/* * Copyright (c) 2017-2020, 2022-2023 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. */ // This can only be built if the target/compiler supports FP16 arguments. #if defined(__aarch64__) && (defined(FP16_KERNELS) || defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC)) #include "arm_gemm.hpp" #include "gemm_common.hpp" #include "gemm_hybrid.hpp" #include "gemm_hybrid_indirect.hpp" #include "gemm_implementation.hpp" #include "gemm_interleaved.hpp" #include "gemv_pretransposed.hpp" #include "kernels/a32_sgemm_8x6.hpp" #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS #include "kernels/a64_ffhybrid_fp16_mla_6x32.hpp" #include "kernels/a64_ffinterleaved_fp16_mla_8x24.hpp" #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS #include "kernels/a64_hgemm_8x24.hpp" #include "kernels/a64_hybrid_fp16_mla_6x32.hpp" #include "kernels/a64_sgemm_8x12.hpp" #ifdef ARM_COMPUTE_ENABLE_SME2 #include "kernels/sme2_gemv_fp16fp32fp16_dot_16VL.hpp" #include "kernels/sme2_interleaved_nomerge_fp16fp32fp16_mopa_1VLx4VL.hpp" #include "kernels/sme2_interleaved_nomerge_fp16fp32fp16_mopa_2VLx2VL.hpp" #include "kernels/sme2_interleaved_nomerge_fp16fp32fp16_mopa_4VLx1VL.hpp" #endif // ARM_COMPUTE_ENABLE_SME2 #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS #include "kernels/sve_ffhybrid_fp16_mla_6x4VL.hpp" #include "kernels/sve_ffinterleaved_fp16_mla_8x3VL.hpp" #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS #include "kernels/sve_hybrid_fp16_mla_6x4VL.hpp" #include "kernels/sve_interleaved_fp16_mla_8x3VL.hpp" namespace arm_gemm { static const GemmImplementation<__fp16, __fp16> gemm_fp16_methods[] = { #ifdef ARM_COMPUTE_ENABLE_SVE #ifdef ARM_COMPUTE_ENABLE_SME2 { GemmMethod::GEMM_HYBRID, "sme2_gemv_fp16fp32fp16_dot_16VL", [](const GemmArgs &args) { return args._ci->has_sme2() && args._Msize==1 && args._nbatches==1 && !args._indirect_input; }, nullptr, [](const GemmArgs &args) { return new GemvPretransposed(args); } }, { GemmMethod::GEMM_INTERLEAVED, "sme2_interleaved_nomerge_fp16fp32fp16_mopa_4VLx1VL", [](const GemmArgs &args) { return args._ci->has_sme2(); }, [](const GemmArgs &args) { const auto VL = sme::get_vector_length(); return args._Nsize <= VL || (2*VL < args._Nsize && args._Nsize <= 3*VL); }, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { GemmMethod::GEMM_INTERLEAVED, "sme2_interleaved_nomerge_fp16fp32fp16_mopa_1VLx4VL", [](const GemmArgs &args) { return args._ci->has_sme2(); }, [](const GemmArgs &args) { const auto VL = sme::get_vector_length(); return args._Msize <= VL || (2*VL < args._Msize && args._Msize <= 3*VL); }, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, { GemmMethod::GEMM_INTERLEAVED, "sme2_interleaved_nomerge_fp16fp32fp16_mopa_2VLx2VL", [](const GemmArgs &args) { return args._ci->has_sme2(); }, nullptr, [](const GemmArgs &args) { return new GemmInterleaved(args); } }, #endif // ARM_COMPUTE_ENABLE_SME2 GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_HYBRID, "sve_hybrid_fp16_mla_6x4VL", [](const GemmArgs &args) { return args._ci->has_sve(); }, [](const GemmArgs &args) { return GemmHybridIndirect::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect(args); } ), GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_interleaved_fp16_mla_8x3VL", [](const GemmArgs &args) { return args._ci->has_sve() && (args._Ksize > 4); }, [](const GemmArgs &args) { return GemmInterleaved::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved(args); } ), #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "sve_ffinterleaved_fp16_mla_8x3VL", KernelWeightFormat::VL1VL_BL16, [](const GemmArgs &args) { return args._ci->has_sve(); }, [](const GemmArgs &args) { return GemmInterleavedFixedFormat::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmInterleavedFixedFormat(args); } ), GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_HYBRID, "sve_ffhybrid_fp16_mla_6x4VL", KernelWeightFormat::VL1VL_BL16, [](const GemmArgs &args) { return args._ci->has_sve(); }, [](const GemmArgs &args) { return GemmHybridIndirectFixedFormat::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirectFixedFormat(args); } ), #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS #endif // ARM_COMPUTE_ENABLE_SVE #if defined(__aarch64__) GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_HYBRID, "a64_hybrid_fp16_mla_6x32", [](const GemmArgs &args) { return args._ci->has_fp16(); }, [](const GemmArgs &args) { return GemmHybridIndirect::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirect(args); } ), GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_hgemm_8x24", [](const GemmArgs &args) { return args._ci->has_fp16(); }, [](const GemmArgs &args) { return GemmInterleaved::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmInterleaved(args); } ), #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_INTERLEAVED, "a64_ffinterleaved_fp16_mla_8x24", KernelWeightFormat::VL128_BL16, [](const GemmArgs &args) { return args._ci->has_fp16(); }, [](const GemmArgs &args) { return GemmInterleavedFixedFormat::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmInterleavedFixedFormat(args); } ), GemmImplementation<__fp16, __fp16>::with_estimate( GemmMethod::GEMM_HYBRID, "a64_ffhybrid_fp16_mla_6x32", KernelWeightFormat::VL128_BL16, [](const GemmArgs &args) { return args._ci->has_fp16(); }, [](const GemmArgs &args) { return GemmHybridIndirectFixedFormat::estimate_cycles<__fp16>(args); }, [](const GemmArgs &args) { return new GemmHybridIndirectFixedFormat(args); } ), #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS { GemmMethod::GEMM_INTERLEAVED, "a64_sgemm_8x12", nullptr, [](const GemmArgs &args) { return !args._ci->has_fp16(); }, [](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 // not AArch64 or AArch32 # error Unknown Architecture #endif { GemmMethod::DEFAULT, "", nullptr, nullptr, nullptr, } }; template<> const GemmImplementation<__fp16, __fp16> *gemm_implementation_list<__fp16, __fp16>() { return gemm_fp16_methods; } /* Explicitly instantiate the external functions for these types. */ template UniqueGemmCommon<__fp16, __fp16> gemm<__fp16, __fp16, Nothing>(const GemmArgs &args, const Nothing &); template bool has_opt_gemm<__fp16, __fp16, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &); template KernelDescription get_gemm_method<__fp16, __fp16, Nothing>(const GemmArgs &args, const Nothing &); template std::vector get_compatible_kernels<__fp16, __fp16, Nothing>(const GemmArgs &args, const Nothing &); } // namespace arm_gemm #endif // defined(__aarch64__) && (defined(FP16_KERNELS) || defined(__ARM_FEATURE_FP16_VECTOR_ARITHMETIC))