From 4ee8b1599dbaf7634d25607fa5ac96ba3dc6b0f2 Mon Sep 17 00:00:00 2001 From: Georgios Pinitas Date: Fri, 16 Jul 2021 16:16:43 +0100 Subject: Update GEMM assembly kernels - Introduce Fp32 kernels with internal calculations in Bfloat16 when fast_mode is enabled - Improve kernel selection heuristics Signed-off-by: Georgios Pinitas Change-Id: I68a9e7e862b6fd2721b46e0d7cc791091c4ab279 Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/5965 Tested-by: Arm Jenkins Comments-Addressed: Arm Jenkins --- .../kernels/sve_interleaved_u8u32_dot_8x3VL.hpp | 75 ++++++++++++++++------ 1 file changed, 57 insertions(+), 18 deletions(-) (limited to 'src/core/NEON/kernels/arm_gemm/kernels/sve_interleaved_u8u32_dot_8x3VL.hpp') diff --git a/src/core/NEON/kernels/arm_gemm/kernels/sve_interleaved_u8u32_dot_8x3VL.hpp b/src/core/NEON/kernels/arm_gemm/kernels/sve_interleaved_u8u32_dot_8x3VL.hpp index 7d39485164..f66a9bf51e 100644 --- a/src/core/NEON/kernels/arm_gemm/kernels/sve_interleaved_u8u32_dot_8x3VL.hpp +++ b/src/core/NEON/kernels/arm_gemm/kernels/sve_interleaved_u8u32_dot_8x3VL.hpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2019-2020 Arm Limited. + * Copyright (c) 2019-2021 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -10,64 +10,103 @@ * 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 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. + * 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. */ #pragma once #ifdef ARM_COMPUTE_ENABLE_SVE - -#include #include "../std_transforms_sve.hpp" +#include "../performance_parameters.hpp" -namespace arm_gemm { +#define ARGLIST \ + const uint8_t *, const uint8_t *, \ + uint32_t *, int, int, int +namespace arm_gemm +{ // Actual kernel implementations -void sve_interleaved_u8u32_dot_8x3VL(const uint8_t *, const uint8_t *, uint32_t *, int, int, int); +void sve_interleaved_u8u32_dot_8x3VL( ARGLIST ); -class cls_sve_interleaved_u8u32_dot_8x3VL { +class cls_sve_interleaved_u8u32_dot_8x3VL +{ public: typedef uint8_t operand_type; typedef uint32_t result_type; - typedef void (*kern_type)(const uint8_t *, const uint8_t *, uint32_t *, int, int, int); + typedef void (*kern_type)( ARGLIST ); /* Kernel blocking parameters */ + static constexpr unsigned int out_height() + { + return 8; + } + static unsigned int out_width() { return get_vector_length() * 3; } - static unsigned int out_height() + static unsigned int stripe_width() { - return 8; + return get_vector_length(); } - static unsigned int k_unroll() + static constexpr unsigned int k_unroll() { return 4; } - // Use the standard fixed size transforms. + StdTransformsSVE transforms = {}; StdTransformsSVE transforms_quantized = {}; + template + static inline PerformanceParameters get_performance_parameters(const CPUInfo *ci) + { - kern_type kernel=sve_interleaved_u8u32_dot_8x3VL; + if (std::is_same::value) { + switch (ci->get_cpu_model()) { + default: + return { 31.66, 4.11, 7.94 }; + case CPUModel::A510: + return { 27.44, 3.41, 2.90 }; + case CPUModel::V1: + return { 63.30, 4.97, 11.52 }; + } + } + + + if (std::is_same::value) { + switch (ci->get_cpu_model()) { + default: + return { 31.67, 4.04, 0.50 }; + case CPUModel::A510: + return { 27.45, 1.65, 0.28 }; + case CPUModel::V1: + return { 63.35, 4.96, 0.77 }; + } + } + + return { 1.0 }; + } + // Default to the generic kernel + kern_type kernel=sve_interleaved_u8u32_dot_8x3VL; cls_sve_interleaved_u8u32_dot_8x3VL(const CPUInfo *) { - } }; } // namespace arm_gemm +#undef ARGLIST + #endif // ARM_COMPUTE_ENABLE_SVE -- cgit v1.2.1