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gaoqiong
composable_kernel
Commits
41711f4b
Commit
41711f4b
authored
Jun 29, 2022
by
Jing Zhang
Browse files
adjust parameters
parent
68f946f5
Changes
5
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Showing
5 changed files
with
40 additions
and
57 deletions
+40
-57
example/15_grouped_gemm/grouped_gemm_xdl_fp16.cpp
example/15_grouped_gemm/grouped_gemm_xdl_fp16.cpp
+5
-5
include/ck/tensor_operation/gpu/device/device_gemm.hpp
include/ck/tensor_operation/gpu/device/device_gemm.hpp
+0
-23
include/ck/tensor_operation/gpu/device/device_grouped_gemm_xdl.hpp
...k/tensor_operation/gpu/device/device_grouped_gemm_xdl.hpp
+7
-6
library/src/tensor_operation_instance/gpu/grouped_gemm/device_grouped_gemm_xdl_f16_f16_f16_mk_nk_mn_instance.cpp
...device_grouped_gemm_xdl_f16_f16_f16_mk_nk_mn_instance.cpp
+18
-17
profiler/include/profile_grouped_gemm_impl.hpp
profiler/include/profile_grouped_gemm_impl.hpp
+10
-6
No files found.
example/15_grouped_gemm/grouped_gemm_xdl_fp16.cpp
View file @
41711f4b
...
@@ -48,11 +48,11 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
...
@@ -48,11 +48,11 @@ static constexpr auto GemmDefault = ck::tensor_operation::device::GemmSpecializa
// clang-format off
// clang-format off
using
DeviceGemmInstance
=
ck
::
tensor_operation
::
device
::
DeviceGroupedGemmXdl
using
DeviceGemmInstance
=
ck
::
tensor_operation
::
device
::
DeviceGroupedGemmXdl
//######| ALayout| BLayout| CLayout| AData| BData|
C
Data|
Acc
Data| A| B|
C| GEMM| Num| 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|
//######| ALayout| BLayout| CLayout| AData| BData|
Acc
Data|
CShuffle| E
Data| A| B| C
E
| GEMM| Num| 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|
//######| | | | Type| Type| Type|
Type| Elementwise| Elementwise| Elementwise|Spacialization| Prefetch| 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_MWaveMPerXdl| ScalarPerVector|
//######| | | | Type| Type|
Type|
DataType|
Type| Elementwise| Elementwise| Elementwise|Spacialization| Prefetch| 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_MWaveMPerXdl| ScalarPerVector|
//######| | | | | | | | Operation| Operation| Operation| | | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//######| | | | | |
|
|
| Operation| Operation| Operation| | | | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//######| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//######| | | | | |
|
|
| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
;
<
Row
,
Col
,
Row
,
F16
,
F16
,
F32
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
;
// clang-format on
// clang-format on
using
ReferenceGemmInstance
=
ck
::
tensor_operation
::
host
::
using
ReferenceGemmInstance
=
ck
::
tensor_operation
::
host
::
...
...
include/ck/tensor_operation/gpu/device/device_gemm.hpp
View file @
41711f4b
...
@@ -39,29 +39,6 @@ template <typename AElementwiseOperation,
...
@@ -39,29 +39,6 @@ template <typename AElementwiseOperation,
using
DeviceGemmPtr
=
std
::
unique_ptr
<
using
DeviceGemmPtr
=
std
::
unique_ptr
<
DeviceGemm
<
AElementwiseOperation
,
BElementwiseOperation
,
CElementwiseOperation
>>
;
DeviceGemm
<
AElementwiseOperation
,
BElementwiseOperation
,
CElementwiseOperation
>>
;
template
<
typename
AElementwiseOperation
,
typename
BElementwiseOperation
,
typename
CElementwiseOperation
>
struct
DeviceGroupedGemm
:
public
BaseOperator
{
virtual
std
::
unique_ptr
<
BaseArgument
>
MakeArgumentPointer
(
std
::
vector
<
const
void
*>&
p_a
,
std
::
vector
<
const
void
*>&
p_b
,
std
::
vector
<
void
*>&
p_c
,
std
::
vector
<
GemmShape
>&
gemm_shapes
,
AElementwiseOperation
a_element_op
,
BElementwiseOperation
b_element_op
,
CElementwiseOperation
c_element_op
,
ck
::
index_t
KBatch
=
1
)
=
0
;
virtual
std
::
unique_ptr
<
BaseInvoker
>
MakeInvokerPointer
()
=
0
;
};
template
<
typename
AElementwiseOperation
,
typename
BElementwiseOperation
,
typename
CElementwiseOperation
>
using
DeviceGroupedGemmPtr
=
std
::
unique_ptr
<
DeviceGroupedGemm
<
AElementwiseOperation
,
BElementwiseOperation
,
CElementwiseOperation
>>
;
}
// namespace device
}
// namespace device
}
// namespace tensor_operation
}
// namespace tensor_operation
}
// namespace ck
}
// namespace ck
include/ck/tensor_operation/gpu/device/device_grouped_gemm_xdl.hpp
View file @
41711f4b
...
@@ -76,7 +76,7 @@ __global__ void
...
@@ -76,7 +76,7 @@ __global__ void
ignore
=
a_element_op
;
ignore
=
a_element_op
;
ignore
=
b_element_op
;
ignore
=
b_element_op
;
ignore
=
c_element_op
;
ignore
=
c_element_op
;
#endif
// end of if (defined(__gfx908__) || defined(__gfx90a__))
#endif
}
}
template
<
typename
ALayout
,
template
<
typename
ALayout
,
...
@@ -84,8 +84,9 @@ template <typename ALayout,
...
@@ -84,8 +84,9 @@ template <typename ALayout,
typename
CLayout
,
typename
CLayout
,
typename
ADataType
,
typename
ADataType
,
typename
BDataType
,
typename
BDataType
,
typename
CDataType
,
typename
AccDataType
,
typename
AccDataType
,
typename
CShuffleDataType
,
typename
EDataType
,
typename
AElementwiseOperation
,
typename
AElementwiseOperation
,
typename
BElementwiseOperation
,
typename
BElementwiseOperation
,
typename
CElementwiseOperation
,
typename
CElementwiseOperation
,
...
@@ -399,9 +400,9 @@ struct DeviceGroupedGemmXdl
...
@@ -399,9 +400,9 @@ struct DeviceGroupedGemmXdl
using
GridwiseGemm
=
GridwiseGemmMultipleD_k0mk1_k0nk1_mn_xdl_cshuffle
<
using
GridwiseGemm
=
GridwiseGemmMultipleD_k0mk1_k0nk1_mn_xdl_cshuffle
<
ADataType
,
// TODO: distinguish A/B datatype
ADataType
,
// TODO: distinguish A/B datatype
AccDataType
,
AccDataType
,
CDataType
,
C
Shuffle
DataType
,
ck
::
Tuple
<>
,
ck
::
Tuple
<>
,
C
DataType
,
E
DataType
,
AElementwiseOperation
,
AElementwiseOperation
,
BElementwiseOperation
,
BElementwiseOperation
,
CElementwiseOperation
,
CElementwiseOperation
,
...
@@ -497,7 +498,7 @@ struct DeviceGroupedGemmXdl
...
@@ -497,7 +498,7 @@ struct DeviceGroupedGemmXdl
const
ADataType
*
a_ptr_
;
const
ADataType
*
a_ptr_
;
const
BDataType
*
b_ptr_
;
const
BDataType
*
b_ptr_
;
C
DataType
*
c_ptr_
;
E
DataType
*
c_ptr_
;
ck
::
index_t
BlockStart_
,
BlockEnd_
;
ck
::
index_t
BlockStart_
,
BlockEnd_
;
};
};
...
@@ -576,7 +577,7 @@ struct DeviceGroupedGemmXdl
...
@@ -576,7 +577,7 @@ struct DeviceGroupedGemmXdl
block_2_ctile_map_
,
block_2_ctile_map_
,
static_cast
<
const
ADataType
*>
(
p_As
[
i
]),
static_cast
<
const
ADataType
*>
(
p_As
[
i
]),
static_cast
<
const
BDataType
*>
(
p_Bs
[
i
]),
static_cast
<
const
BDataType
*>
(
p_Bs
[
i
]),
static_cast
<
C
DataType
*>
(
p_Es
[
i
]),
static_cast
<
E
DataType
*>
(
p_Es
[
i
]),
BlockStart
,
BlockStart
,
BlockEnd
});
BlockEnd
});
}
}
...
...
library/src/tensor_operation_instance/gpu/grouped_gemm/device_grouped_gemm_xdl_f16_f16_f16_mk_nk_mn_instance.cpp
View file @
41711f4b
...
@@ -31,23 +31,24 @@ static constexpr auto GemmMNPadding = ck::tensor_operation::device::GemmSpeciali
...
@@ -31,23 +31,24 @@ static constexpr auto GemmMNPadding = ck::tensor_operation::device::GemmSpeciali
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
// Compilation parameters for a[m, k] * b[n, k] = c[m, n]
using
device_grouped_gemm_xdl_f16_f16_f16_mk_nk_mn_instances
=
std
::
tuple
<
using
device_grouped_gemm_xdl_f16_f16_f16_mk_nk_mn_instances
=
std
::
tuple
<
// clang-format off
// clang-format off
//##################| AData| BData| CData| AccData| ALayout| BLayout| CLayout| A| B| C| GEMM| Block| MPer| NPer| K0Per| K1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CThreadTransfer| CThreadTransfer|
//##################| ALayout| BLayout| CLayout| AData| BData| AccData| CShuffle| EData| A| B| CDE| GEMM| NumGemmK| 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|
//##################| Type| Type| Type| Type| | | | Elementwise| Elementwise| Elementwise|Spacialization| Size| Block| Block| Block| | XDL| XDL| Per| Per| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| AddExtraN| SrcDstVectorDim| DstScalar|
//##################| | | | Type| Type| Type| DataType| Type| Elementwise| Elementwise| Elementwise| Spacialization| Prefetch| 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_MWaveMPerXdl| ScalarPerVector|
//##################| | | | | | | | Operation| Operation| Operation| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | | PerVector|
//##################| | | | | | | | | Operation| Operation| Operation| | Stage| | | | | | | | | Wave| Wave| Lengths_K0_M_K1| ArrangeOrder| | | PerVector| PerVector_K1| | Lengths_K0_N_K1| ArrangeOrder| | | PerVector| PerVector_K1| | PerShuffle| PerShuffle| _NBlock_NWaveNPerXdl| _NWaveNPerXdl|
//##################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
//##################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
256
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceGroupedGemmXdl
<
Row
,
Col
,
Row
,
F16
,
F16
,
F32
,
F32
,
F16
,
PassThrough
,
PassThrough
,
AddAddFastGelu
,
GemmDefault
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
256
,
128
,
256
,
4
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceGroupedGemmXdl
<
Row
,
Col
,
Row
,
F16
,
F16
,
F32
,
F32
,
F16
,
PassThrough
,
PassThrough
,
AddAddFastGelu
,
GemmDefault
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedGemmXdl
<
F16
,
F16
,
F16
,
F32
,
Row
,
Col
,
Row
,
PassThrough
,
PassThrough
,
PassThrough
,
GemmDefault
,
128
,
128
,
128
,
4
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
true
,
7
,
1
>
,
DeviceGroupedGemmXdl
<
Row
,
Col
,
Row
,
F16
,
F16
,
F32
,
F32
,
F16
,
PassThrough
,
PassThrough
,
AddAddFastGelu
,
GemmDefault
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedGemmXdl
<
F16
,
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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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,
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// clang-format on
// clang-format on
>
;
>
;
...
...
profiler/include/profile_grouped_gemm_impl.hpp
View file @
41711f4b
...
@@ -145,9 +145,9 @@ void profile_grouped_gemm_impl(int do_verification,
...
@@ -145,9 +145,9 @@ void profile_grouped_gemm_impl(int do_verification,
p_b
.
reserve
(
group_count
);
p_b
.
reserve
(
group_count
);
p_c
.
reserve
(
group_count
);
p_c
.
reserve
(
group_count
);
std
::
vector
<
ck
::
tensor_operation
::
device
::
Gemm
Shape
>
gemm_
shape
s
;
std
::
vector
<
ck
::
tensor_operation
::
device
::
Gemm
Desc
>
gemm_
desc
s
;
gemm_
shape
s
.
reserve
(
group_count
);
gemm_
desc
s
.
reserve
(
group_count
);
for
(
std
::
size_t
i
=
0
;
i
<
group_count
;
i
++
)
for
(
std
::
size_t
i
=
0
;
i
<
group_count
;
i
++
)
{
{
...
@@ -163,7 +163,7 @@ void profile_grouped_gemm_impl(int do_verification,
...
@@ -163,7 +163,7 @@ void profile_grouped_gemm_impl(int do_verification,
b_device_buf
[
i
]
->
ToDevice
(
b_k_n
[
i
].
mData
.
data
());
b_device_buf
[
i
]
->
ToDevice
(
b_k_n
[
i
].
mData
.
data
());
c_device_buf
[
i
]
->
ToDevice
(
c_m_n_device_results
[
i
].
mData
.
data
());
c_device_buf
[
i
]
->
ToDevice
(
c_m_n_device_results
[
i
].
mData
.
data
());
gemm_
shape
s
.
push_back
({
Ms
[
i
],
Ns
[
i
],
Ks
[
i
],
StrideAs
[
i
],
StrideBs
[
i
],
StrideCs
[
i
]});
gemm_
desc
s
.
push_back
({
Ms
[
i
],
Ns
[
i
],
Ks
[
i
],
StrideAs
[
i
],
StrideBs
[
i
],
StrideCs
[
i
]});
p_a
.
push_back
(
a_device_buf
[
i
]
->
GetDeviceBuffer
());
p_a
.
push_back
(
a_device_buf
[
i
]
->
GetDeviceBuffer
());
p_b
.
push_back
(
b_device_buf
[
i
]
->
GetDeviceBuffer
());
p_b
.
push_back
(
b_device_buf
[
i
]
->
GetDeviceBuffer
());
...
@@ -225,11 +225,15 @@ void profile_grouped_gemm_impl(int do_verification,
...
@@ -225,11 +225,15 @@ void profile_grouped_gemm_impl(int do_verification,
gemm_ptr
->
MakeArgumentPointer
(
p_a
,
gemm_ptr
->
MakeArgumentPointer
(
p_a
,
p_b
,
p_b
,
p_c
,
p_c
,
gemm_
shape
s
,
gemm_
desc
s
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
{},
ck
::
tensor_operation
::
element_wise
::
PassThrough
{},
ck
::
tensor_operation
::
element_wise
::
PassThrough
{},
ck
::
tensor_operation
::
element_wise
::
PassThrough
{},
ck
::
tensor_operation
::
element_wise
::
PassThrough
{});
ck
::
tensor_operation
::
element_wise
::
PassThrough
{});
DeviceMem
gemm_desc_workspace
(
gemm_ptr
->
GetWorkSpaceSize
(
argument_ptr
.
get
()));
gemm_ptr
->
SetWorkSpacePointer
(
argument_ptr
.
get
(),
gemm_desc_workspace
.
GetDeviceBuffer
());
auto
invoker_ptr
=
gemm_ptr
->
MakeInvokerPointer
();
auto
invoker_ptr
=
gemm_ptr
->
MakeInvokerPointer
();
if
(
gemm_ptr
->
IsSupportedArgument
(
argument_ptr
.
get
()))
if
(
gemm_ptr
->
IsSupportedArgument
(
argument_ptr
.
get
()))
...
@@ -240,7 +244,7 @@ void profile_grouped_gemm_impl(int do_verification,
...
@@ -240,7 +244,7 @@ void profile_grouped_gemm_impl(int do_verification,
invoker_ptr
->
Run
(
argument_ptr
.
get
(),
StreamConfig
{
nullptr
,
time_kernel
});
invoker_ptr
->
Run
(
argument_ptr
.
get
(),
StreamConfig
{
nullptr
,
time_kernel
});
std
::
size_t
flop
=
0
,
num_btype
=
0
;
std
::
size_t
flop
=
0
,
num_btype
=
0
;
for
(
std
::
size_t
i
=
0
;
i
<
gemm_
shape
s
.
size
();
i
++
)
for
(
std
::
size_t
i
=
0
;
i
<
gemm_
desc
s
.
size
();
i
++
)
{
{
flop
+=
std
::
size_t
(
2
)
*
Ms
[
i
]
*
Ns
[
i
]
*
Ks
[
i
];
flop
+=
std
::
size_t
(
2
)
*
Ms
[
i
]
*
Ns
[
i
]
*
Ks
[
i
];
...
@@ -264,7 +268,7 @@ void profile_grouped_gemm_impl(int do_verification,
...
@@ -264,7 +268,7 @@ void profile_grouped_gemm_impl(int do_verification,
if
(
do_verification
)
if
(
do_verification
)
{
{
for
(
std
::
size_t
i
=
0
;
i
<
gemm_
shape
s
.
size
();
i
++
)
for
(
std
::
size_t
i
=
0
;
i
<
gemm_
desc
s
.
size
();
i
++
)
{
{
c_device_buf
[
i
]
->
FromDevice
(
c_m_n_device_results
[
i
].
mData
.
data
());
c_device_buf
[
i
]
->
FromDevice
(
c_m_n_device_results
[
i
].
mData
.
data
());
...
...
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