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gaoqiong
composable_kernel
Commits
14822d71
Commit
14822d71
authored
Aug 31, 2023
by
Jing Zhang
Browse files
merge
parents
5b02dfaf
80560ef2
Changes
190
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Showing
20 changed files
with
390 additions
and
136 deletions
+390
-136
library/include/ck/library/tensor_operation_instance/gpu/contraction_bilinear.hpp
...ry/tensor_operation_instance/gpu/contraction_bilinear.hpp
+4
-4
library/include/ck/library/tensor_operation_instance/gpu/contraction_scale.hpp
...brary/tensor_operation_instance/gpu/contraction_scale.hpp
+4
-4
library/include/ck/library/tensor_operation_instance/gpu/convolution_backward_data.hpp
...nsor_operation_instance/gpu/convolution_backward_data.hpp
+24
-24
library/include/ck/library/tensor_operation_instance/gpu/convolution_forward.hpp
...ary/tensor_operation_instance/gpu/convolution_forward.hpp
+7
-7
library/include/ck/library/tensor_operation_instance/gpu/elementwise_normalization.hpp
...nsor_operation_instance/gpu/elementwise_normalization.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/gemm.hpp
...include/ck/library/tensor_operation_instance/gpu/gemm.hpp
+11
-11
library/include/ck/library/tensor_operation_instance/gpu/gemm_add_relu_add_layernorm.hpp
...or_operation_instance/gpu/gemm_add_relu_add_layernorm.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/gemm_bilinear.hpp
...k/library/tensor_operation_instance/gpu/gemm_bilinear.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/gemm_fastgelu.hpp
...k/library/tensor_operation_instance/gpu/gemm_fastgelu.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/gemm_multiply_add.hpp
...brary/tensor_operation_instance/gpu/gemm_multiply_add.hpp
+161
-0
library/include/ck/library/tensor_operation_instance/gpu/gemm_splitk.hpp
.../ck/library/tensor_operation_instance/gpu/gemm_splitk.hpp
+88
-0
library/include/ck/library/tensor_operation_instance/gpu/gemm_streamk.hpp
...ck/library/tensor_operation_instance/gpu/gemm_streamk.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/device_grouped_conv_bwd_data_xdl_instance.hpp
...nv_bwd_data/device_grouped_conv_bwd_data_xdl_instance.hpp
+68
-63
library/include/ck/library/tensor_operation_instance/gpu/grouped_gemm.hpp
...ck/library/tensor_operation_instance/gpu/grouped_gemm.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/grouped_gemm_bias.hpp
...brary/tensor_operation_instance/gpu/grouped_gemm_bias.hpp
+6
-6
library/include/ck/library/tensor_operation_instance/gpu/normalization.hpp
...k/library/tensor_operation_instance/gpu/normalization.hpp
+4
-4
library/include/ck/library/tensor_operation_instance/gpu/pool3d_fwd.hpp
...e/ck/library/tensor_operation_instance/gpu/pool3d_fwd.hpp
+4
-4
library/include/ck/library/tensor_operation_instance/gpu/quantization/gemm_quantization.hpp
...operation_instance/gpu/quantization/gemm_quantization.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/quantization/grouped_convolution_bias_forward_perchannel_quantization.hpp
...uped_convolution_bias_forward_perchannel_quantization.hpp
+1
-1
library/include/ck/library/tensor_operation_instance/gpu/quantization/grouped_convolution_bias_forward_perlayer_quantization.hpp
...rouped_convolution_bias_forward_perlayer_quantization.hpp
+1
-1
No files found.
library/include/ck/library/tensor_operation_instance/gpu/contraction_bilinear.hpp
View file @
14822d71
...
...
@@ -16,7 +16,7 @@ namespace ck {
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
// float
void
add_device_contraction_bilinear_m2_n2_k2_xdl_c_shuffle_f32_f32_f32_f32_kknn_instance
(
std
::
vector
<
std
::
unique_ptr
<
DeviceContractionMultipleD
<
2
,
...
...
@@ -66,7 +66,7 @@ void add_device_contraction_bilinear_m2_n2_k2_xdl_c_shuffle_f32_f32_f32_f32_mnnn
PassThrough
,
Bilinear
>>>&
instances
);
#endif
#ifdef
__fp64__
#ifdef
CK_ENABLE_FP64
// double
void
add_device_contraction_bilinear_m2_n2_k2_xdl_c_shuffle_f64_f64_f64_f64_kknn_instance
(
std
::
vector
<
std
::
unique_ptr
<
DeviceContractionMultipleD
<
2
,
...
...
@@ -150,7 +150,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceContra
static
auto
GetInstances
()
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
if
constexpr
(
is_same_v
<
ADataType
,
float
>
&&
is_same_v
<
BDataType
,
float
>
&&
is_same_v
<
DDataType
,
float
>
&&
is_same_v
<
EDataType
,
float
>
)
{
...
...
@@ -167,7 +167,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceContra
}
}
#endif
#ifdef
__fp64__
#ifdef
CK_ENABLE_FP64
if
constexpr
(
is_same_v
<
ADataType
,
double
>
&&
is_same_v
<
BDataType
,
double
>
&&
is_same_v
<
DDataType
,
double
>
&&
is_same_v
<
EDataType
,
double
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/contraction_scale.hpp
View file @
14822d71
...
...
@@ -16,7 +16,7 @@ namespace ck {
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
// float
void
add_device_contraction_scale_m2_n2_k2_xdl_c_shuffle_f32_f32_f32_kkn_instance
(
std
::
vector
<
std
::
unique_ptr
<
DeviceContractionMultipleD
<
2
,
...
...
@@ -66,7 +66,7 @@ void add_device_contraction_scale_m2_n2_k2_xdl_c_shuffle_f32_f32_f32_mnn_instanc
PassThrough
,
Scale
>>>&
instances
);
#endif
#ifdef
__fp64__
#ifdef
CK_ENABLE_FP64
// double
void
add_device_contraction_scale_m2_n2_k2_xdl_c_shuffle_f64_f64_f64_kkn_instance
(
std
::
vector
<
std
::
unique_ptr
<
DeviceContractionMultipleD
<
2
,
...
...
@@ -149,7 +149,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceContra
static
auto
GetInstances
()
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
if
constexpr
(
is_same_v
<
ADataType
,
float
>
&&
is_same_v
<
BDataType
,
float
>
&&
is_same_v
<
EDataType
,
float
>
)
{
...
...
@@ -166,7 +166,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceContra
}
}
#endif
#ifdef
__fp64__
#ifdef
CK_ENABLE_FP64
if
constexpr
(
is_same_v
<
ADataType
,
double
>
&&
is_same_v
<
BDataType
,
double
>
&&
is_same_v
<
EDataType
,
double
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/convolution_backward_data.hpp
View file @
14822d71
...
...
@@ -16,7 +16,7 @@ namespace ck {
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
// conv1d backward data
void
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
1
,
...
...
@@ -30,19 +30,19 @@ void add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
1
,
NWC
,
KXC
,
NWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
1
,
NWC
,
KXC
,
NWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
1
,
NWC
,
...
...
@@ -55,7 +55,7 @@ void add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_int8_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
// conv2d backward data
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
...
...
@@ -69,7 +69,7 @@ void add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
NHWC
,
...
...
@@ -82,7 +82,7 @@ void add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
NHWC
,
...
...
@@ -95,7 +95,7 @@ void add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
NHWC
,
...
...
@@ -109,7 +109,7 @@ void add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_int8_instances(
PassThrough
>>>&
instances
);
#endif
#ifdef DL_KERNELS
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
// conv2d dl
void
add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
...
...
@@ -123,7 +123,7 @@ void add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
NHWC
,
...
...
@@ -136,7 +136,7 @@ void add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
2
,
NHWC
,
...
...
@@ -150,7 +150,7 @@ void add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_int8_instances(
PassThrough
>>>&
instances
);
#endif
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
// conv3d backward data
void
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
3
,
...
...
@@ -164,7 +164,7 @@ void add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
3
,
NDHWC
,
...
...
@@ -177,7 +177,7 @@ void add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
3
,
NDHWC
,
...
...
@@ -190,7 +190,7 @@ void add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f32_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvBwdData
<
3
,
NDHWC
,
...
...
@@ -245,21 +245,21 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceConvBw
{
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_f32_instances
(
op_ptrs
);
}
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_f16_instances
(
op_ptrs
);
}
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
{
add_device_conv1d_bwd_data_xdl_nwc_kxc_nwk_bf16_instances
(
op_ptrs
);
}
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
...
...
@@ -278,7 +278,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceConvBw
add_device_conv2d_bwd_data_dl_nhwc_kyxc_nhwk_f32_instances
(
op_ptrs
);
#endif
}
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
...
...
@@ -288,14 +288,14 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceConvBw
#endif
}
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
{
add_device_conv2d_bwd_data_xdl_nhwc_kyxc_nhwk_bf16_instances
(
op_ptrs
);
}
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
...
...
@@ -314,21 +314,21 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceConvBw
{
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f32_instances
(
op_ptrs
);
}
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_f16_instances
(
op_ptrs
);
}
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
{
add_device_conv3d_bwd_data_xdl_ndhwc_kzyxc_ndhwk_bf16_instances
(
op_ptrs
);
}
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/convolution_forward.hpp
View file @
14822d71
...
...
@@ -18,7 +18,7 @@ namespace device {
namespace
instance
{
// conv2d forward
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_conv2d_fwd_xdl_c_shuffle_nhwc_kyxc_nhwk_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
2
,
NHWC
,
KYXC
,
NHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -28,7 +28,7 @@ void add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_f16_instances(
DeviceConvFwd
<
2
,
NHWC
,
KYXC
,
NHWK
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
void
add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_bf16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
2
,
NHWC
,
...
...
@@ -41,13 +41,13 @@ void add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_bf16_instances(
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
2
,
NHWC
,
KYXC
,
NHWK
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_int8_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceConvFwd
<
2
,
NHWC
,
...
...
@@ -103,7 +103,7 @@ struct DeviceOperationInstanceFactory<
{
add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_f32_instances
(
op_ptrs
);
}
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
else
if
constexpr
(
is_same_v
<
InDataType
,
half_t
>
&&
is_same_v
<
WeiDataType
,
half_t
>
&&
is_same_v
<
OutDataType
,
half_t
>
)
{
...
...
@@ -111,7 +111,7 @@ struct DeviceOperationInstanceFactory<
add_device_conv2d_fwd_xdl_c_shuffle_nhwc_kyxc_nhwk_f16_instances
(
op_ptrs
);
}
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
else
if
constexpr
(
is_same_v
<
InDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
WeiDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
OutDataType
,
ck
::
bhalf_t
>
)
...
...
@@ -119,7 +119,7 @@ struct DeviceOperationInstanceFactory<
add_device_conv2d_fwd_xdl_nhwc_kyxc_nhwk_bf16_instances
(
op_ptrs
);
}
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
else
if
constexpr
(
is_same_v
<
InDataType
,
int8_t
>
&&
is_same_v
<
WeiDataType
,
int8_t
>
&&
is_same_v
<
OutDataType
,
int8_t
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/elementwise_normalization.hpp
View file @
14822d71
...
...
@@ -11,7 +11,7 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm.hpp
View file @
14822d71
...
...
@@ -17,7 +17,7 @@ namespace tensor_operation {
namespace
device
{
namespace
instance
{
#if defined(
__fp16__
) && defined(DL_KERNELS)
#if defined(
CK_ENABLE_FP16
) && defined(DL_KERNELS)
void
add_device_gemm_dl_f16_f16_f16_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -78,7 +78,7 @@ void add_device_gemm_dl_f16_f16_f16_mk_nk_mn_irregular_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#if defined(
__fp32__
) && defined(DL_KERNELS)
#if defined(
CK_ENABLE_FP32
) && defined(DL_KERNELS)
void
add_device_gemm_dl_f32_f32_f32_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -99,7 +99,7 @@ void add_device_gemm_dl_f32_f32_f32_mk_nk_mn_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#if defined(
__int8__
) && defined(DL_KERNELS)
#if defined(
CK_ENABLE_INT8
) && defined(DL_KERNELS)
void
add_device_gemm_dl_i8_i8_i8_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -140,7 +140,7 @@ void add_device_gemm_dl_i8_i8_i8_mk_nk_mn_irregular_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
void
add_device_gemm_xdl_c_shuffle_i8_i8_i8_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -161,7 +161,7 @@ void add_device_gemm_xdl_c_shuffle_i8_i8_i8_mk_nk_mn_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
int8_t
,
int8_t
,
int8_t
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_gemm_xdl_c_shuffle_2_stage_f16_f16_f16_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Row
,
Col
,
Row
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -208,7 +208,7 @@ void add_device_gemm_xdl_f16_f16_f16_mk_nk_mn_instances(
instances
);
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
void
add_device_gemm_xdl_c_shuffle_bf16_bf16_bf16_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -229,7 +229,7 @@ void add_device_gemm_xdl_c_shuffle_bf16_bf16_bf16_mk_nk_mn_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
BF16
,
BF16
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
void
add_device_gemm_xdl_c_shuffle_f32_f32_f32_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemm
<
Col
,
Row
,
Row
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
@@ -270,7 +270,7 @@ void add_device_gemm_xdl_f32_f32_f32_mk_nk_mn_instances(
DeviceGemm
<
Row
,
Col
,
Row
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
#endif
#ifdef
__fp64__
#ifdef
CK_ENABLE_FP64
void
add_device_gemm_xdl_f64_f64_f64_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
...
...
@@ -363,7 +363,7 @@ struct DeviceOperationInstanceFactory<
add_device_gemm_xdl_c_shuffle_f32_f32_f32_km_nk_mn_instances
(
op_ptrs
);
}
}
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
else
if
constexpr
(
is_same_v
<
ADataType
,
half_t
>
&&
is_same_v
<
BDataType
,
half_t
>
&&
is_same_v
<
CDataType
,
half_t
>
)
{
...
...
@@ -414,7 +414,7 @@ struct DeviceOperationInstanceFactory<
}
}
#endif
#ifdef
__bf16__
#ifdef
CK_ENABLE_BF16
else
if
constexpr
(
is_same_v
<
ADataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
BDataType
,
ck
::
bhalf_t
>
&&
is_same_v
<
CDataType
,
ck
::
bhalf_t
>
)
{
...
...
@@ -440,7 +440,7 @@ struct DeviceOperationInstanceFactory<
}
}
#endif
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
else
if
constexpr
(
is_same_v
<
ADataType
,
int8_t
>
&&
is_same_v
<
BDataType
,
int8_t
>
&&
is_same_v
<
CDataType
,
int8_t
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm_add_relu_add_layernorm.hpp
View file @
14822d71
...
...
@@ -9,7 +9,7 @@
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_multiple_d_layernorm.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm_bilinear.hpp
View file @
14822d71
...
...
@@ -11,7 +11,7 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm_fastgelu.hpp
View file @
14822d71
...
...
@@ -10,7 +10,7 @@
#include "ck/ck.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_multiple_d.hpp"
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm_multiply_add.hpp
0 → 100644
View file @
14822d71
// SPDX-License-Identifier: MIT
// Copyright (c) 2018-2023, Advanced Micro Devices, Inc. All rights reserved.
#pragma once
#include <cstdlib>
#include <vector>
#include <memory>
#include "ck/ck.hpp"
#include "ck/tensor_operation/gpu/device/tensor_layout.hpp"
#include "ck/tensor_operation/gpu/device/device_gemm_multiple_d.hpp"
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
void
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f16_f16_f16_f16_mk_kn_mn_mn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmMultipleD
<
Row
,
Row
,
Row_Row_Tuple
,
Row
,
F16
,
F16
,
F16_F16_Tuple
,
F16
,
PassThrough
,
PassThrough
,
MultiplyAdd
>>>&
);
void
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f16_f16_f16_f16_mk_nk_mn_mn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmMultipleD
<
Row
,
Col
,
Row_Row_Tuple
,
Row
,
F16
,
F16
,
F16_F16_Tuple
,
F16
,
PassThrough
,
PassThrough
,
MultiplyAdd
>>>&
);
void
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f8_f32_f32_f16_mk_kn_mn_mn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmMultipleD
<
Row
,
Row
,
Row_Row_Tuple
,
Row
,
F16
,
F8
,
F32_F32_Tuple
,
F16
,
PassThrough
,
PassThrough
,
MultiplyAdd
>>>&
);
void
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f8_f32_f32_f16_mk_nk_mn_mn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmMultipleD
<
Row
,
Col
,
Row_Row_Tuple
,
Row
,
F16
,
F8
,
F32_F32_Tuple
,
F16
,
PassThrough
,
PassThrough
,
MultiplyAdd
>>>&
);
// GEMM + Multiply + Add
template
<
typename
ALayout
,
typename
BLayout
,
typename
D0Layout
,
typename
D1Layout
,
typename
ELayout
,
typename
ADataType
,
typename
BDataType
,
typename
D0DataType
,
typename
D1DataType
,
typename
EDataType
>
struct
DeviceOperationInstanceFactory
<
ck
::
tensor_operation
::
device
::
DeviceGemmMultipleD
<
ALayout
,
BLayout
,
ck
::
Tuple
<
D0Layout
,
D1Layout
>
,
ELayout
,
ADataType
,
BDataType
,
ck
::
Tuple
<
D0DataType
,
D1DataType
>
,
EDataType
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
MultiplyAdd
>>
{
using
DeviceOp
=
DeviceGemmMultipleD
<
ALayout
,
BLayout
,
ck
::
Tuple
<
D0Layout
,
D1Layout
>
,
ELayout
,
ADataType
,
BDataType
,
ck
::
Tuple
<
D0DataType
,
D1DataType
>
,
EDataType
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
PassThrough
,
ck
::
tensor_operation
::
element_wise
::
MultiplyAdd
>
;
static
auto
GetInstances
()
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
if
constexpr
(
is_same_v
<
ADataType
,
half_t
>
&&
is_same_v
<
BDataType
,
half_t
>
&&
is_same_v
<
D0DataType
,
half_t
>
&&
is_same_v
<
D1DataType
,
half_t
>
&&
is_same_v
<
EDataType
,
half_t
>
)
{
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
D0Layout
,
Row
>
&&
is_same_v
<
D1Layout
,
Row
>
&&
is_same_v
<
ELayout
,
Row
>
)
{
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f16_f16_f16_f16_mk_kn_mn_mn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
D0Layout
,
Row
>
&&
is_same_v
<
D1Layout
,
Row
>
&&
is_same_v
<
ELayout
,
Row
>
)
{
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f16_f16_f16_f16_mk_nk_mn_mn_mn_instances
(
op_ptrs
);
}
}
if
constexpr
(
is_same_v
<
ADataType
,
half_t
>
&&
is_same_v
<
BDataType
,
f8_t
>
&&
is_same_v
<
D0DataType
,
float
>
&&
is_same_v
<
D1DataType
,
float
>
&&
is_same_v
<
EDataType
,
half_t
>
)
{
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
D0Layout
,
Row
>
&&
is_same_v
<
D1Layout
,
Row
>
&&
is_same_v
<
ELayout
,
Row
>
)
{
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f8_f32_f32_f16_mk_kn_mn_mn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
D0Layout
,
Row
>
&&
is_same_v
<
D1Layout
,
Row
>
&&
is_same_v
<
ELayout
,
Row
>
)
{
add_device_gemm_multiply_add_xdl_c_shuffle_f16_f8_f32_f32_f16_mk_nk_mn_mn_mn_instances
(
op_ptrs
);
}
}
return
op_ptrs
;
}
};
}
// namespace instance
}
// namespace device
}
// namespace tensor_operation
}
// namespace ck
library/include/ck/library/tensor_operation_instance/gpu/gemm_splitk.hpp
View file @
14822d71
...
...
@@ -57,6 +57,46 @@ void add_device_gemm_xdl_splitk_f32_f32_f32_mk_nk_mn_instances(
DeviceGemmSplitK
<
Row
,
Col
,
Row
,
F32
,
F32
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f8_f16_f16_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Col
,
Row
,
Row
,
F8
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f8_f16_f16_km_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Col
,
Col
,
Row
,
F8
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f8_f16_f16_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Row
,
Row
,
Row
,
F8
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f8_f16_f16_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Row
,
Col
,
Row
,
F8
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f16_f8_f16_km_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Col
,
Row
,
Row
,
F16
,
F8
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f16_f8_f16_km_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Col
,
Col
,
Row
,
F16
,
F8
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f16_f8_f16_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Row
,
Row
,
Row
,
F16
,
F8
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
void
add_device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmSplitK
<
Row
,
Col
,
Row
,
F16
,
F8
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
instances
);
template
<
typename
ADataType
,
typename
BDataType
,
typename
CDataType
,
...
...
@@ -136,6 +176,54 @@ struct DeviceOperationInstanceFactory<
add_device_gemm_xdl_splitk_f16_f16_f16_km_nk_mn_instances
(
op_ptrs
);
}
}
else
if
constexpr
(
is_same_v
<
ADataType
,
f8_t
>
&&
is_same_v
<
BDataType
,
half_t
>
&&
is_same_v
<
CDataType
,
half_t
>
)
{
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f8_f16_f16_mk_kn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f8_f16_f16_mk_nk_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Col
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f8_f16_f16_km_kn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Col
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f8_f16_f16_km_nk_mn_instances
(
op_ptrs
);
}
}
else
if
constexpr
(
is_same_v
<
ADataType
,
half_t
>
&&
is_same_v
<
BDataType
,
f8_t
>
&&
is_same_v
<
CDataType
,
half_t
>
)
{
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f16_f8_f16_mk_kn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Row
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f16_f8_f16_mk_nk_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Col
>
&&
is_same_v
<
BLayout
,
Row
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f16_f8_f16_km_kn_mn_instances
(
op_ptrs
);
}
else
if
constexpr
(
is_same_v
<
ALayout
,
Col
>
&&
is_same_v
<
BLayout
,
Col
>
&&
is_same_v
<
CLayout
,
Row
>
)
{
add_device_gemm_xdl_splitk_f16_f8_f16_km_nk_mn_instances
(
op_ptrs
);
}
}
return
op_ptrs
;
}
...
...
library/include/ck/library/tensor_operation_instance/gpu/gemm_streamk.hpp
View file @
14822d71
...
...
@@ -16,7 +16,7 @@ namespace ck {
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
void
add_device_gemm_xdl_streamk_f16_f16_f16_mk_kn_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGemmStreamK
<
Row
,
Row
,
Row
,
F16
,
F16
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
>>>&
...
...
library/include/ck/library/tensor_operation_instance/gpu/grouped_conv_bwd_data/device_grouped_conv_bwd_data_xdl_instance.hpp
View file @
14822d71
...
...
@@ -47,24 +47,26 @@ using device_grouped_conv_bwd_data_xdl_f16_instances =
// ##############################################| Spatial| | | | | Type| Type| Type| DataType| Type| Type| Operation| Operation| Operation| DataSpecialization| GemmM| GemmN| PrefetchStage| Size| Block| Block| Block| | | XDL| XDL| PerWave| PerWave| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraN| PerWave| PerWave| _MBlock_MPerBlock| ScalarPerVector|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | Lengths_AK0_M_AK1| ArrangeOrder| | | PerVector| PerVector_AK1| | Lengths_BK0_N_BK1| ArrangeOrder| | | PerVector| PerVector_BK1| | PerShuffle| PerShuffle| _NBlock_NPerBlock| _NPerBlock|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
#ifndef CK_WORKAROUND_GITHUB_ISSUE_824
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
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
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
GNHWK
,
GKYXC
,
Empty_Tuple
,
GNHWC
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvBwdDataDefault
,
true
,
true
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// TODO: After enable, add instance for small conv.K and conv.C
#endif
// generic instance
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
1
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
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1
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,
S
<
1
,
0
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<
0
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2
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,
8
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,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F16
,
F16
,
F32
,
F16
,
Empty_Tuple
,
F16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
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16
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,
S
<
1
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0
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0
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2
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8
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8
,
1
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1
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,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
...
...
@@ -75,31 +77,32 @@ template <index_t NDimSpatial,
typename
DsLayout
,
typename
ELayout
,
ConvolutionBackwardDataSpecialization
ConvSpec
>
using
device_grouped_conv_bwd_data_xdl_bf16_instances
=
std
::
tuple
<
using
device_grouped_conv_bwd_data_xdl_bf16_instances
=
std
::
tuple
<
// clang-format off
// ##############################################| NDim| ALayout| BLayout| DsLayout| ELayout| AData| BData| AccData| CShuffle| DsData| EData| AElementwise| BElementwise| CDEElementwise| ConvolutionBackward| DoPad| DoPad| NumGemmK| Block| MPer| NPer| KPer| AK1| BK1| MPer| NPer| MXdl| NXdl| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockTransfer| ABlockLds| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockTransfer| BBlockLds| CShuffleMXdl| CShuffleNXdl| CDEBlockTransfer| CDEBlockTransfer|
// ##############################################| Spatial| | | | | Type| Type| Type| DataType| Type| Type| Operation| Operation| Operation| DataSpecialization| GemmM| GemmN| PrefetchStage| Size| Block| Block| Block| | | XDL| XDL| PerWave| PerWave| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraN| PerWave| PerWave| _MBlock_MPerBlock| ScalarPerVector|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | Lengths_AK0_M_AK1| ArrangeOrder| | | PerVector| PerVector_AK1| | Lengths_BK0_N_BK1| ArrangeOrder| | | PerVector| PerVector_BK1| | PerShuffle| PerShuffle| _NBlock_NPerBlock| _NPerBlock|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
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1
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,
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<
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,
0
,
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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
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8
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8
,
1
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S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
#ifndef CK_WORKAROUND_GITHUB_ISSUE_824
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
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1
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,
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0
,
2
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,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
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S
<
4
,
64
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1
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,
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8
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8
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1
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4
,
64
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1
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,
S
<
1
,
0
,
2
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,
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<
1
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,
2
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,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
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,
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<
1
,
0
,
2
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,
2
,
8
,
8
,
1
,
S
<
4
,
32
,
1
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,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
2
,
8
,
8
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
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,
S
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1
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0
,
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,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
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,
S
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1
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,
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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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,
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1
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,
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,
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,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
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,
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<
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,
S
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,
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,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
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,
2
,
8
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8
,
1
,
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<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
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
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,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
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S
<
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1
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,
1
,
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,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
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2
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1
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S
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1
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,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
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<
1
,
16
,
1
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8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
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16
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1
,
16
,
1
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4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
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,
S
<
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0
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S
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1
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0
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,
8
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,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// TODO: After enable, add instance for small conv.K and conv.C
#endif
// generic instance
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
1
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
1
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
1
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
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
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
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
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
4
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
BF16
,
BF16
,
F32
,
BF16
,
Empty_Tuple
,
BF16
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
8
,
8
,
1
,
S
<
4
,
8
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
// clang-format on
>
;
...
...
@@ -117,24 +120,26 @@ using device_grouped_conv_bwd_data_xdl_f32_instances =
// ##############################################| Spatial| | | | | Type| Type| Type| DataType| Type| Type| Operation| Operation| Operation| DataSpecialization| GemmM| GemmN| PrefetchStage| Size| Block| Block| Block| | | XDL| XDL| PerWave| PerWave| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraM| ThreadCluster| ThreadCluster| SrcAccessOrder| SrcVectorDim| SrcScalar| DstScalar| ExtraN| PerWave| PerWave| _MBlock_MPerBlock| ScalarPerVector|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | Lengths_AK0_M_AK1| ArrangeOrder| | | PerVector| PerVector_AK1| | Lengths_BK0_N_BK1| ArrangeOrder| | | PerVector| PerVector_BK1| | PerShuffle| PerShuffle| _NBlock_NPerBlock| _NPerBlock|
// ##############################################| | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | | |
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
64
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
#ifndef CK_WORKAROUND_GITHUB_ISSUE_824
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
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S
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4
,
64
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1
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S
<
1
,
0
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2
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1
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0
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2
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2
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4
,
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64
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1
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,
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<
1
,
0
,
2
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1
,
0
,
2
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
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64
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,
4
,
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,
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64
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1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
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1
>
,
S
<
1
,
0
,
2
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1
,
0
,
2
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,
2
,
4
,
4
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1
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32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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64
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1
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1
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0
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1
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,
1
,
4
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4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
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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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2
,
4
,
4
,
1
,
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<
4
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1
>
,
S
<
1
,
0
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2
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S
<
1
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
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32
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1
,
1
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1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
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1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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2
,
4
,
4
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1
,
S
<
4
,
16
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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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,
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,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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1
>
,
S
<
1
,
0
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S
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1
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0
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2
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,
4
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4
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1
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S
<
4
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64
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1
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,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
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S
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4
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,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
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8
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32
,
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,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
32
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
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,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
32
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
16
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1
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S
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1
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0
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4
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4
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1
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4
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16
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1
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S
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1
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0
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1
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0
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1
,
1
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1
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S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
32
,
64
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
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1
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0
,
2
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,
2
,
8
,
8
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1
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
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,
S
<
1
,
0
,
2
>
,
1
,
8
,
8
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
8
>
,
// TODO: After enable, add instance for small conv.K and conv.C
#endif
// generic instance
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
64
,
64
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
16
,
1
>
,
S
<
1
,
0
,
2
>
,
S
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1
,
0
,
2
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,
2
,
1
,
4
,
1
,
S
<
4
,
16
,
1
>
,
S
<
0
,
2
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1
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S
<
0
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2
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1
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,
1
,
1
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
4
>
,
1
>
,
// instances for small conv.K and conv.C
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
,
S
<
4
,
64
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1
>
,
S
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1
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0
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1
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0
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2
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1
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4
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4
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32
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1
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0
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2
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1
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S
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0
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2
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1
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
,
8
,
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32
,
32
,
2
,
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4
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1
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0
,
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1
,
1
,
1
,
S
<
1
,
32
,
1
,
4
>
,
1
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
2
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
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,
S
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1
,
0
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<
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,
64
,
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>
,
S
<
0
,
2
,
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,
S
<
0
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2
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,
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,
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,
2
,
0
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
256
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
64
,
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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,
2
,
4
,
4
,
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,
S
<
4
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32
,
1
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,
S
<
0
,
2
,
1
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,
S
<
0
,
2
,
1
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,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
256
,
32
,
8
,
8
,
32
,
32
,
2
,
4
,
S
<
4
,
64
,
1
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,
S
<
1
,
0
,
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<
1
,
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,
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2
,
4
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,
1
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<
4
,
64
,
1
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,
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<
0
,
2
,
1
>
,
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<
0
,
2
,
1
>
,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
4
,
2
,
S
<
4
,
32
,
1
>
,
S
<
1
,
0
,
2
>
,
S
<
1
,
0
,
2
>
,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
>
,
S
<
0
,
2
,
1
>
,
S
<
0
,
2
,
1
>
,
1
,
4
,
4
,
1
,
1
,
1
,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
128
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
64
,
1
>
,
S
<
1
,
0
,
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>
,
S
<
1
,
0
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,
2
,
4
,
4
,
1
,
S
<
4
,
32
,
1
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,
S
<
0
,
2
,
1
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<
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2
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1
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4
,
1
,
1
,
1
,
S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
2
,
S
<
4
,
32
,
1
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S
<
1
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0
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<
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2
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<
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,
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0
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,
1
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1
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S
<
1
,
32
,
1
,
4
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,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
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,
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1
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,
S
<
1
,
16
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
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32
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16
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,
1
,
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,
S
<
1
,
16
,
1
,
4
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
128
,
64
,
32
,
8
,
8
,
32
,
32
,
2
,
1
,
S
<
4
,
64
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S
<
1
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0
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0
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1
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1
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S
<
1
,
32
,
1
,
8
>
,
4
>
,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
256
,
64
,
128
,
32
,
8
,
8
,
32
,
32
,
1
,
2
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S
<
4
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64
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1
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<
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1
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,
DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
F32
,
PassThrough
,
PassThrough
,
PassThrough
,
ConvSpec
,
true
,
true
,
1
,
128
,
128
,
32
,
32
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8
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8
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32
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32
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DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
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ALayout
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BLayout
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,
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F32
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Empty_Tuple
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PassThrough
,
PassThrough
,
PassThrough
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DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
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BLayout
,
DsLayout
,
ELayout
,
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,
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DeviceGroupedConvBwdDataMultipleD_Xdl_CShuffle_v1
<
NDimSpatial
,
ALayout
,
BLayout
,
DsLayout
,
ELayout
,
F32
,
F32
,
F32
,
F32
,
Empty_Tuple
,
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,
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,
PassThrough
,
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,
ConvSpec
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// clang-format on
>
;
...
...
library/include/ck/library/tensor_operation_instance/gpu/grouped_gemm.hpp
View file @
14822d71
...
...
@@ -10,7 +10,7 @@
#include "ck/tensor_operation/gpu/device/device_grouped_gemm.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/grouped_gemm_bias.hpp
View file @
14822d71
...
...
@@ -28,7 +28,7 @@ void add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f16_mk_kn_mn_instances(
F16
,
PassThrough
,
PassThrough
,
Add
Bias
>>>&
instances
);
Add
>>>&
instances
);
void
add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f16_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedGemmFixedNK
<
Row
,
...
...
@@ -41,7 +41,7 @@ void add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f16_mk_nk_mn_instances(
F16
,
PassThrough
,
PassThrough
,
Add
Bias
>>>&
instances
);
Add
>>>&
instances
);
// fp32_output
void
add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f32_mk_kn_mn_instances
(
...
...
@@ -55,7 +55,7 @@ void add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f32_mk_kn_mn_instances(
F32
,
PassThrough
,
PassThrough
,
Add
Bias
>>>&
instances
);
Add
>>>&
instances
);
void
add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f32_mk_nk_mn_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceGroupedGemmFixedNK
<
Row
,
...
...
@@ -68,7 +68,7 @@ void add_device_grouped_gemm_xdl_fixed_nk_bias_f16_f16_f32_mk_nk_mn_instances(
F32
,
PassThrough
,
PassThrough
,
Add
Bias
>>>&
instances
);
Add
>>>&
instances
);
template
<
typename
ALayout
,
typename
BLayout
,
...
...
@@ -87,7 +87,7 @@ struct DeviceOperationInstanceFactory<
EDataType
,
PassThrough
,
PassThrough
,
Add
Bias
>>
Add
>>
{
using
DeviceOp
=
DeviceGroupedGemmFixedNK
<
ALayout
,
BLayout
,
...
...
@@ -99,7 +99,7 @@ struct DeviceOperationInstanceFactory<
EDataType
,
PassThrough
,
PassThrough
,
Add
Bias
>
;
Add
>
;
static
auto
GetInstances
()
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/normalization.hpp
View file @
14822d71
...
...
@@ -16,7 +16,7 @@ namespace ck {
namespace
tensor_operation
{
namespace
device
{
namespace
instance
{
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
// FP16
void
add_device_normalization_rank_2_1_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
2
,
1
>>>&
);
...
...
@@ -27,7 +27,7 @@ void add_device_normalization_rank_4_3_f16_instances(
void
add_device_normalization_rank_5_3_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F16
,
F16
,
F16
,
F32
,
F16
,
PassThrough
,
5
,
3
>>>&
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
// FP32
void
add_device_normalization_rank_2_1_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
DeviceNormalization
<
F32
,
F32
,
F32
,
F32
,
F32
,
PassThrough
,
2
,
1
>>>&
);
...
...
@@ -66,7 +66,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceNormal
static
auto
GetInstances
()
{
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
if
constexpr
(
is_same_v
<
XDataType
,
F16
>
&&
is_same_v
<
GammaDataType
,
F16
>
&&
is_same_v
<
BetaDataType
,
F16
>
&&
is_same_v
<
YDataType
,
F16
>
)
{
...
...
@@ -84,7 +84,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DeviceNormal
}
}
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
if
constexpr
(
is_same_v
<
XDataType
,
F32
>
&&
is_same_v
<
GammaDataType
,
F32
>
&&
is_same_v
<
BetaDataType
,
F32
>
&&
is_same_v
<
YDataType
,
F32
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/pool3d_fwd.hpp
View file @
14822d71
...
...
@@ -22,7 +22,7 @@ static constexpr auto WindowRank = 3;
static
constexpr
auto
MaxOp
=
ck
::
ReduceTensorOp
::
MAX
;
static
constexpr
auto
AvgOp
=
ck
::
ReduceTensorOp
::
AVG
;
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
// FP16
void
add_device_pool3d_fwd_ndhwc_f16_instances
(
std
::
vector
<
std
::
unique_ptr
<
...
...
@@ -37,7 +37,7 @@ void add_device_pool3d_fwd_ndhwc_index_f16_instances(
std
::
vector
<
std
::
unique_ptr
<
DevicePoolFwd
<
InOutRank
,
WindowRank
,
F16
,
F16
,
I32
,
NDHWC
,
NDHWC
,
MaxOp
,
true
>>>&
);
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
// FP32
void
add_device_pool3d_fwd_ndhwc_f32_instances
(
std
::
vector
<
std
::
unique_ptr
<
...
...
@@ -84,7 +84,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DevicePoolFw
std
::
vector
<
std
::
unique_ptr
<
DeviceOp
>>
op_ptrs
;
if
constexpr
(
is_same_v
<
InLayout
,
NDHWC
>
&&
is_same_v
<
OutLayout
,
NDHWC
>
)
{
#ifdef
__fp16__
#ifdef
CK_ENABLE_FP16
if
constexpr
(
is_same_v
<
InDataType
,
F16
>
&&
is_same_v
<
OutDataType
,
F16
>
&&
is_same_v
<
IndexDataType
,
I32
>
)
{
...
...
@@ -98,7 +98,7 @@ struct DeviceOperationInstanceFactory<ck::tensor_operation::device::DevicePoolFw
}
}
#endif
#ifdef
__fp32__
#ifdef
CK_ENABLE_FP32
if
constexpr
(
is_same_v
<
InDataType
,
F32
>
&&
is_same_v
<
OutDataType
,
F32
>
&&
is_same_v
<
IndexDataType
,
I32
>
)
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/quantization/gemm_quantization.hpp
View file @
14822d71
...
...
@@ -11,7 +11,7 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/quantization/grouped_convolution_bias_forward_perchannel_quantization.hpp
View file @
14822d71
...
...
@@ -11,7 +11,7 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
library/include/ck/library/tensor_operation_instance/gpu/quantization/grouped_convolution_bias_forward_perlayer_quantization.hpp
View file @
14822d71
...
...
@@ -11,7 +11,7 @@
#include "ck/tensor_operation/gpu/element/element_wise_operation.hpp"
#include "ck/library/tensor_operation_instance/device_operation_instance_factory.hpp"
#ifdef
__int8__
#ifdef
CK_ENABLE_INT8
namespace
ck
{
namespace
tensor_operation
{
namespace
device
{
...
...
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