diff options
Diffstat (limited to 'src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp')
-rw-r--r-- | src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp | 68 |
1 files changed, 40 insertions, 28 deletions
diff --git a/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp b/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp index 4c05fd1b73..75d6b362cc 100644 --- a/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp +++ b/src/core/NEON/kernels/arm_gemm/gemm_uint8.cpp @@ -34,11 +34,13 @@ #include "kernels/a64_gemm_u8_4x4.hpp" #include "kernels/a64_gemm_u8_8x12.hpp" #include "kernels/a64_hybrid_u8u32_dot_6x16.hpp" +#include "kernels/a64_hybrid_u8u32_mmla_6x16.hpp" #include "kernels/a64_interleaved_u8u32_mmla_8x12.hpp" #include "kernels/a64_smallK_hybrid_u8u32_dot_6x4.hpp" #include "kernels/a64_smallK_hybrid_u8u32_dot_8x4.hpp" #include "kernels/sve_hybrid_u8u32_dot_6x4VL.hpp" +#include "kernels/sve_hybrid_u8u32_mmla_6x4VL.hpp" #include "kernels/sve_interleaved_u8u32_dot_8x3VL.hpp" #include "kernels/sve_interleaved_u8u32_mmla_8x3VL.hpp" #include "kernels/sve_smallK_hybrid_u8u32_dot_8x1VL.hpp" @@ -47,46 +49,56 @@ namespace arm_gemm { static const GemmImplementation<uint8_t, uint32_t> gemm_u8_methods[] = { #ifdef ARM_COMPUTE_ENABLE_SVE -#ifdef ARM_COMPUTE_ENABLE_I8MM -{ +GemmImplementation<uint8_t, uint32_t>::with_estimate( + GemmMethod::GEMM_HYBRID, + "sve_hybrid_u8u32_mmla_6x4VL", + [](const GemmArgs &args) { return args._ci->has_svei8mm(); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_u8u32_mmla_6x4VL, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, + [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_mmla_6x4VL, uint8_t, uint32_t>(args); } +), +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_interleaved_u8u32_mmla_8x3VL", [](const GemmArgs &args) { return args._ci->has_svei8mm() && (args._Ksize>8); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, + [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_u8u32_mmla_8x3VL, uint8_t, uint32_t>(args); } -}, -#endif +), { GemmMethod::GEMM_HYBRID, - "smallK_hybrid_u8u32_dot_8x1VL", + "sve_smallK_hybrid_u8u32_dot_8x1VL", [](const GemmArgs &args) { return args._ci->has_sve() && args._Ksize<=64 && !args._indirect_input; }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, + nullptr, [](const GemmArgs &args) { return new GemmHybrid<cls_sve_smallK_hybrid_u8u32_dot_8x1VL, uint8_t, uint32_t>(args); } }, -{ +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_HYBRID, "sve_hybrid_u8u32_dot_6x4VL", [](const GemmArgs &args) { return args._ci->has_sve(); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN && (((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8))); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_u8u32_dot_6x4VL, uint8_t, uint32_t>(args); } -}, -{ +), +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_interleaved_u8u32_dot_8x3VL", [](const GemmArgs &args) { return args._ci->has_sve() && (args._Ksize>4); }, - [](const GemmArgs &args) { return args._ci->get_cpu_model() != CPUModel::KLEIN; }, + [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_u8u32_dot_8x3VL, uint8_t, uint32_t>(args); } -}, -#endif -#ifdef ARM_COMPUTE_ENABLE_I8MM -{ +), +#endif // ARM_COMPUTE_ENABLE_SVE +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_interleaved_u8u32_mmla_8x12", [](const GemmArgs &args) { return args._ci->has_i8mm() && (args._Ksize>8); }, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_u8u32_mmla_8x12, uint8_t, uint32_t>(args); } -}, -#endif +), +GemmImplementation<uint8_t, uint32_t>::with_estimate( + GemmMethod::GEMM_HYBRID, + "a64_hybrid_u8u32_mmla_6x16", + [](const GemmArgs &args) { return args._ci->has_i8mm(); }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_u8u32_mmla_6x16, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, + [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_u8u32_mmla_6x16, uint8_t, uint32_t>(args); } +), { GemmMethod::GEMM_HYBRID, "a64_smallK_hybrid_u8u32_dot_8x4", @@ -108,27 +120,27 @@ static const GemmImplementation<uint8_t, uint32_t> gemm_u8_methods[] = { [](const GemmArgs &args) { return args._ci->get_cpu_model() == CPUModel::A53 && args._Msize > 4; }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u16_8x12, uint8_t, uint32_t>(args); }, }, -{ +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_HYBRID, "a64_hybrid_u8u32_dot_6x16", [](const GemmArgs &args) { return args._ci->has_dotprod(); }, - [](const GemmArgs &args) { return args._Nsize<=256 && args._Ksize>128; }, + [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_u8u32_dot_6x16, uint8_t, uint32_t>(args); } -}, -{ +), +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_gemm_u8_8x12", [](const GemmArgs &args) { return args._ci->has_dotprod(); }, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_gemm_u8_8x12, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u8_8x12, uint8_t, uint32_t>(args); } -}, -{ +), +GemmImplementation<uint8_t, uint32_t>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_gemm_u8_4x4", nullptr, - nullptr, + [](const GemmArgs &args) { return GemmInterleaved<cls_a64_gemm_u8_4x4, uint8_t, uint32_t>::estimate_cycles<uint32_t>(args); }, [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_gemm_u8_4x4, uint8_t, uint32_t>(args); } -}, +), { GemmMethod::DEFAULT, "", |