| /* |
| * 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. |
| */ |
| #include "arm_gemm.hpp" |
| #include "bfloat.hpp" |
| #include "gemm_common.hpp" |
| #include "gemm_hybrid.hpp" |
| #include "gemm_hybrid_indirect.hpp" |
| #include "gemm_implementation.hpp" |
| #include "gemm_interleaved.hpp" |
| #include "gemv_batched.hpp" |
| #include "gemv_pretransposed.hpp" |
| |
| #include "kernels/a32_sgemm_8x6.hpp" |
| |
| #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| #include "kernels/a64_ffhybrid_bf16fp32_mmla_6x16.hpp" |
| #include "kernels/a64_ffinterleaved_bf16fp32_dot_8x12.hpp" |
| #include "kernels/a64_ffinterleaved_bf16fp32_mmla_8x12.hpp" |
| #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| #include "kernels/a64_hybrid_bf16fp32_dot_6x16.hpp" |
| #include "kernels/a64_hybrid_bf16fp32_mmla_6x16.hpp" |
| #include "kernels/a64_interleaved_bf16fp32_dot_8x12.hpp" |
| #include "kernels/a64_interleaved_bf16fp32_mmla_8x12.hpp" |
| #include "kernels/a64_sgemm_8x12.hpp" |
| |
| #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| #include "kernels/sve_ffhybrid_bf16fp32_mmla_6x4VL.hpp" |
| #include "kernels/sve_ffinterleaved_bf16fp32_mmla_8x3VL.hpp" |
| #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| |
| #ifdef ARM_COMPUTE_ENABLE_SVE |
| #ifdef ARM_COMPUTE_ENABLE_SME2 |
| #include "kernels/sme2_gemv_bf16fp32_dot_16VL.hpp" |
| #include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL.hpp" |
| #include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL.hpp" |
| #include "kernels/sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL.hpp" |
| #endif // ARM_COMPUTE_ENABLE_SME2 |
| |
| #include "kernels/sve_ffhybrid_bf16fp32_mmla_6x4VL.hpp" |
| #include "kernels/sve_ffinterleaved_bf16fp32_mmla_8x3VL.hpp" |
| #include "kernels/sve_hybrid_bf16fp32_dot_6x4VL.hpp" |
| #include "kernels/sve_hybrid_bf16fp32_mmla_6x4VL.hpp" |
| #include "kernels/sve_interleaved_bf16fp32_dot_8x3VL.hpp" |
| #include "kernels/sve_interleaved_bf16fp32_mmla_8x3VL.hpp" |
| #endif // ARM_COMPUTE_ENABLE_SVE |
| |
| namespace arm_gemm { |
| |
| static const GemmImplementation<bfloat16, float> gemm_bf16_methods[] = |
| { |
| #ifdef __aarch64__ |
| #ifdef ARM_COMPUTE_ENABLE_BF16 |
| #ifdef ARM_COMPUTE_ENABLE_SVE |
| #ifdef ARM_COMPUTE_ENABLE_SME2 |
| // SME kernels |
| { |
| GemmMethod::GEMM_HYBRID, |
| "sme2_gemv_bf16fp32_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<cls_sme2_gemv_bf16fp32_dot_16VL, bfloat16, float>(args); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL", |
| [](const GemmArgs &args) { return args._ci->has_sme2(); }, |
| [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>(); |
| return args._Nsize >= 8*VL || args._Msize <= VL || (2*VL < args._Msize && args._Msize <= 3*VL); }, |
| [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_1VLx4VL, bfloat16, float>(args); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL", |
| [](const GemmArgs &args) { return args._ci->has_sme2(); }, |
| [](const GemmArgs &args) { const auto VL = sme::get_vector_length<float>(); |
| return args._Nsize <= VL || (2*VL < args._Nsize && args._Nsize <= 3*VL); }, |
| [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_4VLx1VL, bfloat16, float>(args); } |
| }, |
| { |
| GemmMethod::GEMM_INTERLEAVED, |
| "sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL", |
| [](const GemmArgs &args) { return args._ci->has_sme2(); }, |
| nullptr, |
| [](const GemmArgs &args) { return new GemmInterleavedNoMerge<cls_sme2_interleaved_nomerge_bf16fp32_mopa_2VLx2VL, bfloat16, float>(args); } |
| }, |
| #endif // ARM_COMPUTE_ENABLE_SME2 |
| // gemm_bf16_interleaved |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_interleaved_bf16fp32_mmla_8x3VL", |
| [](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>4); }, |
| [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_mmla_8x3VL, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_HYBRID, |
| "sve_hybrid_bf16fp32_mmla_6x4VL", |
| [](const GemmArgs &args) { return args._ci->has_svebf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_mmla_6x4VL, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_HYBRID, |
| "sve_hybrid_bf16fp32_dot_6x4VL", |
| [](const GemmArgs &args) { return args._ci->has_svebf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirect<cls_sve_hybrid_bf16fp32_dot_6x4VL, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_interleaved_bf16fp32_dot_8x3VL", |
| [](const GemmArgs &args) { return args._ci->has_svebf16() && (args._Ksize>2); }, |
| [](const GemmArgs &args) { return GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleaved<cls_sve_interleaved_bf16fp32_dot_8x3VL, bfloat16, float>(args); } |
| ), |
| #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_ffinterleaved_bf16fp32_mmla_8x3VL", |
| KernelWeightFormat::VL2VL_BL64, |
| [](const GemmArgs &args) { return args._ci->has_svebf16(); }, |
| [](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_mmla_8x3VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_sve_ffinterleaved_bf16fp32_mmla_8x3VL, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "sve_ffhybrid_bf16fp32_mmla_6x4VL", |
| KernelWeightFormat::VL2VL_BL64, |
| [](const GemmArgs &args) { return args._ci->has_svebf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirectFixedFormat<cls_sve_ffhybrid_bf16fp32_mmla_6x4VL, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirectFixedFormat<cls_sve_ffhybrid_bf16fp32_mmla_6x4VL, bfloat16, float>(args); } |
| ), |
| #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| #endif // ARM_COMPUTE_ENABLE_SVE |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_HYBRID, |
| "a64_hybrid_bf16fp32_mmla_6x16", |
| [](const GemmArgs &args) { return args._ci->has_bf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_mmla_6x16, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_interleaved_bf16fp32_mmla_8x12", |
| [](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>4); }, |
| [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_mmla_8x12, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_HYBRID, |
| "a64_hybrid_bf16fp32_dot_6x16", |
| [](const GemmArgs &args) { return args._ci->has_bf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirect<cls_a64_hybrid_bf16fp32_dot_6x16, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_interleaved_bf16fp32_dot_8x12", |
| [](const GemmArgs &args) { return args._ci->has_bf16() && (args._Ksize>2); }, |
| [](const GemmArgs &args) { return GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_interleaved_bf16fp32_dot_8x12, bfloat16, float>(args); } |
| ), |
| #ifdef ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_ffinterleaved_bf16fp32_mmla_8x12", |
| KernelWeightFormat::VL256_BL64, |
| [](const GemmArgs &args) { return args._ci->has_bf16(); }, |
| [](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_mmla_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_mmla_8x12, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_ffhybrid_bf16fp32_mmla_6x16", |
| KernelWeightFormat::VL256_BL64, |
| [](const GemmArgs &args) { return args._ci->has_bf16(); }, |
| [](const GemmArgs &args) { return GemmHybridIndirectFixedFormat<cls_a64_ffhybrid_bf16fp32_mmla_6x16, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmHybridIndirectFixedFormat<cls_a64_ffhybrid_bf16fp32_mmla_6x16, bfloat16, float>(args); } |
| ), |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_ffinterleaved_bf16fp32_dot_8x12", |
| KernelWeightFormat::VL128_BL32, |
| [](const GemmArgs &args) { return args._ci->has_bf16(); }, |
| [](const GemmArgs &args) { return GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_dot_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleavedFixedFormat<cls_a64_ffinterleaved_bf16fp32_dot_8x12, bfloat16, float>(args); } |
| ), |
| #endif // ARM_COMPUTE_ENABLE_FIXED_FORMAT_KERNELS |
| GemmImplementation<bfloat16, float>::with_estimate( |
| GemmMethod::GEMM_INTERLEAVED, |
| "a64_sgemm_8x12", |
| nullptr, |
| [](const GemmArgs &args) { return GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>::estimate_cycles<bfloat16>(args); }, |
| [](const GemmArgs &args) { return new GemmInterleaved<cls_a64_sgemm_8x12, bfloat16, float>(args); } |
| ), |
| #endif // ARM_COMPUTE_ENABLE_BF16 |
| #endif // __aarch64__ |
| { |
| GemmMethod::DEFAULT, |
| "", |
| nullptr, |
| nullptr, |
| nullptr |
| } |
| }; |
| |
| template<> |
| const GemmImplementation<bfloat16, float> *gemm_implementation_list<bfloat16, float>() { |
| return gemm_bf16_methods; |
| } |
| |
| /* Explicitly instantiate the external functions for these types. */ |
| template UniqueGemmCommon<bfloat16, float> gemm<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &); |
| template bool has_opt_gemm<bfloat16, float, Nothing>(WeightFormat &weight_format, const GemmArgs &args, const Nothing &); |
| template KernelDescription get_gemm_method<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &); |
| template std::vector<KernelDescription> get_compatible_kernels<bfloat16, float, Nothing>(const GemmArgs &args, const Nothing &); |
| |
| } // namespace arm_gemm |