Addressing (Post Merge) code review comments for PR 1845 (#1883)

* Addressing code review comments.

* Addressing code review comments.

* Reorganized code for better readability.

* add ck_tile gemms for new types in CI

* fix jenkins syntax

* fix script syntax

* Add the test cases back

* Address the review comments

* Address review comments

* clang format

* Solve the merging issues

* Addressed the comments

* clang format

---------

Co-authored-by: illsilin <Illia.Silin@amd.com>
Co-authored-by: ThomasNing <thomas.ning@amd.com>
Co-authored-by: Adam Osewski <19374865+aosewski@users.noreply.github.com>

[ROCm/composable_kernel commit: 66c5f5b0b6]
This commit is contained in:
kylasa
2025-03-06 11:40:30 -08:00
committed by GitHub
parent 710aa99819
commit 7fbcd06a62
32 changed files with 511 additions and 245 deletions

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@@ -29,8 +29,8 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
constexpr int kBlockPerCu = 1;
// This part comes from the Codegen
constexpr ck_tile::index_t M_Tile = 128;
constexpr ck_tile::index_t N_Tile = 128;
constexpr ck_tile::index_t M_Tile = 256;
constexpr ck_tile::index_t N_Tile = 256;
constexpr ck_tile::index_t K_Tile = 64;
constexpr ck_tile::index_t M_Warp = 2;
@@ -54,7 +54,9 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
GemmPipelineProblem<ADataType, BDataType, AccDataType, CodegenGemmShape, CodegenGemmTraits>;
using CodegenGemmPipeline = ck_tile::GemmPipelineAGmemBGmemCRegV1<CodegenPipelineProblem>;
using GemmEpilogue = ck_tile::CShuffleEpilogue<
ck_tile::CShuffleEpilogueProblem<AccDataType,
ck_tile::CShuffleEpilogueProblem<ADataType,
BDataType,
AccDataType,
CDataType,
CLayout,
CodegenPipelineProblem::kBlockSize,
@@ -99,45 +101,99 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
#include "run_gemm_example.inc"
template <typename APrecType, typename BPrecType = APrecType, typename CPrecType = APrecType>
int run_gemm_example_prec_type(std::string a_layout, std::string b_layout, int argc, char* argv[])
{
using Row = ck_tile::tensor_layout::gemm::RowMajor;
using Col = ck_tile::tensor_layout::gemm::ColumnMajor;
if constexpr(std::is_same_v<BPrecType, ck_tile::pk_int4_t>)
{
if(a_layout == "R" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Col{}, Row{});
}
else if(a_layout == "C" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Col{}, Row{});
}
else
{
throw std::runtime_error("Unsupported memory layout for the input matrices when "
"BPrecType is ck_tile::pk_int4_t!");
}
}
else
{
if(a_layout == "R" && b_layout == "R")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Row{}, Row{});
}
else if(a_layout == "R" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Col{}, Row{});
}
else if(a_layout == "C" && b_layout == "R")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Row{}, Row{});
}
else if(a_layout == "C" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Col{}, Row{});
}
else
{
throw std::runtime_error("Unsupported memory layout for the input matrices!");
}
}
}
int run_gemm_example(int argc, char* argv[])
{
auto [result, arg_parser] = create_args(argc, argv);
if(!result)
return -1;
using Row = ck_tile::tensor_layout::gemm::RowMajor;
using Col = ck_tile::tensor_layout::gemm::ColumnMajor;
std::string data_type = arg_parser.get_str("prec");
std::string a_layout = arg_parser.get_str("a_layout");
std::string b_layout = arg_parser.get_str("b_layout");
if(a_layout == "R" && b_layout == "C")
if(data_type == "fp16")
{
if(data_type == "fp16")
{
return run_gemm_example_with_layouts<ck_tile::half_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "bf16")
{
return run_gemm_example_with_layouts<ck_tile::bf16_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "fp8")
{
return run_gemm_example_with_layouts<ck_tile::fp8_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "bf8")
{
return run_gemm_example_with_layouts<ck_tile::bf8_t>(argc, argv, Row{}, Col{}, Row{});
}
else
{
throw std::runtime_error("Unsupported data_type!");
}
return run_gemm_example_prec_type<ck_tile::half_t>(a_layout, b_layout, argc, argv);
}
else if(data_type == "bf16")
{
return run_gemm_example_prec_type<ck_tile::bf16_t>(a_layout, b_layout, argc, argv);
}
else if(data_type == "fp8")
{
return run_gemm_example_prec_type<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
else if(data_type == "bf8")
{
return run_gemm_example_prec_type<ck_tile::bf8_t, ck_tile::bf8_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V3)
else if(data_type == "pk_int4_t")
{
// TODO: Add support for bhalf_t ADataType
return run_gemm_example_prec_type<ck_tile::half_t, ck_tile::pk_int4_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
#endif
else
{
throw std::runtime_error("Unsupported data layout configuration for A,B and C tensors!");
throw std::runtime_error("Unsupported data type for this operation !!!");
}
}

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@@ -114,7 +114,7 @@ struct GemmTypeConfig<ck_tile::half_t>
};
template <>
struct GemmTypeConfig<ck_tile::bf16_t>
struct GemmTypeConfig<ck_tile::bf16_t, ck_tile::bf16_t, ck_tile::bf16_t>
{
using ADataType = ck_tile::bf16_t;
using BDataType = ck_tile::bf16_t;
@@ -123,7 +123,7 @@ struct GemmTypeConfig<ck_tile::bf16_t>
};
template <>
struct GemmTypeConfig<ck_tile::fp8_t>
struct GemmTypeConfig<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t>
{
using ADataType = ck_tile::fp8_t;
using BDataType = ck_tile::fp8_t;
@@ -132,7 +132,7 @@ struct GemmTypeConfig<ck_tile::fp8_t>
};
template <>
struct GemmTypeConfig<ck_tile::bf8_t>
struct GemmTypeConfig<ck_tile::bf8_t, ck_tile::bf8_t, ck_tile::half_t>
{
using ADataType = ck_tile::bf8_t;
using BDataType = ck_tile::bf8_t;

0
example/ck_tile/03_gemm/script/benchmark_basic_bf16.sh Normal file → Executable file
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0
example/ck_tile/03_gemm/script/benchmark_basic_bf8.sh Normal file → Executable file
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0
example/ck_tile/03_gemm/script/benchmark_basic_fp8.sh Normal file → Executable file
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@@ -32,14 +32,11 @@ function print_log_header(){
}
# run verification tests
example/ck_tile/03_gemm/script/smoke_test_basic.sh
example/ck_tile/03_gemm/script/smoke_test_mem_pipeline.sh
# run performance benchmarks
export gemm_basic_log="perf_tile_gemm_basic_fp16_$GPU_arch.log"
print_log_header $gemm_basic_log $env_type $branch $host_name
example/ck_tile/03_gemm/script/benchmark_basic.sh 2>&1 | tee -a $gemm_basic_log
export gemm_mem_pipeline_log="perf_tile_gemm_mem_pipeline_fp16_$GPU_arch.log"
print_log_header $gemm_mem_pipeline_log $env_type $branch $host_name
example/ck_tile/03_gemm/script/benchmark_mem_pipeline.sh 2>&1 | tee -a $gemm_mem_pipeline_log
for dtype in fp16 bf16 fp8 bf8; do
export gemm_log="perf_tile_gemm_mem_pipeline_${dtype}_${GPU_arch}.log"
print_log_header $gemm_log $env_type $branch $host_name
example/ck_tile/03_gemm/script/benchmark_mem_pipeline_$dtype.sh 2>&1 | tee -a $gemm_log
done

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@@ -76,7 +76,9 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
using GemmPipeline = GEMM_PIPELINE<UniversalGemmProblem>;
using GemmEpilogue = ck_tile::CShuffleEpilogue<
ck_tile::CShuffleEpilogueProblem<AccDataType,
ck_tile::CShuffleEpilogueProblem<ADataType,
BDataType,
AccDataType,
CDataType,
CLayout,
GemmPipelineProblem::kBlockSize,
@@ -121,6 +123,16 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
Run(ck_tile::bool_constant<true>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Full>{});
}
else if(tail_num == ck_tile::TailNumber::Odd)
{
Run(ck_tile::bool_constant<true>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Odd>{});
}
else if(tail_num == ck_tile::TailNumber::Even)
{
Run(ck_tile::bool_constant<true>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Even>{});
}
else
{
std::ostringstream err;
@@ -205,11 +217,29 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
}
else
{
std::ostringstream err;
err << "Num K loop must be larger than number of prefetech stages."
<< "\n PrefetchStages: " << BaseGemmPipeline::PrefetchStages << "\n File: " << __FILE__
<< ":" << __LINE__ << ", in function: " << __func__;
throw std::runtime_error(err.str());
if(tail_num == ck_tile::TailNumber::Full)
{
Run(ck_tile::bool_constant<false>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Full>{});
}
else if(tail_num == ck_tile::TailNumber::Odd)
{
Run(ck_tile::bool_constant<false>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Odd>{});
}
else if(tail_num == ck_tile::TailNumber::Even)
{
Run(ck_tile::bool_constant<false>{},
ck_tile::integral_constant<ck_tile::TailNumber, ck_tile::TailNumber::Odd>{});
}
else
{
std::ostringstream err;
err << "Num K loop must be larger than number of prefetech stages."
<< "\n PrefetchStages: " << BaseGemmPipeline::PrefetchStages
<< "\n File: " << __FILE__ << ":" << __LINE__ << ", in function: " << __func__;
throw std::runtime_error(err.str());
}
}
return ave_time;
@@ -217,133 +247,113 @@ float gemm_calc(const ck_tile::GemmHostArgs& args, const ck_tile::stream_config&
#include "run_gemm_example.inc"
template <typename APrecType, typename BPrecType = APrecType, typename CPrecType = APrecType>
int run_gemm_example_prec_type(std::string a_layout, std::string b_layout, int argc, char* argv[])
{
using Row = ck_tile::tensor_layout::gemm::RowMajor;
using Col = ck_tile::tensor_layout::gemm::ColumnMajor;
if constexpr(std::is_same_v<BPrecType, ck_tile::pk_int4_t>)
{
if(a_layout == "R" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Col{}, Row{});
}
else if(a_layout == "C" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Col{}, Row{});
}
else
{
throw std::runtime_error("Unsupported memory layout for the input matrices when "
"BPrecType is ck_tile::pk_int4_t!");
}
}
else
{
if(a_layout == "R" && b_layout == "R")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Row{}, Row{});
}
else if(a_layout == "R" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Row{}, Col{}, Row{});
}
else if(a_layout == "C" && b_layout == "R")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Row{}, Row{});
}
else if(a_layout == "C" && b_layout == "C")
{
return run_gemm_example_with_layouts<APrecType, BPrecType, CPrecType>(
argc, argv, Col{}, Col{}, Row{});
}
else
{
throw std::runtime_error("Unsupported memory layout for the input matrices!");
}
}
}
int run_gemm_example(int argc, char* argv[])
{
auto [result, arg_parser] = create_args(argc, argv);
if(!result)
return -1;
using Row = ck_tile::tensor_layout::gemm::RowMajor;
using Col = ck_tile::tensor_layout::gemm::ColumnMajor;
std::string data_type = arg_parser.get_str("prec");
std::string a_layout = arg_parser.get_str("a_layout");
std::string b_layout = arg_parser.get_str("b_layout");
if(a_layout == "R" && b_layout == "R")
if(data_type == "fp16")
{
if(data_type == "fp16")
{
return run_gemm_example_with_layouts<ck_tile::half_t>(argc, argv, Row{}, Row{}, Row{});
}
else if(data_type == "bf16")
{
return run_gemm_example_with_layouts<ck_tile::bf16_t>(argc, argv, Row{}, Row{}, Row{});
}
else if(data_type == "fp8")
{
return run_gemm_example_with_layouts<ck_tile::fp8_t>(argc, argv, Row{}, Row{}, Row{});
}
else if(data_type == "bf8")
{
return run_gemm_example_with_layouts<ck_tile::bf8_t>(argc, argv, Row{}, Row{}, Row{});
}
else
{
throw std::runtime_error("Unsupported data_type!");
}
return run_gemm_example_prec_type<ck_tile::half_t>(a_layout, b_layout, argc, argv);
}
else if(a_layout == "R" && b_layout == "C")
else if(data_type == "bf16")
{
if(data_type == "fp16")
{
return run_gemm_example_with_layouts<ck_tile::half_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "bf16")
{
return run_gemm_example_with_layouts<ck_tile::bf16_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "fp8")
{
return run_gemm_example_with_layouts<ck_tile::fp8_t>(argc, argv, Row{}, Col{}, Row{});
}
else if(data_type == "bf8")
{
return run_gemm_example_with_layouts<ck_tile::bf8_t>(argc, argv, Row{}, Col{}, Row{});
}
return run_gemm_example_prec_type<ck_tile::bf16_t>(a_layout, b_layout, argc, argv);
}
else if(data_type == "fp8")
{
return run_gemm_example_prec_type<ck_tile::fp8_t, ck_tile::fp8_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
else if(data_type == "bf8")
{
return run_gemm_example_prec_type<ck_tile::bf8_t, ck_tile::bf8_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V3)
else if(data_type == "pk_int4_t")
{
// TODO: Add support for bhalf_t ADataType
return run_gemm_example_with_layouts<ck_tile::half_t,
ck_tile::pk_int4_t,
ck_tile::half_t>(argc, argv, Row{}, Col{}, Row{});
}
#endif
else
{
throw std::runtime_error("Unsupported data_type!");
}
}
else if(a_layout == "C" && b_layout == "C")
else if(data_type == "pk_int4_t")
{
if(data_type == "fp16")
{
return run_gemm_example_with_layouts<ck_tile::half_t>(argc, argv, Col{}, Col{}, Row{});
}
else if(data_type == "bf16")
{
return run_gemm_example_with_layouts<ck_tile::bf16_t>(argc, argv, Col{}, Col{}, Row{});
}
else if(data_type == "fp8")
{
return run_gemm_example_with_layouts<ck_tile::fp8_t>(argc, argv, Col{}, Col{}, Row{});
}
else if(data_type == "bf8")
{
return run_gemm_example_with_layouts<ck_tile::bf8_t>(argc, argv, Col{}, Col{}, Row{});
}
#if(CK_TILE_PIPELINE_DEFAULT == CK_TILE_PIPELINE_COMPUTE_V3)
else if(data_type == "pk_int4_t")
{
// TODO: Add support for bhalf_t ADataType
return run_gemm_example_with_layouts<ck_tile::half_t,
ck_tile::pk_int4_t,
ck_tile::half_t>(argc, argv, Col{}, Col{}, Row{});
}
// TODO: Add support for bhalf_t ADataType
return run_gemm_example_prec_type<ck_tile::half_t, ck_tile::pk_int4_t, ck_tile::half_t>(
a_layout, b_layout, argc, argv);
}
#endif
else
{
throw std::runtime_error("Unsupported data_type!");
}
}
else if(a_layout == "C" && b_layout == "R")
{
if(data_type == "fp16")
{
return run_gemm_example_with_layouts<ck_tile::half_t>(argc, argv, Col{}, Row{}, Row{});
}
else if(data_type == "bf16")
{
return run_gemm_example_with_layouts<ck_tile::bf16_t>(argc, argv, Col{}, Row{}, Row{});
}
else if(data_type == "fp8")
{
return run_gemm_example_with_layouts<ck_tile::fp8_t>(argc, argv, Col{}, Row{}, Row{});
}
else if(data_type == "bf8")
{
return run_gemm_example_with_layouts<ck_tile::bf8_t>(argc, argv, Col{}, Row{}, Row{});
}
else
{
throw std::runtime_error("Unsupported data_type!");
}
}
else
{
throw std::runtime_error("Unsupported data layout configuration for A,B and C tensors!");
throw std::runtime_error("Unsupported data type for this operation !!!");
}
}
int main(int argc, char* argv[]) { return !run_gemm_example(argc, argv); }
int main(int argc, char* argv[])
{
try
{
run_gemm_example(argc, argv);
}
catch(const std::runtime_error& e)
{
std::cerr << "Caught runtime error: " << e.what() << '\n';
// Return a non-zero code to indicate failure
return EXIT_FAILURE;
}
return EXIT_SUCCESS;
}