| /* |
| * Copyright (c) 2017-2020, 2022-2024 Arm Limited. |
| * |
| * SPDX-License-Identifier: MIT |
| * |
| * Permission is hereby granted, free of charge, to any person obtaining a copy |
| * of this software and associated documentation files (the "Software"), to |
| * deal in the Software without restriction, including without limitation the |
| * rights to use, copy, modify, merge, publish, distribute, sublicense, and/or |
| * sell copies of the Software, and to permit persons to whom the Software is |
| * furnished to do so, subject to the following conditions: |
| * |
| * The above copyright notice and this permission notice shall be included in all |
| * copies or substantial portions of the Software. |
| * |
| * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
| * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
| * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
| * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
| * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
| * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
| * SOFTWARE. |
| */ |
| #ifdef __aarch64__ |
| |
| #include "arm_gemm.hpp" |
| #include "gemm_common.hpp" |
| #include "gemm_implementation.hpp" |
| #include "gemm_interleaved.hpp" |
| #include "gemm_hybrid.hpp" |
| #include "gemm_hybrid_indirect.hpp" |
| |
| #include "kernels/a64_gemm_u16_8x12.hpp" |
| #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" |
| |
| namespace arm_gemm { |
| |
| static const GemmImplementation<uint8_t, uint32_t> gemm_u8_methods[] = { |
| #ifdef ARM_COMPUTE_ENABLE_SVE |
| 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 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); } |
| ), |
| 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 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 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 // 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); }, |
| [](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); } |
| ), |
| 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", |
| [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32) && !args._indirect_input && !args._accumulate; }, |
| [](const GemmArgs &args) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
| [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_u8u32_dot_8x4, uint8_t, uint32_t>(args); } |
| }, |
| { |
| GemmMethod::GEMM_HYBRID, |
| "a64_smallK_hybrid_u8u32_dot_6x4", |
| [](const GemmArgs &args) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64) && !args._indirect_input && !args._accumulate; }, |
| [](const GemmArgs &args) { return !(args._ci->has_svei8mm() || args._ci->has_i8mm()); }, |
| [](const GemmArgs &args) { return new GemmHybrid<cls_a64_smallK_hybrid_u8u32_dot_6x4, uint8_t, uint32_t>(args); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_gemm_u16_8x12", |
| nullptr, |
| [](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 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(); }, |
| [](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, |
| [](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, |
| "", |
| nullptr, |
| nullptr, |
| nullptr |
| } |
| }; |
| |
| template<> |
| const GemmImplementation<uint8_t, uint32_t> *gemm_implementation_list<uint8_t, uint32_t>() { |
| return gemm_u8_methods; |
| } |
| |
| /* Explicitly instantiate the external functions for these types. */ |
| template UniqueGemmCommon<uint8_t, uint32_t> gemm<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| template bool has_opt_gemm<uint8_t, uint32_t, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &); |
| template KernelDescription get_gemm_method<uint8_t, uint32_t, Nothing>(const GemmArgs &args, const Nothing &); |
| template std::vector<KernelDescription> get_compatible_kernels<uint8_t, uint32_t, Nothing> (const GemmArgs &args, const Nothing &); |
| |
| } // namespace arm_gemm |
| |
| #endif // __aarch64__ |