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author | ramelg01 <ramy.elgammal@arm.com> | 2022-04-07 02:42:52 +0100 |
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committer | Ramy Elgammal <ramy.elgammal@arm.com> | 2022-04-26 15:51:22 +0000 |
commit | 8a164884dddf769643cf3b9f7f94e43cb4f3c20b (patch) | |
tree | 35958dd48b6df1a851c880dad2b2ce285671b611 /src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp | |
parent | c827e99fc46521f43719b0c2d1b6f05d66abf68c (diff) | |
download | ComputeLibrary-8a164884dddf769643cf3b9f7f94e43cb4f3c20b.tar.gz |
Update Neon™ depthwise kernel
- Reduce duplication and simplify overall structure.
- Improve multi-threaded performance by sharing more data
in lower-level caches.
Partially Resolves: COMPMID-5054
Signed-off-by: Ramy Elgammal <ramy.elgammal@arm.com>
Change-Id: Iac747f39b21c540122fa75218762631c4d787911
Reviewed-on: https://review.mlplatform.org/c/ml/ComputeLibrary/+/7449
Tested-by: Arm Jenkins <bsgcomp@arm.com>
Reviewed-by: Andrew Mundy
Reviewed-by: Sheri Zhang <sheri.zhang@arm.com>
Comments-Addressed: Arm Jenkins <bsgcomp@arm.com>
Diffstat (limited to 'src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp')
-rw-r--r-- | src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp | 51 |
1 files changed, 26 insertions, 25 deletions
diff --git a/src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp b/src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp index 0fde00ba37..22b6b657a5 100644 --- a/src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp +++ b/src/core/NEON/kernels/arm_conv/depthwise/kernels/a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst.hpp @@ -1,5 +1,5 @@ /* - * Copyright (c) 2021 Arm Limited. + * Copyright (c) 2021-2022 Arm Limited. * * SPDX-License-Identifier: MIT * @@ -34,39 +34,40 @@ namespace arm_conv { namespace depthwise { -void a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst_impl(const int8_t *const *, int8_t *const *, const void *, uint64_t, const arm_gemm::Requantize32&); +void a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst_impl(unsigned int, const int8_t *const *, const int8_t *, const int32_t *, const arm_gemm::Requantize32&, const int32_t *, const int32_t *, int8_t *const *); -struct a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst +class a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst : public DepthwiseDepthfirstStrategy<int8_t, int8_t, int8_t, int32_t> { - typedef int32_t bias_type; - typedef int8_t input_type; - typedef int8_t weight_type; - typedef int8_t return_type; - - constexpr static arm_gemm::VLType vl_type = arm_gemm::VLType::None; - - typedef void (*kern_type)(const int8_t *const *, int8_t *const *, const void *, uint64_t, const arm_gemm::Requantize32&); - typedef void (*parameter_packing_fn)(unsigned int, void *, const int32_t *, const int8_t *, const arm_gemm::Requantize32 &, size_t, size_t); - typedef size_t (*parameter_sizing_fn)(const DepthwiseArgs &); + using Parent = DepthwiseDepthfirstStrategy<int8_t, int8_t, int8_t, int32_t>; + public: constexpr static unsigned int kernel_rows = 3; constexpr static unsigned int kernel_cols = 3; constexpr static unsigned int stride_rows = 1; constexpr static unsigned int stride_cols = 1; - constexpr static unsigned int output_rows = 2; - constexpr static unsigned int output_cols = 2; - - constexpr static unsigned int input_rows = 4; - constexpr static unsigned int input_cols = 4; - - constexpr static parameter_packing_fn pack_parameters = interleave_a64_s8q_3x3_dot::pack_parameters; - constexpr static parameter_sizing_fn get_packed_size = interleave_a64_s8q_3x3_dot::get_packed_size; - - kern_type kernel = a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst_impl; - - a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst(const CPUInfo *) {} + a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst(const CPUInfo *) : Parent(2, 2, 3, 3, 1, 1) {} + + arm_gemm::VLType get_vl_type(void) const override { return arm_gemm::VLType::None; } + + Parent::KernelType kernel = a64_s8qs_nhwc_3x3_s1_output2x2_dot_depthfirst_impl; + Parent::KernelType get_kernel(void) const override { return kernel; } + size_t get_storage_size(const DepthwiseArgs &args) const override + { + return interleave_a64_s8q_3x3_dot::get_packed_size(args); + } + + void pack_parameters( + const DepthwiseArgs &args, void *buffer, const void *biases, const arm_gemm::Requantize32 &qp, + const void *weights, size_t ld_weight_col, size_t ld_weight_row + ) const override + { + interleave_a64_s8q_3x3_dot::pack_parameters( + args.input_channels, buffer, reinterpret_cast<const int32_t *>(biases), + reinterpret_cast<const int8_t *>(weights), qp, ld_weight_col, ld_weight_row + ); + } }; } // namespace depthwise |