Skip to content
GitLab
Menu
Projects
Groups
Snippets
Loading...
Help
Help
Support
Community forum
Keyboard shortcuts
?
Submit feedback
Contribute to GitLab
Sign in / Register
Toggle navigation
Menu
Open sidebar
gaoqiong
composable_kernel
Commits
ec0ac21d
Commit
ec0ac21d
authored
Apr 18, 2023
by
ltqin
Browse files
change lib function name
parent
48df79f2
Changes
7
Hide whitespace changes
Inline
Side-by-side
Showing
7 changed files
with
200 additions
and
271 deletions
+200
-271
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute.hpp
...ration_instance/gpu/batched_gemm_softmax_gemm_permute.hpp
+86
-82
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/batched_gemm_softmax_gemm_permute.hpp
...oftmax_gemm_permute/batched_gemm_softmax_gemm_permute.hpp
+2
-1
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_multiple_d_softmax_gemm_permute_xdl_cshuffle_half_gmk_gnk_gno_gmo_instance.hpp
...mm_permute_xdl_cshuffle_half_gmk_gnk_gno_gmo_instance.hpp
+0
-107
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
...cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
+28
-20
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
...xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
+28
-20
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
...cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
+28
-20
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
...xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
+28
-21
No files found.
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute.hpp
View file @
ec0ac21d
...
@@ -11,34 +11,34 @@
...
@@ -11,34 +11,34 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/batched_gemm_softmax_gemm_permute.hpp"
namespace
ck
{
namespace
ck
{
namespace
tensor_operation
{
namespace
tensor_operation
{
namespace
device
{
namespace
device
{
namespace
instance
{
namespace
instance
{
extern
template
void
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
std
::
vector
<
std
::
unique_ptr
<
2
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
ck
::
Tuple
<
F16
>,
ck
::
Tuple
<
F16
>
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ScaleAdd
,
ScaleAdd
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
extern
template
void
add_device
_instances
(
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo
_instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -59,27 +59,28 @@ extern template void add_device_instances(
...
@@ -59,27 +59,28 @@ extern template void add_device_instances(
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
);
extern
template
void
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
std
::
vector
<
std
::
unique_ptr
<
2
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
ck
::
Tuple
<
BF16
>,
ck
::
Tuple
<
BF16
>
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
ScaleAdd
,
ScaleAdd
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
extern
template
void
add_device
_instances
(
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo
_instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -100,27 +101,28 @@ extern template void add_device_instances(
...
@@ -100,27 +101,28 @@ extern template void add_device_instances(
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
);
extern
template
void
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
std
::
vector
<
std
::
unique_ptr
<
2
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
ck
::
Tuple
<
>,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
Scale
,
Scale
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
extern
template
void
add_device
_instances
(
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo
_instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -141,27 +143,28 @@ extern template void add_device_instances(
...
@@ -141,27 +143,28 @@ extern template void add_device_instances(
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
);
extern
template
void
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
std
::
vector
<
std
::
unique_ptr
<
2
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
1
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
ck
::
Tuple
<
>,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
Scale
,
Scale
,
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
extern
template
void
add_device
_instances
(
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo
_instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -237,7 +240,8 @@ struct DeviceOperationInstanceFactory<
...
@@ -237,7 +240,8 @@ struct DeviceOperationInstanceFactory<
static
auto
GetInstances
()
static
auto
GetInstances
()
{
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
add_device_instances
(
op_ptrs
);
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
op_ptrs
);
return
op_ptrs
;
return
op_ptrs
;
}
}
};
};
...
...
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/batched_gemm_softmax_gemm_permute.hpp
View file @
ec0ac21d
...
@@ -11,7 +11,8 @@
...
@@ -11,7 +11,8 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_multiple_d_softmax_gemm_permute_xdl_cshuffle_half_gmk_gnk_gno_gmo_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_multiple_d_softmax_gemm_permute_xdl_cshuffle_fp16_gmk_gnk_gno_gmo_instance.hpp"
#include "ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_multiple_d_softmax_gemm_permute_xdl_cshuffle_bf16_gmk_gnk_gno_gmo_instance.hpp"
namespace
ck
{
namespace
ck
{
namespace
tensor_operation
{
namespace
tensor_operation
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_multiple_d_softmax_gemm_permute_xdl_cshuffle_half_gmk_gnk_gno_gmo_instance.hpp
deleted
100644 → 0
View file @
48df79f2
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2022, 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_batched_gemm_softmax_gemm_permute_xdl_cshuffle.hpp"
#include "ck/library/tensor_operation_instance/add_device_operation_instance.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
namespace
half_data
{
using
F16
=
ck
::
half_t
;
using
F32
=
float
;
template
<
ck
::
index_t
...
Is
>
using
S
=
ck
::
Sequence
<
Is
...
>
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
static
constexpr
auto
GemmDefault
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
Default
;
static
constexpr
auto
GemmPadded
=
ck
::
tensor_operation
::
device
::
GemmSpecialization
::
MNKOPadding
;
static
constexpr
auto
TensorDefault
=
ck
::
tensor_operation
::
device
::
TensorSpecialization
::
Default
;
// c[g, m, n] = a[g, m, k] * b[g, n, k]
template
<
index_t
NumDimG
,
index_t
NumDimM
,
index_t
NumDimN
,
index_t
NumDimK
,
index_t
NumDimO
,
typename
DataType
,
typename
AccDataType
,
typename
D0DataTypes
,
typename
AD0ElementwiseOp
,
MaskingSpecialization
MaskingSpec
>
using
device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
=
std
::
tuple
<
// clang-format off
// #############################################| NumDimG| NumDimM| NumDimN| NumDimK| NumDimO| AData| B0Data| B1Data| CData| Acc0BiasData| Acc1BiasData| AccData| CShuffle| A| B0| Acc0| B1| C| GEMM| ATensorSpec| B0TensorSpec| B1TensorSpec| CTensorSpec| NumGemmK| Block| Gemm01| Gemm0| Gemm0| Gemm1| Gemm1| AK1| BK1| B1K1| MPer| NPer| Gemm0| Gemm0| Gemm1| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| B0BlockTransfer| B0BlockTransfer| B0BlockTransfer| B0BlockTransfer| B0BlockTransfer| B0BlockTransfer| B0BlockLds| B1BlockTransfer| B1BlockTransfer| B1BlockTransfer| B1BlockTransfer| B1BlockTransfer| B1BlockTransfer| B1BlockLds| CShuffle| CShuffle| CBlockTransferClusterLengths| CBlockTransfer| MaskingSpec|
// #############################################| | | | | | Type| Type| Type| Type| ype| Type| Type| DataType| Elementwise| Elementwise| Elementwise| Elementwise| Elementwise| Specialization| | | | | Prefetch| Size| MPer| NPer| KPer| NPer| KPer| | | | XDL| XDL| MXdl| NXdl| NXdl| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| MXdlPerWave| NXdlPerWave| _MBlock_MWaveMPerXdl| ScalarPerVector| |
// #############################################| | | | | | | | | | | | | | Operation| Operation| Operation| Operation| Operation| | | | | | Stage| | Block| Block| Block| Block| Block| | | | | | Per| Per| Per| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl| |
// #############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | Wave| Wave| Wave| | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
256
,
128
,
32
,
64
,
32
,
8
,
8
,
2
,
32
,
32
,
2
,
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
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
256
,
128
,
32
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
2
,
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
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
#if CK_WORKAROUND_SWDEV_388832
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
256
,
32
,
64
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
8
,
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
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
#endif
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
256
,
32
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
8
,
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
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
128
,
64
,
64
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
4
,
2
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
128
,
32
,
64
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
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
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
128
,
64
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
4
,
4
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
128
,
32
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
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
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
64
,
256
,
32
,
128
,
32
,
8
,
8
,
2
,
16
,
16
,
1
,
16
,
8
,
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
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
8
,
S
<
1
,
16
,
1
,
16
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
64
,
256
,
32
,
64
,
32
,
8
,
8
,
2
,
16
,
16
,
1
,
16
,
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
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
4
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
64
,
256
,
64
,
128
,
32
,
8
,
8
,
2
,
16
,
16
,
1
,
16
,
8
,
S
<
8
,
32
,
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
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
8
,
S
<
1
,
16
,
1
,
16
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
64
,
256
,
64
,
64
,
32
,
8
,
8
,
2
,
16
,
16
,
1
,
16
,
4
,
S
<
8
,
32
,
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
,
S
<
16
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
4
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
// Padded fallback kernel
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmPadded
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
128
,
64
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
4
,
4
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
8
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
false
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
,
DeviceBatchedGemmSoftmaxGemmPermute_Xdl_CShuffle
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
DataType
,
DataType
,
DataType
,
DataType
,
D0DataTypes
,
ck
::
Tuple
<>
,
AccDataType
,
DataType
,
PassThrough
,
PassThrough
,
AD0ElementwiseOp
,
PassThrough
,
PassThrough
,
GemmPadded
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
TensorDefault
,
1
,
256
,
128
,
64
,
32
,
128
,
32
,
8
,
8
,
2
,
32
,
32
,
1
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
8
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
false
,
1
,
2
,
S
<
1
,
32
,
1
,
8
>
,
8
,
MaskingSpec
>
// clang-format on
>
;
}
// namespace half_data
template
<
index_t
NumDimG
,
index_t
NumDimM
,
index_t
NumDimN
,
index_t
NumDimK
,
index_t
NumDimO
,
typename
ADataType
,
typename
B0DataType
,
typename
B1DataType
,
typename
CDataType
,
typename
Acc0BiasDataType
,
typename
Acc1BiasDataType
,
typename
AElementwiseOperation
,
typename
B0ElementwiseOperation
,
typename
C0DEElementwiseOperation
,
typename
B1ElementwiseOperation
,
typename
C1DEElementwiseOperation
,
MaskingSpecialization
MaskingSpec
,
typename
enable_if
<
is_same
<
remove_cvref_t
<
ADataType
>,
ck
::
half_t
>::
value
||
is_same
<
remove_cvref_t
<
ADataType
>
,
ck
::
bhalf_t
>::
value
,
bool
>::
type
=
false
>
auto
create_device_instances
()
{
return
half_data
::
device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
<
NumDimG
,
NumDimM
,
NumDimN
,
NumDimK
,
NumDimO
,
ADataType
,
F32
,
Acc0BiasDataType
,
C0DEElementwiseOperation
,
MaskingSpec
>
{};
}
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
View file @
ec0ac21d
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ScaleAdd
=
ck
::
tensor_operation
::
element_wise
::
ScaleAdd
;
using
ScaleAdd
=
ck
::
tensor_operation
::
element_wise
::
ScaleAdd
;
template
void
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
2
,
std
::
vector
<
std
::
unique_ptr
<
1
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
BF16
,
1
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
ck
::
Tuple
<
BF16
>,
BF16
,
ck
::
Tuple
<>
,
ck
::
Tuple
<
BF16
>
,
PassThrough
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
ScaleAdd
,
PassThrough
,
PassThrough
,
ScaleAdd
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
)
{
add_device_instances
(
instances
);
}
template
void
add_device_instances
(
void
add_device_
batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_
instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -64,7 +69,10 @@ template void add_device_instances(
...
@@ -64,7 +69,10 @@ template void add_device_instances(
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
)
{
add_device_instances
(
instances
);
}
}
// namespace instance
}
// namespace instance
}
// namespace device
}
// namespace device
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_bias_softmax_gemm_permute_xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
View file @
ec0ac21d
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
ScaleAdd
=
ck
::
tensor_operation
::
element_wise
::
ScaleAdd
;
using
ScaleAdd
=
ck
::
tensor_operation
::
element_wise
::
ScaleAdd
;
template
void
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
2
,
std
::
vector
<
std
::
unique_ptr
<
1
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
F16
,
1
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
ck
::
Tuple
<
F16
>,
F16
,
ck
::
Tuple
<>
,
ck
::
Tuple
<
F16
>
,
PassThrough
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
ScaleAdd
,
PassThrough
,
PassThrough
,
ScaleAdd
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
)
{
add_device_instances
(
instances
);
}
template
void
add_device_instances
(
void
add_device_
batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_
instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -64,7 +69,10 @@ template void add_device_instances(
...
@@ -64,7 +69,10 @@ template void add_device_instances(
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
)
{
add_device_instances
(
instances
);
}
}
// namespace instance
}
// namespace instance
}
// namespace device
}
// namespace device
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_bf16_bf16_bf16_bf16_gmk_gnk_gno_gmo_instance.cpp
View file @
ec0ac21d
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
...
@@ -26,26 +26,31 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Scale
=
ck
::
tensor_operation
::
element_wise
::
Scale
;
using
Scale
=
ck
::
tensor_operation
::
element_wise
::
Scale
;
template
void
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
2
,
std
::
vector
<
std
::
unique_ptr
<
1
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
BF16
,
1
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
BF16
,
ck
::
Tuple
<
>,
BF16
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
Scale
,
PassThrough
,
PassThrough
,
Scale
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
)
{
add_device_instances
(
instances
);
}
template
void
add_device_instances
(
void
add_device_
batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_
instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -64,7 +69,10 @@ template void add_device_instances(
...
@@ -64,7 +69,10 @@ template void add_device_instances(
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
)
{
add_device_instances
(
instances
);
}
}
// namespace instance
}
// namespace instance
}
// namespace device
}
// namespace device
...
...
library/src/tensor_operation_instance/gpu/batched_gemm_softmax_gemm_permute/device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_f16_f16_f16_f16_gmk_gnk_gno_gmo_instance.cpp
View file @
ec0ac21d
...
@@ -26,26 +26,30 @@ using S = ck::Sequence<Is...>;
...
@@ -26,26 +26,30 @@ using S = ck::Sequence<Is...>;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
PassThrough
=
ck
::
tensor_operation
::
element_wise
::
PassThrough
;
using
Scale
=
ck
::
tensor_operation
::
element_wise
::
Scale
;
using
Scale
=
ck
::
tensor_operation
::
element_wise
::
Scale
;
template
void
add_device_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
2
,
std
::
vector
<
std
::
unique_ptr
<
1
,
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
1
,
1
,
1
,
1
,
F16
,
1
,
F16
,
F16
,
F16
,
F16
,
F16
,
F16
,
ck
::
Tuple
<
>,
F16
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
PassThrough
,
ck
::
Tuple
<>
,
PassThrough
,
PassThrough
,
Scale
,
PassThrough
,
PassThrough
,
Scale
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
instances
);
PassThrough
,
MaskingSpecialization
::
MaskOutUpperTriangle
>>>&
template
void
add_device_instances
(
instances
)
{
add_device_instances
(
instances
);
}
void
add_device_batched_gemm_softmax_gemm_permute_xdl_cshuffle_gmk_gnk_gno_gmo_instances
(
std
::
vector
<
std
::
vector
<
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
std
::
unique_ptr
<
DeviceBatchedGemmSoftmaxGemmPermute
<
2
,
1
,
1
,
...
@@ -64,7 +68,10 @@ template void add_device_instances(
...
@@ -64,7 +68,10 @@ template void add_device_instances(
PassThrough
,
PassThrough
,
PassThrough
,
PassThrough
,
MaskingSpecialization
::
MaskDisabled
>>>&
MaskingSpecialization
::
MaskDisabled
>>>&
instances
);
instances
)
{
add_device_instances
(
instances
);
}
}
// namespace instance
}
// namespace instance
}
// namespace device
}
// namespace device
...
...
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
.
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment