Initial commit
Co-authored-by: Zhuohan Li <zhuohan@openai.com> Co-authored-by: Maratyszcza <marat@openai.com> Co-authored-by: Volodymyr Kyrylov <vol@wilab.org.ua>
This commit is contained in:
95
gpt_oss/metal/benchmark/f32-bf16w-rmsnorm.cc
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95
gpt_oss/metal/benchmark/f32-bf16w-rmsnorm.cc
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#include <gpt-oss.h>
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#include <internal/datatype.h>
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#include <internal/metal.hpp>
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#include <internal/metal-kernels.h>
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#include <cstring>
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#include <benchmark/benchmark.h>
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using gptoss::Check;
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using namespace gptoss::metal;
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constexpr float kEpsilon = 1.0e-5f;
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constexpr uint64_t kSeed = UINT64_C(1019827666124465388);
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static void f32_bf16w_rnsnorm(benchmark::State& state) {
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const size_t num_tokens = 1;
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const size_t num_channels = state.range(0);
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Device device;
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CommandQueue command_queue{device};
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Library library{device};
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Function f32_fill_random_fn{library, "gptoss_f32_fill_random"};
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Function bf16_fill_random_fn{library, "gptoss_bf16_fill_random"};
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Function f32_bf16w_rmsnorm_fn{library, "gptoss_f32_bf16w_rmsnorm"};
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Buffer input_buffer{device, num_tokens * num_channels * sizeof(float)};
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Buffer weight_buffer{device, num_channels * sizeof(gptoss_bfloat16)};
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Buffer output_buffer{device, num_tokens * num_channels * sizeof(float)};
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{
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CommandBuffer command_buffer{command_queue};
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size_t offset = 0;
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Check(gptoss_metal_command_buffer_encode_launch_f32_fill_random(
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command_buffer.handle(),
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f32_fill_random_fn.handle(),
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/*threadgroup_size=*/0,
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/*max_threadgroups=*/10,
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/*output_buffer=*/input_buffer.handle(),
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/*output_offset=*/0,
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num_channels, kSeed, offset, /*min=*/-1.0f, /*max=*/1.0),
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"gptoss_metal_command_buffer_encode_launch_f32_fill_random");
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offset += num_channels;
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Check(gptoss_metal_command_buffer_encode_launch_bf16_fill_random(
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command_buffer.handle(),
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bf16_fill_random_fn.handle(),
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/*threadgroup_size=*/0,
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/*max_threadgroups=*/10,
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/*output_buffer=*/weight_buffer.handle(),
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/*output_offset=*/0,
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num_channels, kSeed, offset, /*min=*/-1.0f, /*max=*/1.0),
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"gptoss_metal_command_buffer_encode_launch_bf16_fill_random");
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offset += num_channels;
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command_buffer.commit();
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command_buffer.wait_completion();
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}
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for (auto _ : state) {
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CommandBuffer command_buffer{command_queue};
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Check(gptoss_metal_command_buffer_encode_launch_f32_bf16w_rmsnorm(
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command_buffer.handle(),
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f32_bf16w_rmsnorm_fn.handle(),
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input_buffer.handle(),
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/*input_offset=*/0,
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weight_buffer.handle(),
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/*weight_offset=*/0,
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output_buffer.handle(),
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/*output_offset=*/0,
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num_tokens,
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num_channels,
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kEpsilon),
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"gptoss_metal_command_buffer_encode_launch_f32_bf16w_rmsnorm");
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command_buffer.commit();
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const double elapsed_seconds = command_buffer.wait_completion();
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state.SetIterationTime(elapsed_seconds);
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}
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const size_t num_elements = num_tokens * num_channels;
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state.counters["elements"] =
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benchmark::Counter(state.iterations() * num_elements,
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benchmark::Counter::kIsRate);
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const int64_t bytes_per_iteration = input_buffer.size() + weight_buffer.size() + output_buffer.size();
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state.counters["bytes"] =
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benchmark::Counter(state.iterations() * bytes_per_iteration,
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benchmark::Counter::kIsRate);
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}
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BENCHMARK(f32_bf16w_rnsnorm)->Arg(2880)->UseManualTime()->Unit(benchmark::kMicrosecond);
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BENCHMARK_MAIN();
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