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_comp_instances = std::tuple<
...
@@ -40,7 +40,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_comp_instances = std::tuple<
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#ifdef
__gfx94__
#if
def
ined(
__gfx94__
) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
//Only enable these instances on gfx94x
//Only enable these instances on gfx94x
// Compute friendly
// Compute friendly
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
4
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
4
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
4
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
4
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
...
@@ -62,12 +62,12 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_comp_instances = std::tuple<
...
@@ -62,12 +62,12 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_comp_instances = std::tuple<
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
using
device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_mem_instances
=
std
::
tuple
<
using
device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_mem_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#if defined(__gfx94__) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
// Latency friendly
// Latency friendly
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
4
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
2
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
4
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
2
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
4
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
4
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
...
@@ -90,6 +90,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_mem_instances = std::tuple<
...
@@ -90,6 +90,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_kn_mn_mem_instances = std::tuple<
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
64
,
128
,
16
,
4
,
16
,
16
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
64
,
128
,
16
,
4
,
16
,
16
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
32
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
128
,
128
,
16
,
8
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
16
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
128
,
128
,
16
,
8
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
16
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
16
,
256
,
128
,
8
,
8
,
16
,
16
,
1
,
4
,
S
<
16
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Row
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
16
,
256
,
128
,
8
,
8
,
16
,
16
,
1
,
4
,
S
<
16
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
16
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
#endif
// clang-format on
// clang-format on
>
;
>
;
}
// namespace instance
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/gemm_universal/device_gemm_xdl_universal_f8_f8_bf16/device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn.hpp
View file @
9533a172
...
@@ -35,12 +35,12 @@ static constexpr auto Interwave = BlockGemmPipelineScheduler::Interwave;
...
@@ -35,12 +35,12 @@ static constexpr auto Interwave = BlockGemmPipelineScheduler::Interwave;
template
<
GemmSpecialization
GemmSpec
>
template
<
GemmSpecialization
GemmSpec
>
using
device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_instances
=
std
::
tuple
<
using
device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#if defined(__gfx94__) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
// Compute friendly
// Compute friendly
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
16
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
64
,
16
,
16
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
128
,
128
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
128
,
128
,
16
,
16
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
,
F8
>
,
...
@@ -57,17 +57,18 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_instances = std::tuple<
...
@@ -57,17 +57,18 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_instances = std::tuple<
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
64
,
128
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
64
,
128
,
16
,
16
,
32
,
32
,
2
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
,
// DeviceGemm_Xdl_CShuffleV3< Row, Col, Row, F8, F8, BF16, F32, BF16, PassThrough, PassThrough, PassThrough, GemmSpec, 256, 64, 128, 128, 16, 16, 32, 32, 1, 2, S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0, S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0, 1, 1, S<1, 32, 1, 8>, 8, BlockGemmPipelineScheduler::Intrawave, BlockGemmPipelineVersion::v3, F8>,
// DeviceGemm_Xdl_CShuffleV3< Row, Col, Row, F8, F8, BF16, F32, BF16, PassThrough, PassThrough, PassThrough, GemmSpec, 256, 64, 128, 128, 16, 16, 32, 32, 1, 2, S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0, S<8, 32, 1>, S<1, 0, 2>, S<1, 0, 2>, 2, 16, 16, 0, 1, 1, S<1, 32, 1, 8>, 8, BlockGemmPipelineScheduler::Intrawave, BlockGemmPipelineVersion::v3, F8>,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
64
,
64
,
128
,
16
,
16
,
32
,
32
,
1
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
64
,
64
,
128
,
16
,
16
,
32
,
32
,
1
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
,
F8
>
#endif
// clang-format on
// clang-format on
>
;
>
;
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
>
using
device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_instances
=
std
::
tuple
<
using
device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| ALayout| BLayout| CLayout|AData| BData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//#########################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
#if defined(__gfx94__) || defined(CK_USE_GFX94) || defined(CK_USE_FP8_ON_UNSUPPORTED_ARCH)
// Latency friendly
// Latency friendly
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
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,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
2
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
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0
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,
S
<
1
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0
,
2
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,
2
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,
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8
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1
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S
<
1
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S
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1
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0
,
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,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
2
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
128
,
16
,
16
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
,
F8
>
,
...
@@ -97,6 +98,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_instances = std::tuple<
...
@@ -97,6 +98,7 @@ using device_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_instances = std::tuple<
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
128
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
128
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
16
,
256
,
128
,
16
,
16
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
16
,
256
,
128
,
16
,
16
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
4
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
,
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
32
,
256
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
8
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
DeviceGemm_Xdl_CShuffleV3
<
Row
,
Col
,
Row
,
F8
,
F8
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
32
,
256
,
128
,
16
,
16
,
32
,
32
,
1
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
16
,
16
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
8
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
,
F8
>
#endif
// clang-format on
// clang-format on
>
;
>
;
}
// namespace instance
}
// namespace instance
...
...
library/src/tensor_operation_instance/gpu/gemm_universal_batched/CMakeLists.txt
0 → 100644
View file @
9533a172
# ONLY XDL_KERNELS
set
(
GEMM_UNIVERSAL_BATCHED_INSTANCES
)
list
(
APPEND GEMM_UNIVERSAL_BATCHED_INSTANCES
device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp
device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instance.cpp
device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v2_default_instance.cpp
device_batched_gemm_xdl_universal_f8_f8_bf16/device_batched_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_default_instance.cpp
device_batched_gemm_xdl_universal_f8_f8_bf16/device_batched_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_v1_default_instance.cpp
device_batched_gemm_xdl_universal_f8_f8_bf16/device_batched_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_mem_v2_default_instance.cpp
)
set_source_files_properties
(
device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp PROPERTIES COMPILE_OPTIONS
";-mllvm;-greedy-reverse-local-assignment=1"
)
set_source_files_properties
(
device_batched_gemm_xdl_universal_f8_f8_bf16/device_batched_gemm_xdl_universal_f8_f8_bf16_mk_nk_mn_comp_default_instance.cpp PROPERTIES COMPILE_OPTIONS
";-mllvm;-greedy-reverse-local-assignment=1"
)
add_instance_library
(
device_gemm_universal_batched_instance
${
GEMM_UNIVERSAL_BATCHED_INSTANCES
}
)
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include "ck/ck.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/impl/device_batched_gemm_multiple_d_xdl_cshuffle_v3.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
using
BF16
=
bhalf_t
;
using
F32
=
float
;
using
Row
=
tensor_layout
::
gemm
::
RowMajor
;
using
Col
=
tensor_layout
::
gemm
::
ColumnMajor
;
template
<
index_t
...
Is
>
using
S
=
Sequence
<
Is
...
>
;
using
PassThrough
=
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmKPadding
=
GemmSpecialization
::
KPadding
;
static
constexpr
auto
GemmMPadding
=
GemmSpecialization
::
MPadding
;
static
constexpr
auto
GemmMNPadding
=
GemmSpecialization
::
MNPadding
;
static
constexpr
auto
GemmMKPadding
=
GemmSpecialization
::
MKPadding
;
static
constexpr
auto
GemmMNKPadding
=
GemmSpecialization
::
MNKPadding
;
static
constexpr
auto
Intrawave
=
BlockGemmPipelineScheduler
::
Intrawave
;
static
constexpr
auto
Interwave
=
BlockGemmPipelineScheduler
::
Interwave
;
template
<
GemmSpecialization
GemmSpec
,
typename
DsLayout
=
ck
::
Tuple
<
>,
typename
DsDataType
=
ck
::
Tuple
<>>
using
device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| DsLayout| CLayout| AData| BData| DsData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//##################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//##################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// Compute friendly
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
32
,
8
,
8
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
32
,
4
,
4
,
32
,
32
,
4
,
4
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
32
,
2
,
2
,
32
,
32
,
4
,
4
,
S
<
16
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
S
<
16
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v4
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
32
,
8
,
8
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
256
,
32
,
8
,
8
,
32
,
32
,
4
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v5
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
224
,
256
,
64
,
8
,
8
,
16
,
16
,
7
,
8
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
2
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
224
,
64
,
8
,
8
,
16
,
16
,
8
,
7
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
2
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
128
,
64
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v3
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
128
,
64
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Intrawave
,
BlockGemmPipelineVersion
::
v5
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
128
,
128
,
64
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlockGemmPipelineScheduler
::
Interwave
,
BlockGemmPipelineVersion
::
v1
>
// clang-format on
>
;
template
<
BlockGemmPipelineScheduler
BlkGemmPipeSched
,
GemmSpecialization
GemmSpec
,
typename
DsLayout
=
ck
::
Tuple
<
>,
typename
DsDataType
=
ck
::
Tuple
<>>
using
device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_instances
=
std
::
tuple
<
// clang-format off
//##################################| ALayout| BLayout| DsLayout| CLayout| AData| BData| DsData| CData| AccData| Cshuffle| A| B| C| GEMM| Block| MPer| NPer| KPer| AK1| BK1|MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| Block-wiseGemm| Block-wiseGemm|
//##################################| | | | | Type| Type| Type| Type| Type| Type| Elementwise| Elementwise| Elementwise|Specialization| Size| Block| Block| Block| | | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MXdlPerWave_MWaveMPerXdl| ScalarPerVector| Pipeline| Pipeline|
//##################################| | | | | | | | | | | Operation| Operation| Operation| | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NXdlPerWave_NWaveNPerXdl| _NWaveNPerXdl| Scheduler| Verision|
//##################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
// Latency friendly
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
32
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
32
,
64
,
4
,
4
,
16
,
16
,
1
,
1
,
S
<
16
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
0
,
S
<
16
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
32
,
64
,
2
,
2
,
16
,
16
,
1
,
1
,
S
<
32
,
4
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
S
<
32
,
4
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v1
>
,
// Memory friendly
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
16
,
64
,
8
,
8
,
16
,
16
,
4
,
1
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
16
,
64
,
4
,
4
,
16
,
16
,
4
,
1
,
S
<
16
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
2
,
4
,
4
,
0
,
S
<
16
,
8
,
1
>
,
S
<
1
,
0
,
2
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S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
256
,
16
,
64
,
2
,
2
,
16
,
16
,
4
,
1
,
S
<
32
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
S
<
32
,
4
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
2
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
128
,
16
,
64
,
8
,
8
,
16
,
16
,
4
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
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<
1
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0
,
2
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,
2
,
8
,
8
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0
,
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8
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16
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1
>
,
S
<
1
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0
,
2
>
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S
<
1
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0
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2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
64
,
16
,
64
,
8
,
8
,
16
,
16
,
2
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1
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<
8
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<
1
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1
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0
,
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2
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8
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8
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,
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8
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16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
32
,
16
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
2
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
64
,
16
,
16
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
8
,
1
>
,
S
<
1
,
0
,
2
>
,
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<
1
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0
,
2
>
,
2
,
8
,
8
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0
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<
8
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8
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1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
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0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
32
,
64
,
8
,
8
,
16
,
16
,
1
,
1
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
64
,
64
,
8
,
8
,
16
,
16
,
1
,
2
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
128
,
16
,
128
,
64
,
8
,
8
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
,
DeviceBatchedGemmMultiD_Xdl_CShuffle_V3
<
Row
,
Col
,
DsLayout
,
Row
,
BF16
,
BF16
,
DsDataType
,
BF16
,
F32
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmSpec
,
256
,
16
,
256
,
64
,
8
,
8
,
16
,
16
,
1
,
4
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
S
<
8
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
0
,
1
,
1
,
S
<
1
,
16
,
1
,
16
>
,
S
<
4
>
,
BlkGemmPipeSched
,
BlockGemmPipelineVersion
::
v2
>
// clang-format on
>
;
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include "device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
void
add_device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_default_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmV2MultiD
<
Row
,
Col
,
ck
::
Tuple
<>
,
Row
,
BF16
,
BF16
,
ck
::
Tuple
<>
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_comp_instances
<
GemmDefault
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/gemm_universal_batched/device_batched_gemm_xdl_universal_bf16_bf16_bf16/device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instance.cpp
0 → 100644
View file @
9533a172
// SPDX-License-Identifier: MIT
// Copyright (c) 2024, Advanced Micro Devices, Inc. All rights reserved.
#include "device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
void
add_device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_v1_default_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmV2MultiD
<
Row
,
Col
,
ck
::
Tuple
<>
,
Row
,
BF16
,
BF16
,
ck
::
Tuple
<>
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
)
{
add_device_operation_instances
(
instances
,
device_batched_gemm_xdl_universal_bf16_bf16_bf16_mk_nk_mn_mem_instances
<
Intrawave
,
GemmDefault
>
{});
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
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