/* * Copyright (c) 2019-2020 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_hybrid_u8u32_dot_16x4.hpp" #include "kernels/a64_smallK_hybrid_u8u32_dot_4x6.hpp" #include "kernels/a64_smallK_hybrid_u8u32_dot_4x8.hpp" #include "kernels/sve_hybrid_u8u32_dot_4VLx4.hpp" #include "kernels/sve_smallK_hybrid_u8u32_dot_1VLx8.hpp" #include "gemm_hybrid_quantized.hpp" #include "quantize_wrapper.hpp" namespace arm_gemm { static const GemmImplementation gemm_quint8_methods[] = { #ifdef __ARM_FEATURE_SVE { GemmMethod::GEMM_HYBRID_QUANTIZED, "smallK_hybrid_u8u32_dot_1VLx8", [](const GemmArgs &args, const Requantize32 &) { return args._Ksize<=64; }, nullptr, [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized(args, qp); } }, { GemmMethod::GEMM_HYBRID_QUANTIZED, "hybrid_u8u32_dot_4VLx4", [](const GemmArgs &args, const Requantize32 &) { return args._Ksize>=16; }, [](const GemmArgs &args, const Requantize32 &) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized(args, qp); } }, #endif { GemmMethod::GEMM_HYBRID_QUANTIZED, "smallK_hybrid_u8u32_dot_4x8", [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize<=32); }, nullptr, [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized(args, qp); } }, { GemmMethod::GEMM_HYBRID_QUANTIZED, "smallK_hybrid_u8u32_dot_4x6", [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod() && (args._Nsize % 4 == 0) && (args._Ksize>32) && (args._Ksize<=64); }, nullptr, [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized(args, qp); } }, { GemmMethod::GEMM_HYBRID_QUANTIZED, "hybrid_u8u32_dot_16x4", [](const GemmArgs &args, const Requantize32 &) { return args._ci->has_dotprod() && args._Ksize>=16; }, [](const GemmArgs &args, const Requantize32 &) { return ((args._Nsize<=256) && (args._Ksize>128)) || (args._maxthreads >= 8); }, [](const GemmArgs &args, const Requantize32 &qp) { return new GemmHybridQuantized(args, qp); } }, /** QUANTIZE_WRAPPER_2D enables 2D parallelisation hint for IScheduler in NEGEMMAssemblyDispatch */ { GemmMethod::QUANTIZE_WRAPPER_2D, "quantized_wrapper_2d", nullptr, [](const GemmArgs &args, const Requantize32 &) { return (args._maxthreads >= 8) && (args._Msize >= 8) && (args._Nsize >= 8);}, [](const GemmArgs &args, const Requantize32 &qp) { return new QuantizeWrapper(args, qp); } }, { GemmMethod::QUANTIZE_WRAPPER, "quantized_wrapper", nullptr, nullptr, [](const GemmArgs &args, const Requantize32 &qp) { return new QuantizeWrapper(args, qp); } }, { GemmMethod::DEFAULT, "", nullptr, nullptr, nullptr } }; template<> const GemmImplementation *gemm_implementation_list() { return gemm_quint8_methods; } template UniqueGemmCommon gemm(const GemmArgs &args, const Requantize32 &os); template KernelDescription get_gemm_method(const GemmArgs &args, const Requantize32 &os); template std::vector get_compatible_kernels(const GemmArgs &args, const Requantize32 &os); } // namespace arm_gemm #endif // __aarch64__