/* * Copyright (c) 2021, 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. */ #if defined(__aarch64__) #include "arm_gemm.hpp" #include "utils.hpp" #include "depthwise.hpp" #include namespace arm_conv { namespace depthwise { struct interleave_a64_s8q_3x3_dot { static size_t get_packed_size(const DepthwiseArgs &); static void pack_parameters(unsigned int n_channels, void *outptr, const int32_t *bias, const int8_t *weights, const arm_gemm::Requantize32 &qp, size_t ld_weight_col, size_t ld_weight_row); }; size_t interleave_a64_s8q_3x3_dot::get_packed_size(const DepthwiseArgs &args) { // We store 7 vectors for every of channels. const unsigned int n = arm_gemm::roundup( arm_gemm::iceildiv((long unsigned int) args.input_channels * args.channel_multiplier, get_vector_length(arm_gemm::VLType::None)), 4lu ); return n * 7 * get_vector_length(arm_gemm::VLType::None); } void interleave_a64_s8q_3x3_dot::pack_parameters(unsigned int n_channels, void *outptr, const int32_t *bias, const int8_t *weights, const arm_gemm::Requantize32 &qp, size_t ld_weight_col, size_t ld_weight_row) { __asm__ __volatile__( "cmp %x[ld_weight_col], XZR\n" "csel %x[ld_weight_col], %x[ld_weight_col], %x[n_channels], NE\n" "movi v16.4s, #0x9\n" "movi v31.16b, #0x0\n" "mov x21, #0x3\n" "mul x21, %x[ld_weight_col], x21\n" "add x20, %x[qp], %[offsetof_input_offset]\n" "ld1r { v30.4s }, [x20]\n" "add x20, %x[qp], %[offsetof_weights_offset]\n" "ld1r { v29.4s }, [x20]\n" "cmp %x[ld_weight_row], XZR\n" "mul v29.4s, v29.4s, v30.4s\n" "csel %x[ld_weight_row], %x[ld_weight_row], x21, NE\n" "lsr x21, %x[n_channels], #0x2\n" "movi v28.16b, #0x1\n" "mul v29.4s, v29.4s, v16.4s\n" "add x25, %x[weights], %x[ld_weight_row]\n" "add x20, %x[qp], %[offsetof_per_layer_mul]\n" "ld1r { v27.4s }, [x20]\n" "add x20, %x[qp], %[offsetof_per_layer_right_shift]\n" "ld1r { v26.4s }, [x20]\n" "add x24, x25, %x[ld_weight_row]\n" "add x23, %x[ld_weight_col], %x[ld_weight_col]\n" "mov x22, #0x0\n" "cbz x21, 4f\n" "1:" // Loop "movi v25.4s, #0x0\n" "cbz %x[bias], 2f\n" "ldr q25, [%x[bias], x22]\n" "2:" // Loop: Skip bias load "ldr s19, [%x[weights], #0x0]\n" "ldr s16, [%x[weights], %x[ld_weight_col]]\n" "zip1 v17.16b, v16.16b, v31.16b\n" "movi v21.4s, #0x0\n" "ldr s16, [%x[weights], x23]\n" "ldr s18, [x25, #0x0]\n" "zip1 v16.16b, v19.16b, v16.16b\n" "zip1 v20.16b, v16.16b, v17.16b\n" "ldr s17, [x25, %x[ld_weight_col]]\n" "ldr s16, [x25, x23]\n" "zip1 v18.16b, v18.16b, v16.16b\n" "zip1 v16.16b, v17.16b, v31.16b\n" "ldr s17, [x24, #0x0]\n" "ldr s19, [x24, %x[ld_weight_col]]\n" ".inst 0x4e949795 // sdot v21.4s, v28.16b, v20.16b\n" "zip1 v18.16b, v18.16b, v16.16b\n" "ldr s16, [x24, x23]\n" "zip1 v17.16b, v17.16b, v16.16b\n" "zip1 v16.16b, v19.16b, v31.16b\n" ".inst 0x4e929795 // sdot v21.4s, v28.16b, v18.16b\n" "zip1 v16.16b, v17.16b, v16.16b\n" ".inst 0x4e909795 // sdot v21.4s, v28.16b, v16.16b\n" "add %x[weights], %x[weights], #0x4\n" "add x25, x25, #0x4\n" "mls v25.4s, v21.4s, v30.4s\n" "add x24, x24, #0x4\n" "add v25.4s, v25.4s, v29.4s\n" "str q25, [%x[outptr], #0x0]\n" "str q20, [%x[outptr], #0x10]\n" "str q18, [%x[outptr], #0x20]\n" "str q16, [%x[outptr], #0x30]\n" "add %x[outptr], %x[outptr], #0x40\n" "cbz %x[rq_mul_perchannel], 3f\n" "ldr q27, [%x[rq_mul_perchannel], x22]\n" "ldr q26, [%x[rq_shift_perchannel], x22]\n" "3:" // Loop: Quantisation parameters: Store "subs x21, x21, #0x1\n" "str q27, [%x[outptr], #0x0]\n" "add x22, x22, #0x10\n" "str q26, [%x[outptr], #0x10]\n" "add %x[outptr], %x[outptr], #0x20\n" "bgt 1b\n" "tst %x[n_channels], #0x3\n" "beq 13f\n" "4:" // Oddments "movi v25.4s, #0x0\n" "cbz %x[bias], 7f\n" "add %x[bias], %x[bias], x22\n" "tbz %x[n_channels], #1, 5f\n" "ld1 { v25.d }[0], [%x[bias]], #0x8\n" "tbz %x[n_channels], #0, 6f\n" "ld1 { v25.s }[2], [%x[bias]], #0x4\n" "b 6f\n" "5:" // Oddments: Load bias: Bit 1: Unset "ld1 { v25.s }[0], [%x[bias]], #0x4\n" "6:" // Oddments: Load bias: Bit 1: End "7:" // Oddments: Skip bias load "tbz %x[n_channels], #1, 8f\n" "ld1 { v17.h }[0], [%x[weights]]\n" "ld1 { v24.h }[0], [x25]\n" "add x21, %x[weights], %x[ld_weight_col]\n" "add x20, %x[weights], x23\n" "ld1 { v20.h }[0], [x21]\n" "ld1 { v16.h }[0], [x20]\n" "add x21, x25, %x[ld_weight_col]\n" "add x20, x25, x23\n" "ld1 { v19.h }[0], [x21]\n" "ld1 { v18.h }[0], [x20]\n" "add x21, x24, %x[ld_weight_col]\n" "add x20, x24, x23\n" "ld1 { v23.h }[0], [x24]\n" "ld1 { v22.h }[0], [x21]\n" "add %x[weights], %x[weights], #0x2\n" "add x25, x25, #0x2\n" "ld1 { v21.h }[0], [x20]\n" "add x24, x24, #0x2\n" "tbz %x[n_channels], #0, 9f\n" "ld1 { v17.b }[2], [%x[weights]]\n" "ld1 { v24.b }[2], [x25]\n" "add x21, %x[weights], %x[ld_weight_col]\n" "add x20, %x[weights], x23\n" "ld1 { v20.b }[2], [x21]\n" "ld1 { v16.b }[2], [x20]\n" "add x21, x25, %x[ld_weight_col]\n" "add x20, x25, x23\n" "ld1 { v19.b }[2], [x21]\n" "ld1 { v18.b }[2], [x20]\n" "add x21, x24, %x[ld_weight_col]\n" "add x20, x24, x23\n" "ld1 { v23.b }[2], [x24]\n" "ld1 { v22.b }[2], [x21]\n" "add %x[weights], %x[weights], #0x1\n" "ld1 { v21.b }[2], [x20]\n" "b 9f\n" "8:" // Oddments: Load weights: Bit 1: Unset "ld1 { v17.b }[0], [%x[weights]]\n" "ld1 { v24.b }[0], [x25]\n" "add x21, %x[weights], %x[ld_weight_col]\n" "add x20, %x[weights], x23\n" "ld1 { v20.b }[0], [x21]\n" "ld1 { v16.b }[0], [x20]\n" "add x21, x25, %x[ld_weight_col]\n" "add x20, x25, x23\n" "ld1 { v19.b }[0], [x21]\n" "ld1 { v18.b }[0], [x20]\n" "add x21, x24, %x[ld_weight_col]\n" "add x20, x24, x23\n" "ld1 { v23.b }[0], [x24]\n" "ld1 { v22.b }[0], [x21]\n" "add %x[weights], %x[weights], #0x1\n" "ld1 { v21.b }[0], [x20]\n" "9:" // Oddments: Load weights: Bit 1: End "zip1 v17.16b, v17.16b, v16.16b\n" "zip1 v16.16b, v20.16b, v31.16b\n" "zip1 v20.16b, v17.16b, v16.16b\n" "zip1 v17.16b, v24.16b, v18.16b\n" "zip1 v16.16b, v19.16b, v31.16b\n" "movi v19.4s, #0x0\n" ".inst 0x4e949793 // sdot v19.4s, v28.16b, v20.16b\n" "zip1 v18.16b, v17.16b, v16.16b\n" "zip1 v17.16b, v23.16b, v21.16b\n" ".inst 0x4e929793 // sdot v19.4s, v28.16b, v18.16b\n" "zip1 v16.16b, v22.16b, v31.16b\n" "zip1 v16.16b, v17.16b, v16.16b\n" ".inst 0x4e909793 // sdot v19.4s, v28.16b, v16.16b\n" "mls v25.4s, v19.4s, v30.4s\n" "add v25.4s, v25.4s, v29.4s\n" "str q25, [%x[outptr], #0x0]\n" "str q20, [%x[outptr], #0x10]\n" "str q18, [%x[outptr], #0x20]\n" "str q16, [%x[outptr], #0x30]\n" "add %x[outptr], %x[outptr], #0x40\n" "cbz %x[rq_mul_perchannel], 12f\n" "add x21, %x[rq_mul_perchannel], x22\n" "add x20, %x[rq_shift_perchannel], x22\n" "tbz %x[n_channels], #1, 10f\n" "ld1 { v27.d }[0], [x21], #0x8\n" "ld1 { v26.d }[0], [x20], #0x8\n" "tbz %x[n_channels], #0, 11f\n" "ld1 { v27.s }[2], [x21], #0x4\n" "ld1 { v26.s }[2], [x20], #0x4\n" "b 11f\n" "10:" // Oddments: Quantisation parameters: Load quant params: Bit 1: Unset "ld1 { v27.s }[0], [x21], #0x4\n" "ld1 { v26.s }[0], [x20], #0x4\n" "11:" // Oddments: Quantisation parameters: Load quant params: Bit 1: End "12:" // Oddments: Quantisation parameters: Store "str q27, [%x[outptr], #0x0]\n" "str q26, [%x[outptr], #0x10]\n" "add %x[outptr], %x[outptr], #0x20\n" "13:" // End : [bias] "+&r" (bias), [ld_weight_col] "+&r" (ld_weight_col), [ld_weight_row] "+&r" (ld_weight_row), [outptr] "+&r" (outptr), [weights] "+&r" (weights) : [n_channels] "r" (n_channels), [offsetof_input_offset] "I" (offsetof(arm_gemm::Requantize32, a_offset)), [offsetof_per_layer_mul] "I" (offsetof(arm_gemm::Requantize32, per_layer_mul)), [offsetof_per_layer_right_shift] "I" (offsetof(arm_gemm::Requantize32, per_layer_right_shift)), [offsetof_weights_offset] "I" (offsetof(arm_gemm::Requantize32, b_offset)), [qp] "r" (&qp), [rq_mul_perchannel] "r" (qp.per_channel_muls), [rq_shift_perchannel] "r" (qp.per_channel_right_shifts) : "cc", "memory", "v16", "v17", "v18", "v19", "v20", "v21", "v22", "v23", "v24", "v25", "v26", "v27", "v28", "v29", "v30", "v31", "x20", "x21", "x22", "x23", "x24", "x25" ); } } // namespace depthwise } // namespace arm_conv #endif // defined(__aarch64__)