diff options
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp')
| -rw-r--r-- | src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp | 71 |
1 files changed, 45 insertions, 26 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp b/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp index 8244523696..af80c3637c 100644 --- a/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp +++ b/src/core/NEON/kernels/arm_gemm/gemm_bf16.cpp @@ -31,73 +31,92 @@ #include "gemv_batched.hpp" #include "gemv_pretransposed.hpp" +#include "kernels/a32_sgemm_8x6.hpp" + #include "kernels/a64_hybrid_bf16fp32_dot_6x16.hpp" +#include "kernels/a64_hybrid_bf16fp32_mmla_6x16.hpp" #include "kernels/a64_interleaved_bf16fp32_dot_8x12.hpp" #include "kernels/a64_interleaved_bf16fp32_mmla_8x12.hpp" #include "kernels/a64_sgemm_8x12.hpp" -#include "kernels/a32_sgemm_8x6.hpp" + +#include "kernels/sve_hybrid_bf16fp32_dot_6x4VL.hpp" +#include "kernels/sve_hybrid_bf16fp32_mmla_6x4VL.hpp" #include "kernels/sve_interleaved_bf16fp32_dot_8x3VL.hpp" #include "kernels/sve_interleaved_bf16fp32_mmla_8x3VL.hpp" -#include "kernels/sve_hybrid_bf16fp32_dot_6x4VL.hpp" namespace arm_gemm { static const GemmImplementation<bfloat16, float> gemm_bf16_methods[] = { +#ifdef __aarch64__ #ifdef ARM_COMPUTE_ENABLE_BF16 #ifdef ARM_COMPUTE_ENABLE_SVE -{ // gemm_bf16_interleaved +// gemm_bf16_interleaved +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_interleaved_bf16fp32_mmla_8x3VL", [](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>4); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, + [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>(args); } -}, -{ +), +GemmImplementation<bfloat16, float>::with_estimate( + GemmMethod::GEMM_HYBRID, + "sve_hybrid_bf16fp32_mmla_6x4VL", + [](const GemmArgs &args) { return args._ci->has_svebf16(); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, + [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>(args); } +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_HYBRID, "sve_hybrid_bf16fp32_dot_6x4VL", [](const GemmArgs &args) { return args._ci->has_svebf16(); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN && ((args._Ksize <= 128) && (args._Nsize <= 128)); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>(args); } -}, -{ // gemm_bf16_interleaved +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_interleaved_bf16fp32_dot_8x3VL", [](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>2); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, + [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>(args); } -}, -# endif // SVE -{ // gemm_bf16_interleaved +), +#endif // ARM_COMPUTE_ENABLE_SVE +GemmImplementation<bfloat16, float>::with_estimate( + GemmMethod::GEMM_HYBRID, + "a64_hybrid_bf16fp32_mmla_6x16", + [](const GemmArgs &args) { return args._ci->has_bf16(); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); }, + [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>(args); } +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_interleaved_bf16fp32_mmla_8x12", [](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>4); }, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>(args); } -}, -{ +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_HYBRID, "a64_hybrid_bf16fp32_dot_6x16", [](const GemmArgs &args) { return args._ci->has_bf16(); }, - nullptr, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>(args); } -}, -{ // gemm_bf16_interleaved +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_interleaved_bf16fp32_dot_8x12", [](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>2); }, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>(args); } -}, -#endif // ARM_COMPUTE_ENABLE_BF16 -#ifdef __aarch64__ -{ +), +GemmImplementation<bfloat16, float>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_sgemm_8x12", nullptr, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>(args); } -}, +), +#endif // ARM_COMPUTE_ENABLE_BF16 #elif defined(__arm__) { GemmMethod::GEMM_INTERLEAVED, |