/* * Copyright (c) 2017-2018 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/a64_interleaved_bf16fp32_dot_12x8.hpp" #include "kernels/a64_interleaved_bf16fp32_mmla_12x8.hpp" #include "kernels/a64_sgemm_12x8.hpp" #include "kernels/a32_sgemm_8x6.hpp" #include "kernels/sve_interleaved_bf16fp32_dot_3VLx8.hpp" #include "kernels/sve_interleaved_bf16fp32_mmla_3VLx8.hpp" #include "kernels/sve_native_bf16fp32_dot_4VLx4.hpp" #include "kernels/sve_hybrid_bf16fp32_dot_4VLx4.hpp" #include "kernels/sve_hybrid_bf16fp32_mmla_4VLx4.hpp" #include "kernels/sve_hybrid_bf16fp32_mmla_6VLx2.hpp" #include "kernels/sve_hybrid_bf16fp32_mmla_8VLx2.hpp" #include "bfloat.hpp" namespace arm_gemm { static const GemmImplementation gemm_bf16_methods[] = { #ifdef V8P6_BF # ifdef __ARM_FEATURE_SVE { GemmMethod::GEMM_HYBRID, "hybrid_bf16fp32_mmla_6VLx2", [](const GemmArgs &args) { return (args._Ksize>=8 && !args._trA && args._pretransposed_hint); }, [](const GemmArgs &args) { return ((args._Msize <= 4) && (args._Nsize <= hybrid_bf16fp32_mmla_6VLx2::out_width())); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, "hybrid_bf16fp32_mmla_8VLx2", [](const GemmArgs &args) { return (args._Ksize>=8 && !args._trA && args._pretransposed_hint); }, [](const GemmArgs &args) { return (args._Msize <= 4); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, "hybrid_bf16fp32_mmla_4VLx4", [](const GemmArgs &args) { return (args._Ksize>=8 && !args._trA && args._pretransposed_hint); }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { GemmMethod::GEMM_HYBRID, "hybrid_bf16fp32_dot_4VLx4", [](const GemmArgs &args) { return (args._Ksize>=8 && !args._trA && args._pretransposed_hint); }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)); }, [](const GemmArgs &args) { return new GemmHybrid(args); } }, { // gemm_bf16_native GemmMethod::GEMM_NATIVE, "native_bf16fp32_dot_4VLx4", [](const GemmArgs &args) { return (args._Ksize>=8 && !args._trA && !args._trB); }, [](const GemmArgs &args) { return ((args._Ksize <= 128) && (args._Nsize <= 128)); }, [](const GemmArgs &args) { return new GemmNative(args); } }, { // gemm_bf16_interleaved GemmMethod::GEMM_INTERLEAVED, "interleaved_bf16fp32_mmla_3VLx8", [](const GemmArgs &args) { return (args._Ksize>4); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { // gemm_bf16_interleaved GemmMethod::GEMM_INTERLEAVED, "interleaved_bf16fp32_dot_3VLx8", [](const GemmArgs &args) { return (args._Ksize>2); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, # endif // SVE { // gemm_bf16_interleaved GemmMethod::GEMM_INTERLEAVED, "interleaved_bf16fp32_mmla_12x8", [](const GemmArgs &args) { return (args._Ksize>4); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { // gemm_bf16_interleaved GemmMethod::GEMM_INTERLEAVED, "interleaved_bf16fp32_dot_12x8", [](const GemmArgs &args) { return (args._Ksize>2); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif // V8P6_BF #ifdef __aarch64__ { GemmMethod::GEMM_INTERLEAVED, "sgemm_12x8", nullptr, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #elif defined(__arm__) { GemmMethod::GEMM_INTERLEAVED, "sgemm_8x6", nullptr, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #else # error "Unknown Architecture" #endif { GemmMethod::DEFAULT, "", nullptr, nullptr, nullptr } }; template<> const GemmImplementation *gemm_implementation_list() { return gemm_bf16_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