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Batched gemm bf16 (#142)

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* add bf16 for batched gemm

* batched_gemm_bf16 works

* recover accidently changed files
This commit is contained in:
Jianfeng Yan
2022-03-22 18:18:43 -05:00
committed by GitHub
parent 716f1c7fb1
commit d91f9f119c
7 changed files with 405 additions and 19 deletions
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91
profiler/src/profile_batched_gemm.cpp
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@@ -32,7 +32,8 @@ enum GemmDataType
{
F32_F32_F32, // 0
F16_F16_F16, // 1
Int8_Int8_Int8, // 2
BF16_BF16_BF16, // 2
INT8_INT8_INT8, // 3
};
int profile_batched_gemm(int argc, char* argv[])
@@ -40,7 +41,7 @@ int profile_batched_gemm(int argc, char* argv[])
if(!(argc == 15))
{
printf("arg1: tensor operation (batched_gemm: Batched GEMM)\n");
printf("arg2: data type (0: fp32; 1: fp16, 2: int8)\n");
printf("arg2: data type (0: fp32; 1: fp16, 2: bf16, 3: int8)\n");
printf("arg3: matrix layout (0: A[g, m, k] * B[g, k, n] = C[g, m, n];\n");
printf(" 1: A[g, m, k] * B[g, n, k] = C[g, m, n];\n");
printf(" 2: A[g, k, m] * B[g, k, n] = C[g, m, n];\n");
@@ -148,6 +149,84 @@ int profile_batched_gemm(int argc, char* argv[])
(StrideB < 0) ? K : StrideB,
(StrideC < 0) ? N : StrideC);
}
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_KN_MN)
{
ck::profiler::profile_batched_gemm_impl<ck::bhalf_t,
ck::bhalf_t,
ck::bhalf_t,
ck::tensor_layout::gemm::RowMajor,
ck::tensor_layout::gemm::RowMajor,
ck::tensor_layout::gemm::RowMajor>(
do_verification,
init_method,
do_log,
nrepeat,
M,
N,
K,
(StrideA < 0) ? K : StrideA,
(StrideB < 0) ? N : StrideB,
(StrideC < 0) ? N : StrideC,
BatchCount);
}
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_NK_MN)
{
ck::profiler::profile_batched_gemm_impl<ck::bhalf_t,
ck::bhalf_t,
ck::bhalf_t,
ck::tensor_layout::gemm::RowMajor,
ck::tensor_layout::gemm::ColumnMajor,
ck::tensor_layout::gemm::RowMajor>(
do_verification,
init_method,
do_log,
nrepeat,
M,
N,
K,
(StrideA < 0) ? K : StrideA,
(StrideB < 0) ? K : StrideB,
(StrideC < 0) ? N : StrideC,
BatchCount);
}
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_KN_MN)
{
ck::profiler::profile_batched_gemm_impl<ck::bhalf_t,
ck::bhalf_t,
ck::bhalf_t,
ck::tensor_layout::gemm::ColumnMajor,
ck::tensor_layout::gemm::RowMajor,
ck::tensor_layout::gemm::RowMajor>(
do_verification,
init_method,
do_log,
nrepeat,
M,
N,
K,
(StrideA < 0) ? M : StrideA,
(StrideB < 0) ? N : StrideB,
(StrideC < 0) ? N : StrideC);
}
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_NK_MN)
{
ck::profiler::profile_batched_gemm_impl<ck::bhalf_t,
ck::bhalf_t,
ck::bhalf_t,
ck::tensor_layout::gemm::ColumnMajor,
ck::tensor_layout::gemm::ColumnMajor,
ck::tensor_layout::gemm::RowMajor>(
do_verification,
init_method,
do_log,
nrepeat,
M,
N,
K,
(StrideA < 0) ? M : StrideA,
(StrideB < 0) ? K : StrideB,
(StrideC < 0) ? N : StrideC);
}
else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN)
{
ck::profiler::profile_batched_gemm_impl<float,
@@ -226,7 +305,7 @@ int profile_batched_gemm(int argc, char* argv[])
(StrideB < 0) ? K : StrideB,
(StrideC < 0) ? N : StrideC);
}
else if(data_type == GemmDataType::Int8_Int8_Int8 && layout == GemmMatrixLayout::MK_KN_MN)
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN)
{
ck::profiler::profile_batched_gemm_impl<int8_t,
int8_t,
@@ -246,7 +325,7 @@ int profile_batched_gemm(int argc, char* argv[])
(StrideC < 0) ? N : StrideC,
BatchCount);
}
else if(data_type == GemmDataType::Int8_Int8_Int8 && layout == GemmMatrixLayout::MK_NK_MN)
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN)
{
ck::profiler::profile_batched_gemm_impl<int8_t,
int8_t,
@@ -266,7 +345,7 @@ int profile_batched_gemm(int argc, char* argv[])
(StrideC < 0) ? N : StrideC,
BatchCount);
}
else if(data_type == GemmDataType::Int8_Int8_Int8 && layout == GemmMatrixLayout::KM_KN_MN)
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN)
{
ck::profiler::profile_batched_gemm_impl<int8_t,
int8_t,
@@ -285,7 +364,7 @@ int profile_batched_gemm(int argc, char* argv[])
(StrideB < 0) ? N : StrideB,
(StrideC < 0) ? N : StrideC);
}
else if(data_type == GemmDataType::Int8_Int8_Int8 && layout == GemmMatrixLayout::KM_NK_MN)
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN)
{
ck::profiler::profile_batched_gemm_impl<int8_t,
int8_t,