/* * Copyright (c) 2017-2019 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. */ #include "arm_gemm.hpp" #include "gemm_common.hpp" #include "gemm_hybrid.hpp" #include "gemm_implementation.hpp" #include "gemm_interleaved.hpp" #include "gemm_native.hpp" #include "gemv_batched.hpp" #include "gemv_native_transposed.hpp" #include "gemv_pretransposed.hpp" #include "kernels/a32_sgemm_8x6.hpp" #include "kernels/a64_hybrid_fp32_mla_16x4.hpp" #include "kernels/a64_sgemm_12x8.hpp" #include "kernels/a64_sgemm_native_16x4.hpp" #include "kernels/a64_sgemm_nativeA_pretransposeB_16x4.hpp" #include "kernels/a64_sgemv_pretransposed.hpp" #include "kernels/a64_sgemv_trans.hpp" #include "kernels/sve_hybrid_fp32_mla_4VLx4.hpp" #include "kernels/sve_interleaved_fp32_mla_3VLx8.hpp" #include "kernels/sve_native_fp32_mla_4VLx4.hpp" #include "kernels/sve_smallK_fp32_mla_1VLx4.hpp" #include "kernels/sve_smallK_hybrid_fp32_mla_1VLx4.hpp" namespace arm_gemm { static const GemmImplementation gemm_fp32_methods[] = { { GemmMethod::GEMV_BATCHED, "gemv_batched", [](const GemmArgs &args) { return (args._Msize==1) && (args._nbatches>1); }, nullptr, [](const GemmArgs &args) { return new GemvBatched(args); } }, #ifdef __aarch64__ { GemmMethod::GEMV_PRETRANSPOSED, "sgemv_pretransposed", [](const GemmArgs &args) { return (args._Msize==1 && args._alpha==1.0f && args._pretransposed_hint && args._nbatches==1); }, nullptr, [](const GemmArgs &args) { return new GemvPretransposed(args); } }, { GemmMethod::GEMV_NATIVE_TRANSPOSED, "sgemv_trans", [](const GemmArgs &args) { return (args._Msize==1 && args._alpha==1.0f && !args._trA && !args._trB && args._nbatches==1); }, nullptr, [](const GemmArgs &args) { return new GemvNativeTransposed(args); } }, #ifdef __ARM_FEATURE_SVE // SVE smallk / native / hybrid methods { GemmMethod::GEMM_HYBRID, "smallK_hybrid_fp32_mla_1VLx4", [](const GemmArgs &args) { return (args._Ksize <= 24) && !args._trA && args._alpha==1.0f && args._pretransposed_hint; }, nullptr, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, "hybrid_fp32_mla_4VLx4", [](const GemmArgs &args) { return (args._Ksize >= 4) && (args._alpha == 1.0f) && !args._trA && args._pretransposed_hint; }, [](const GemmArgs &args) { return ((args._Ksize <= 256) && (args._Nsize <= 256)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_NATIVE, "smallK_fp32_mla_1VLx4", [](const GemmArgs &args) { return (args._Ksize <= 24) && !args._trA && !args._trB && args._alpha==1.0f; }, nullptr, [](const GemmArgs &args) { return new GemmNative(args); } }, { GemmMethod::GEMM_NATIVE, "native_fp32_mla_4VLx4", [](const GemmArgs &args) { return (args._Ksize>4 && args._alpha==1.0f && !args._trA && !args._trB); }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmNative(args); } }, #endif // __ARM_FEATURE_SVE // NEON native / hybrid methods { GemmMethod::GEMM_HYBRID, "sgemm_nativeA_pretransposeB_16x4", [](const GemmArgs &args) { return (args._Ksize >= 4) && (args._alpha == 1.0f) && !args._trA && args._pretransposed_hint; }, [](const GemmArgs &args) { return ((args._Ksize <= 256) && (args._Nsize <= 256)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, "hybrid_fp32_mla_16x4", [](const GemmArgs &args) { return (args._Ksize >= 4) && (args._alpha == 1.0f) && !args._trA && args._pretransposed_hint; }, [](const GemmArgs &args) { return ((args._Ksize <= 256) && (args._Nsize <= 256)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_NATIVE, "sgemm_native_16x4", [](const GemmArgs &args) { return (args._Ksize>4 && (args._Nsize % 16)==0 && args._alpha==1.0f && !args._trA && !args._trB); }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)) || ((args._nmulti > 1) && ((args._Msize / args._maxthreads) < 8)); }, [](const GemmArgs &args) { return new GemmNative(args); } }, #ifdef __ARM_FEATURE_SVE { GemmMethod::GEMM_INTERLEAVED, "interleaved_fp32_mla_3VLx8", [](const GemmArgs &args) { return (args._Ksize>4); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif // __ARM_FEATURE_SVE { GemmMethod::GEMM_INTERLEAVED, "sgemm_12x8", nullptr, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif // __aarch64__ #ifdef __arm__ { GemmMethod::GEMM_INTERLEAVED, "sgemm_8x6", nullptr, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif // __arm__ { GemmMethod::DEFAULT, "", nullptr, nullptr, nullptr } }; /* Templated function to return this list. */ template<> const GemmImplementation *gemm_implementation_list() { return gemm_fp32_methods; } /* Explicitly instantiate the external functions for these types. */ template UniqueGemmCommon gemm(const GemmArgs &args, const Nothing &); template KernelDescription get_gemm_method(const GemmArgs &args, const Nothing &); template std::vector get_compatible_kernels (const GemmArgs &args, const Nothing &); } // namespace arm_gemm