mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-12 17:26:00 +00:00
External Interface (#304)
* add client example * clean * clean * reorg * clean up profiler * reorg * clea * fix profiler * function for getinstances * update client example * update client example * update client example * update * update example * update Jenkins file * update cmake * update Jenkins
This commit is contained in:
Chao Liu
@@ -14,10 +14,6 @@ enum struct GemmMatrixLayout
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MK_NK_MN, // 1
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KM_KN_MN, // 2
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KM_NK_MN, // 3
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MK_KN_NM, // 4
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MK_NK_NM, // 5
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KM_KN_NM, // 6
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KM_NK_NM, // 7
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};
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enum struct GemmDataType
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@@ -30,7 +26,7 @@ enum struct GemmDataType
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int profile_gemm(int argc, char* argv[])
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{
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if(!(argc == 14 || argc == 15))
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if(argc != 14)
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{
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printf("arg1: tensor operation (gemm: GEMM)\n");
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printf("arg2: data type (0: fp32; 1: fp16; 2: bf16; 3: int8)\n");
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@@ -41,9 +37,8 @@ int profile_gemm(int argc, char* argv[])
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printf("arg4: verification (0: no; 1: yes)\n");
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printf("arg5: initialization (0: no init; 1: integer value; 2: decimal value)\n");
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printf("arg6: print tensor value (0: no; 1: yes)\n");
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printf("arg7: time kernel (0=n0, 1=yes)\n");
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printf("arg7: time kernel (0=no, 1=yes)\n");
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printf("arg8 to 13: M, N, K, StrideA, StrideB, StrideC\n");
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printf("arg14: split k into mulitiple batch\n");
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exit(1);
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}
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@@ -61,350 +56,125 @@ int profile_gemm(int argc, char* argv[])
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const int StrideA = std::stoi(argv[11]);
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const int StrideB = std::stoi(argv[12]);
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const int StrideC = std::stoi(argv[13]);
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int KBatch = 1;
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if(argc == 15)
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KBatch = std::stoi(argv[14]);
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if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN)
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using F32 = float;
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using F16 = ck::half_t;
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using BF16 = ck::bhalf_t;
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using INT8 = int8_t;
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using INT32 = int32_t;
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using Row = ck::tensor_layout::gemm::RowMajor;
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using Col = ck::tensor_layout::gemm::ColumnMajor;
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auto profile = [&](auto a_type,
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auto b_type,
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auto acc_type,
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auto c_type,
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auto a_layout,
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auto b_layout,
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auto c_layout) {
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using ADataType = decltype(a_type);
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using BDataType = decltype(b_type);
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using AccDataType = decltype(acc_type);
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using CDataType = decltype(c_type);
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using ALayout = decltype(a_layout);
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using BLayout = decltype(b_layout);
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using CLayout = decltype(c_layout);
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const int DefaultStrideA = ck::is_same_v<ALayout, Row> ? K : M;
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const int DefaultStrideB = ck::is_same_v<BLayout, Row> ? N : K;
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const int DefaultStrideC = ck::is_same_v<CLayout, Row> ? N : M;
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bool pass =
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ck::profiler::profile_gemm_impl<ADataType,
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BDataType,
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AccDataType,
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CDataType,
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ALayout,
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BLayout,
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CLayout>(do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? DefaultStrideA : StrideA,
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(StrideB < 0) ? DefaultStrideB : StrideB,
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(StrideC < 0) ? DefaultStrideC : StrideC);
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return pass ? 0 : 1;
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};
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if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<ck::half_t,
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ck::half_t,
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ck::half_t,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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return profile(F32{}, F32{}, F32{}, F32{}, Row{}, Row{}, Row{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::MK_NK_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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return profile(F32{}, F32{}, F32{}, F32{}, Row{}, Col{}, Row{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_KN_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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return profile(F32{}, F32{}, F32{}, F32{}, Col{}, Row{}, Row{});
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}
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else if(data_type == GemmDataType::F32_F32_F32 && layout == GemmMatrixLayout::KM_NK_MN)
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{
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ck::profiler::profile_gemm_impl<float,
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float,
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float,
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float,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::ColumnMajor,
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ck::tensor_layout::gemm::RowMajor>(
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do_verification,
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init_method,
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do_log,
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time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? M : StrideA,
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(StrideB < 0) ? K : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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return profile(F32{}, F32{}, F32{}, F32{}, Col{}, Col{}, Row{});
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN)
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else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_KN_MN)
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{
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ck::profiler::profile_gemm_impl<int8_t,
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int8_t,
|
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int8_t,
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||||
int32_t,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
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M,
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N,
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K,
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(StrideA < 0) ? K : StrideA,
|
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(StrideB < 0) ? N : StrideB,
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(StrideC < 0) ? N : StrideC,
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KBatch);
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return profile(F16{}, F16{}, F32{}, F16{}, Row{}, Row{}, Row{});
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}
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else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN)
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||||
else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::MK_NK_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<int8_t,
|
||||
int8_t,
|
||||
int8_t,
|
||||
int32_t,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? K : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
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return profile(F16{}, F16{}, F32{}, F16{}, Row{}, Col{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN)
|
||||
else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_KN_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<int8_t,
|
||||
int8_t,
|
||||
int8_t,
|
||||
int32_t,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? N : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(F16{}, F16{}, F32{}, F16{}, Col{}, Row{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN)
|
||||
else if(data_type == GemmDataType::F16_F16_F16 && layout == GemmMatrixLayout::KM_NK_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<int8_t,
|
||||
int8_t,
|
||||
int8_t,
|
||||
int32_t,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? K : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(F16{}, F16{}, F32{}, F16{}, Col{}, Col{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_KN_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
float,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? K : StrideA,
|
||||
(StrideB < 0) ? N : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(BF16{}, BF16{}, F32{}, BF16{}, Row{}, Row{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::MK_NK_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
float,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? K : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(BF16{}, BF16{}, F32{}, BF16{}, Row{}, Col{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_KN_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
float,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? N : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(BF16{}, BF16{}, F32{}, BF16{}, Col{}, Row{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::BF16_BF16_BF16 && layout == GemmMatrixLayout::KM_NK_MN)
|
||||
{
|
||||
ck::profiler::profile_gemm_impl<ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
ck::bhalf_t,
|
||||
float,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::ColumnMajor,
|
||||
ck::tensor_layout::gemm::RowMajor>(
|
||||
do_verification,
|
||||
init_method,
|
||||
do_log,
|
||||
time_kernel,
|
||||
M,
|
||||
N,
|
||||
K,
|
||||
(StrideA < 0) ? M : StrideA,
|
||||
(StrideB < 0) ? K : StrideB,
|
||||
(StrideC < 0) ? N : StrideC,
|
||||
KBatch);
|
||||
return profile(BF16{}, BF16{}, F32{}, BF16{}, Col{}, Col{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_KN_MN)
|
||||
{
|
||||
return profile(INT8{}, INT8{}, INT32{}, INT8{}, Row{}, Row{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::MK_NK_MN)
|
||||
{
|
||||
return profile(INT8{}, INT8{}, INT32{}, INT8{}, Row{}, Col{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_KN_MN)
|
||||
{
|
||||
return profile(INT8{}, INT8{}, INT32{}, INT8{}, Col{}, Row{}, Row{});
|
||||
}
|
||||
else if(data_type == GemmDataType::INT8_INT8_INT8 && layout == GemmMatrixLayout::KM_NK_MN)
|
||||
{
|
||||
return profile(INT8{}, INT8{}, INT32{}, INT8{}, Col{}, Col{}, Row{});
|
||||
}
|
||||
else
|
||||
{
|
||||
throw std::runtime_error("wrong! this GEMM data_type & layout is not implemented");
|
||||
}
|
||||
std::cout << "this data_type & layout is not implemented" << std::endl;
|
||||
|
||||
return 0;
|
||||
return 1;
|
||||
}
|
||||
}
|
||||
|
||||
Reference in New Issue
Block a user