| /* |
| * Copyright (c) 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 "kernels/a64_gemm_s16_8x12.hpp" |
| #include "kernels/a64_gemm_s8_8x12.hpp" |
| #include "kernels/a64_gemm_s8_4x4.hpp" |
| #include "kernels/a64_interleaved_s8s32_mmla_8x12.hpp" |
| |
| #ifdef ARM_COMPUTE_ENABLE_SVE |
| #ifdef ARM_COMPUTE_ENABLE_SME2 |
| #include "kernels/sme2_interleaved_nomerge_s8qfp32_mopa_1VLx4VL.hpp" |
| #include "kernels/sme2_interleaved_nomerge_s8qfp32_mopa_2VLx2VL.hpp" |
| #include "kernels/sme2_interleaved_nomerge_s8qfp32_mopa_4VLx1VL.hpp" |
| #endif // ARM_COMPUTE_ENABLE_SME2 |
| #include "kernels/sve_interleaved_s8s32_dot_8x3VL.hpp" |
| #include "kernels/sve_interleaved_s8s32_mmla_8x3VL.hpp" |
| #endif // ARM_COMPUTE_ENABLE_SVE |
| |
| #include "gemm_implementation.hpp" |
| #include "gemm_interleaved.hpp" |
| #include "utils.hpp" |
| |
| #include <cstdint> |
| #include <vector> |
| namespace arm_gemm { |
| |
| static const GemmImplementation<int8_t, float, DequantizeFloat> gemm_s8fp32_methods[] = |
| { |
| #ifdef ARM_COMPUTE_ENABLE_SVE |
| #ifdef ARM_COMPUTE_ENABLE_SME2 |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_s8qfp32_mopa_1VLx4VL.hpp", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_sme2(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { const auto VL = sme::get_vector_length<float>(); |
| return args._Msize <= VL || (2*VL < args._Msize && args._Msize <= 3*VL); }, |
| [](const GemmArgs &args, const DequantizeFloat &dq) { return new GemmInterleavedNoMergeDequantized<cls_sme2_interleaved_nomerge_s8qfp32_mopa_1VLx4VL, int8_t, float>(args, dq); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_s8qfp32_mopa_4Vx1VL.hpp", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_sme2(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { const auto VL = sme::get_vector_length<float>(); |
| return args._Nsize <= VL || (2*VL < args._Nsize && args._Nsize <= 3*VL); }, |
| [](const GemmArgs &args, const DequantizeFloat &dq) { return new GemmInterleavedNoMergeDequantized<cls_sme2_interleaved_nomerge_s8qfp32_mopa_4VLx1VL, int8_t, float>(args, dq); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_s8qfp32_mopa_2Vx2VL.hpp", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_sme2(); }, |
| nullptr, |
| [](const GemmArgs &args, const DequantizeFloat &dq) { return new GemmInterleavedNoMergeDequantized<cls_sme2_interleaved_nomerge_s8qfp32_mopa_2VLx2VL, int8_t, float>(args, dq); } |
| }, |
| #endif // ARM_COMPUTE_ENABLE_SME2 |
| GemmImplementation<int8_t, float, DequantizeFloat>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_interleaved_s8s32_mmla_8x3VL", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_svei8mm(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { return GemmInterleavedDequantized<cls_sve_interleaved_s8s32_mmla_8x3VL, int8_t, float>::estimate_cycles<int8_t>(args); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_sve_interleaved_s8s32_mmla_8x3VL, int8_t, float>(args, qp); } |
| ), |
| GemmImplementation<int8_t, float, DequantizeFloat>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_interleaved_s8s32_dot_8x3VL", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_sve(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { return GemmInterleavedDequantized<cls_sve_interleaved_s8s32_dot_8x3VL, int8_t, float>::estimate_cycles<int8_t>(args); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_sve_interleaved_s8s32_dot_8x3VL, int8_t, float>(args, qp); } |
| ), |
| #endif // ARM_COMPUTE_ENABLE_SVE |
| GemmImplementation<int8_t, float, DequantizeFloat>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_interleaved_s8s32_mmla_8x12", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_i8mm(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { return GemmInterleavedDequantized<cls_a64_interleaved_s8s32_mmla_8x12, int8_t, float>::estimate_cycles<int8_t>(args); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_a64_interleaved_s8s32_mmla_8x12, int8_t, float>(args, qp); } |
| ), |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_gemm_s16_8x12", |
| nullptr, |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->get_cpu_model() == CPUModel::A53 && ((args._Msize > 28) || ((args._Msize % 8) > 4)); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_a64_gemm_s16_8x12, int8_t, float>(args, qp); } |
| }, |
| GemmImplementation<int8_t, float, DequantizeFloat>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_gemm_s8_8x12", |
| [](const GemmArgs &args, const DequantizeFloat &) { return args._ci->has_dotprod(); }, |
| [](const GemmArgs &args, const DequantizeFloat &) { return GemmInterleavedDequantized<cls_a64_gemm_s8_8x12, int8_t, float>::estimate_cycles<int8_t>(args); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_a64_gemm_s8_8x12, int8_t, float>(args, qp); } |
| ), |
| GemmImplementation<int8_t, float, DequantizeFloat>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_gemm_s8_4x4", |
| nullptr, |
| [](const GemmArgs &args, const DequantizeFloat &) { return GemmInterleavedDequantized<cls_a64_gemm_s8_4x4, int8_t, float>::estimate_cycles<int8_t>(args); }, |
| [](const GemmArgs &args, const DequantizeFloat &qp) { return new GemmInterleavedDequantized<cls_a64_gemm_s8_4x4, int8_t, float>(args, qp); } |
| ), |
| { |
| GemmMethod::DEFAULT, |
| "", |
| nullptr, |
| nullptr, |
| nullptr |
| } |
| }; |
| |
| template<> |
| const GemmImplementation<int8_t, float, DequantizeFloat> *gemm_implementation_list<int8_t, float, DequantizeFloat>() { |
| return gemm_s8fp32_methods; |
| } |
| |
| template UniqueGemmCommon<int8_t, float> gemm<int8_t, float, DequantizeFloat>(const GemmArgs &args, const DequantizeFloat &os); |
| template KernelDescription get_gemm_method<int8_t, float, DequantizeFloat>(const GemmArgs &args, const DequantizeFloat &os); |
| template std::vector<KernelDescription> get_compatible_kernels<int8_t, float, DequantizeFloat>(const GemmArgs &args, const DequantizeFloat &os); |
| |
| } // namespace arm_gemm |
| |
| #endif // __aarch64__ |