Skip to content
This repository has been archived by the owner on Jan 13, 2025. It is now read-only.

Auto-tuner fixes and new configurations #468

Merged
Merged
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 3 additions & 1 deletion .clang-format
Original file line number Diff line number Diff line change
Expand Up @@ -59,4 +59,6 @@ ForEachMacros: [ foreach, Q_FOREACH, BOOST_FOREACH ]
SpaceBeforeParens: ControlStatements
DisableFormat: false
...

---
Language: Json
DisableFormat: true
4 changes: 4 additions & 0 deletions tools/auto_tuner/CMakeLists.txt
Original file line number Diff line number Diff line change
Expand Up @@ -37,6 +37,10 @@ endif()
if(${TUNING_TARGET} STREQUAL "NVIDIA_GPU")
set(GEN_CONFIG ${CMAKE_CURRENT_SOURCE_DIR}/gen/nvidia_gpu.json)
endif()
if(${TUNING_TARGET} STREQUAL "AMD_GPU")
set(GEN_CONFIG ${CMAKE_CURRENT_SOURCE_DIR}/gen/amd_gpu.json)
endif()




Expand Down
73 changes: 73 additions & 0 deletions tools/auto_tuner/gen/amd_gpu.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,73 @@
{"local":[
{
"cache_line_size":[128,64,32],
"work_item_sizes":[[1,1],[2,1],[1,2],[2,2],[4,1],[1,4],[4,2],[2,4],[4,4],[1,8],[8,1],[2,8],[8,2],[4,8],[8,4],[8,8]],
"work_group_sizes":[[4,4],[8,4],[4,8],[8,8],[16,2],[16,4],[16,8],[2,16],[4,16],[8,16],[16,16],[32,2],[2,32],[32,4],[4,32],[32,8],[8,32]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true,false],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1, 16],[2, 16],[4, 16]],
"work_group_sizes":[[32,8]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[16, 1],[16, 2],[16, 4]],
"work_group_sizes":[[8,32]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1,1],[2,1],[1,2],[2,2],[4,1],[1,4],[4,2],[2,4]],
"work_group_sizes":[[64,1],[1,64],[64,2],[64,4],[2,64],[4,64]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1,8],[2,8],[4,8],[1,16],[2,16]],
"work_group_sizes":[[64,4],[64,2]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[8,1],[8,2],[8,4],[16,2]],
"work_group_sizes":[[4,64],[2,64]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[64],
"work_item_sizes":[[8,8]],
"work_group_sizes":[[8,8]],
"vectorization_size":[1],
"block_level_tiles":[[2, 2]],
"double_buffer":[false],
"no_bank_conflict_a":[false],
"no_bank_conflict_b":[true]
}
]
}
87 changes: 63 additions & 24 deletions tools/auto_tuner/gen/nvidia_gpu.json
Original file line number Diff line number Diff line change
@@ -1,34 +1,73 @@
{"local":[
{
"cache_line_size":[64],
"work_item_sizes":[[12, 8], [8, 12]],
"work_group_sizes":[[12,8],[8,12]],
"vectorization_size":[1, 2, 4],
{
"cache_line_size":[128,64,32],
"work_item_sizes":[[1,1],[2,1],[1,2],[2,2],[4,1],[1,4],[4,2],[2,4],[4,4],[1,8],[8,1],[2,8],[8,2],[4,8],[8,4],[8,8]],
"work_group_sizes":[[4,4],[8,4],[4,8],[8,8],[16,2],[16,4],[16,8],[2,16],[4,16],[8,16],[16,16],[32,2],[2,32],[32,4],[4,32],[32,8],[8,32]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[true, false],
"no_bank_conflict_a":[true, false],
"no_bank_conflict_b":[true, false]
"double_buffer":[false],
"no_bank_conflict_a":[true,false],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[64],
"work_item_sizes":[[2, 2]],
"work_group_sizes":[[8,8]],
"vectorization_size":[1, 2, 4],
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1, 16],[2, 16],[4, 16]],
"work_group_sizes":[[32,8]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[true, false],
"no_bank_conflict_a":[true, false],
"no_bank_conflict_b":[true, false]
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[64,128],
"work_item_sizes":[[8, 8]],
"work_group_sizes":[[8,8]],
"vectorization_size":[1, 2, 4],
"cache_line_size":[128, 64],
"work_item_sizes":[[16, 1],[16, 2],[16, 4]],
"work_group_sizes":[[8,32]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1,1],[2,1],[1,2],[2,2],[4,1],[1,4],[4,2],[2,4]],
"work_group_sizes":[[64,1],[1,64],[64,2],[64,4],[2,64],[4,64]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[true, false],
"no_bank_conflict_a":[true, false],
"no_bank_conflict_b":[true, false]
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[1,8],[2,8],[4,8],[1,16],[2,16]],
"work_group_sizes":[[64,4],[64,2]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[128, 64],
"work_item_sizes":[[8,1],[8,2],[8,4],[16,2]],
"work_group_sizes":[[4,64],[2,64]],
"vectorization_size":[1],
"block_level_tiles":[[1, 1]],
"double_buffer":[false],
"no_bank_conflict_a":[true],
"no_bank_conflict_b":[true]
},
{
"cache_line_size":[64],
"work_item_sizes":[[8,8]],
"work_group_sizes":[[8,8]],
"vectorization_size":[1],
"block_level_tiles":[[2, 2]],
"double_buffer":[false],
"no_bank_conflict_a":[false],
"no_bank_conflict_b":[true]
}

]
}
26 changes: 15 additions & 11 deletions tools/auto_tuner/include/utils.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -35,15 +35,17 @@
#include <random>

inline portblas_handle_t make_portblas_handle() {
cl::sycl::queue q([=](cl::sycl::exception_list ex_list) {
try {
for (auto &e_ptr : ex_list) {
std::rethrow_exception(e_ptr);
}
} catch (cl::sycl::exception &e) {
throw std::runtime_error(e.what());
}
});
cl::sycl::queue q(
[=](cl::sycl::exception_list ex_list) {
try {
for (auto &e_ptr : ex_list) {
std::rethrow_exception(e_ptr);
}
} catch (cl::sycl::exception &e) {
throw std::runtime_error(e.what());
}
},
{cl::sycl::property::queue::in_order()});
std::cout << "\nDevice: "
<< q.get_device().get_info<cl::sycl::info::device::name>()
<< std::endl;
Expand Down Expand Up @@ -87,9 +89,11 @@ static void run_tune(int rep, double flop_cnt, TestResultEntry &result,
using Seconds = std::chrono::duration<double>;
using MilliSeconds = std::chrono::duration<double, std::milli>;
Seconds runtime_secs;
// warmup
try {
op();
// warmup
for (int i = 0; i < 10; ++i) {
op();
}
auto start = std::chrono::steady_clock::now();
for (int i = 0; i < rep; ++i) {
op();
Expand Down