// Copyright 2020 Google LLC // // This source code is licensed under the BSD-style license found in the // LICENSE file in the root directory of this source tree. $assert ROW_TILE >= 1 $assert ACCUMULATORS >= 1 #include #include #include #include $ARCH_SUFFIX = "_x86" if X86 else "_arm" void xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__wasmsimd${ARCH_SUFFIX}_loadsplat_${ROW_TILE}x4${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}( size_t input_height, size_t input_width, const float* input, const float* weights, const float* zero, float* output, uint32_t padding_top, const union xnn_f32_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(input_height != 0); assert(input_width != 0); assert(input_width % sizeof(float) == 0); assert(padding_top >= 1); assert(padding_top <= 2); const v128_t vmask_even = wasm_v128_load(params->wasmsimd_stride2.mask_even); const v128_t vmask_odd = wasm_v128_load(params->wasmsimd_stride2.mask_odd); const v128_t vmax = wasm_v128_load64_splat(params->wasmsimd_stride2.max); const v128_t vmin = wasm_v128_load64_splat(params->wasmsimd_stride2.min); const v128_t vbias = wasm_v128_load32_splat(weights); const v128_t vk00 = wasm_v128_load32_splat(weights + 1); const v128_t vk01 = wasm_v128_load32_splat(weights + 2); const v128_t vk02 = wasm_v128_load32_splat(weights + 3); const v128_t vk03 = wasm_v128_load32_splat(weights + 4); const v128_t vk04 = wasm_v128_load32_splat(weights + 5); const v128_t vk10 = wasm_v128_load32_splat(weights + 6); const v128_t vk11 = wasm_v128_load32_splat(weights + 7); const v128_t vk12 = wasm_v128_load32_splat(weights + 8); const v128_t vk13 = wasm_v128_load32_splat(weights + 9); const v128_t vk14 = wasm_v128_load32_splat(weights + 10); const v128_t vk20 = wasm_v128_load32_splat(weights + 11); const v128_t vk21 = wasm_v128_load32_splat(weights + 12); const v128_t vk22 = wasm_v128_load32_splat(weights + 13); const v128_t vk23 = wasm_v128_load32_splat(weights + 14); const v128_t vk24 = wasm_v128_load32_splat(weights + 15); const v128_t vk30 = wasm_v128_load32_splat(weights + 16); const v128_t vk31 = wasm_v128_load32_splat(weights + 17); const v128_t vk32 = wasm_v128_load32_splat(weights + 18); const v128_t vk33 = wasm_v128_load32_splat(weights + 19); const v128_t vk34 = wasm_v128_load32_splat(weights + 20); const v128_t vk40 = wasm_v128_load32_splat(weights + 21); const v128_t vk41 = wasm_v128_load32_splat(weights + 22); const v128_t vk42 = wasm_v128_load32_splat(weights + 23); const v128_t vk43 = wasm_v128_load32_splat(weights + 24); const v128_t vk44 = wasm_v128_load32_splat(weights + 25); const uint32_t padding_top_less_1 = padding_top - 1; const size_t input_decrement = round_up_po2(input_width, 8 * sizeof(float)); const float* i0 = zero; const float* i1 = (const float*) ((uintptr_t) input - ((-padding_top_less_1) & input_width)); const float* i2 = (const float*) ((uintptr_t) i1 + input_width); if XNN_UNPREDICTABLE(padding_top_less_1 != 0) { i1 = zero; } $for M in range(3, 3 + 2 * ROW_TILE): const float* i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); $if ROW_TILE > 1: const size_t output_width = round_down_po2((input_width + (2 /* padding */ - 3 /* kernel size */ + 2 /* subsampling */) * sizeof(float)) / 2, sizeof(float)); float* o0 = output; $for M in range(1, ROW_TILE): float* o${M} = (float*) ((uintptr_t) o${M-1} + output_width); size_t padded_input_height = input_height + (padding_top_less_1 + 1) + 2 /* padding bottom */; size_t output_height = (padded_input_height - 5 /* kernel size */ + 2 /* subsampling */) / 2; do { $for M in range(3, 3 + 2 * ROW_TILE): if XNN_UNPREDICTABLE(padded_input_height < ${3 + M}) { i${M} = zero; $if M % 2 == 0 and M <= 2 * ROW_TILE + 1: o${M // 2 - 1} = o${M // 2 - 2}; } $for M in range(3 + 2 * ROW_TILE): v128_t vi${M}x0246 = wasm_f32x4_const_splat(0.0f); $for M in range(3 + 2 * ROW_TILE): v128_t vi${M}x1357 = wasm_f32x4_const_splat(0.0f); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}x89AB = wasm_v128_load(i${M}); const v128_t vi${M}xCDEF = wasm_v128_load(i${M} + 4); i${M} += 8; $for M in range(3 + 2 * ROW_TILE): v128_t vi${M}x8ACE = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 0, 2, 4, 6); v128_t vi${M}x9BDF = wasm_v32x4_shuffle(vi${M}x89AB, vi${M}xCDEF, 1, 3, 5, 7); size_t w = input_width; for (; w > 8 * sizeof(float); w -= 8 * sizeof(float)) { $for M in range(ROW_TILE): v128_t vo${M}p0 = vbias; $for M in range(ROW_TILE): $if ACCUMULATORS > 1: v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk02); $else: vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk02)); $for M in range(ROW_TILE): $if ACCUMULATORS > 2: v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk12); $else: vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk12)); $for M in range(ROW_TILE): $if ACCUMULATORS > 3: v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk22); $else: vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk22)); $for M in range(ROW_TILE): $if ACCUMULATORS > 4: v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M+3}x8ACE, vk32); $else: vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x8ACE, vk32)); $for M in range(ROW_TILE): $if ACCUMULATORS > 5: vo${M}p5 = wasm_f32x4_mul(vi${2*M+4}x8ACE, vk42); $else: vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x8ACE, vk42)); $for M in range(ROW_TILE): vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk03)); $for M in range(ROW_TILE): vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk13)); $for M in range(ROW_TILE): vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk23)); $for M in range(ROW_TILE): vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x9BDF, vk33)); $for M in range(ROW_TILE): vo${M}p${11 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${11 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x9BDF, vk43)); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}x68AC = wasm_v32x4_shuffle(vi${M}x0246, vi${M}x8ACE, 3, 4, 5, 6); vi${M}x0246 = vi${M}x8ACE; $for M in range(ROW_TILE): vo${M}p${12 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${12 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x68AC, vk00)); $for M in range(ROW_TILE): vo${M}p${13 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${13 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x68AC, vk10)); $for M in range(ROW_TILE): vo${M}p${14 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${14 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x68AC, vk20)); $for M in range(ROW_TILE): vo${M}p${15 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${15 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x68AC, vk30)); $for M in range(ROW_TILE): vo${M}p${16 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${16 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x68AC, vk40)); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6); vi${M}x1357 = vi${M}x9BDF; $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}xGHIJ = wasm_v128_load(i${M}); const v128_t vi${M}xKLMN = wasm_v128_load(i${M} + 4); i${M} += 8; $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}xGIKM = wasm_v32x4_shuffle(vi${M}xGHIJ, vi${M}xKLMN, 0, 2, 4, 6); const v128_t vi${M}xHJLN = wasm_v32x4_shuffle(vi${M}xGHIJ, vi${M}xKLMN, 1, 3, 5, 7); $for M in range(ROW_TILE): vo${M}p${17 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${17 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk01)); $for M in range(ROW_TILE): vo${M}p${18 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${18 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk11)); $for M in range(ROW_TILE): vo${M}p${19 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${19 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk21)); $for M in range(ROW_TILE): vo${M}p${20 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${20 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x79BD, vk31)); $for M in range(ROW_TILE): vo${M}p${21 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${21 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x79BD, vk41)); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}xACEG = wasm_v32x4_shuffle(vi${M}x8ACE, vi${M}xGIKM, 1, 2, 3, 4); vi${M}x8ACE = vi${M}xGIKM; vi${M}x9BDF = vi${M}xHJLN; $for M in range(ROW_TILE): vo${M}p${22 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${22 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}xACEG, vk04)); $for M in range(ROW_TILE): vo${M}p${23 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${23 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}xACEG, vk14)); $for M in range(ROW_TILE): vo${M}p${24 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${24 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}xACEG, vk24)); $for M in range(ROW_TILE): vo${M}p${25 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${25 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}xACEG, vk34)); $for M in range(ROW_TILE): vo${M}p${26 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${26 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}xACEG, vk44)); $if ACCUMULATORS > 1: $ACC_SLICE = 1 $while ACC_SLICE < ACCUMULATORS: $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): $if A + ACC_SLICE < ACCUMULATORS: $for M in range(ROW_TILE): vo${M}p${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $if X86: $for M in range(ROW_TILE): v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0); $for M in range(ROW_TILE): vo${M} = wasm_f32x4_pmin(vmax, vo${M}); $else: $for M in range(ROW_TILE): v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = wasm_f32x4_min(vo${M}, vmax); $for M in reversed(range(ROW_TILE)): wasm_v128_store(o${M}, vo${M}); o${M} += 4; } // Last block has 1-8 pixels to process. assert(w <= 8 * sizeof(float)); assert(w >= 1 * sizeof(float)); { $for M in range(ROW_TILE): v128_t vo${M}p0 = vbias; $for M in range(3 + 2 * ROW_TILE): vi${M}x8ACE = wasm_v128_and(vmask_even, vi${M}x8ACE); $for M in range(3 + 2 * ROW_TILE): vi${M}x9BDF = wasm_v128_and(vmask_odd, vi${M}x9BDF); $for M in range(ROW_TILE): $if ACCUMULATORS > 1: v128_t vo${M}p1 = wasm_f32x4_mul(vi${2*M}x8ACE, vk02); $else: vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M}x8ACE, vk02)); $for M in range(ROW_TILE): $if ACCUMULATORS > 2: v128_t vo${M}p2 = wasm_f32x4_mul(vi${2*M+1}x8ACE, vk12); $else: vo${M}p0 = wasm_f32x4_add(vo${M}p0, wasm_f32x4_mul(vi${2*M+1}x8ACE, vk12)); $for M in range(ROW_TILE): $if ACCUMULATORS > 3: v128_t vo${M}p3 = wasm_f32x4_mul(vi${2*M+2}x8ACE, vk22); $else: vo${M}p${4 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${4 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x8ACE, vk22)); $for M in range(ROW_TILE): $if ACCUMULATORS > 4: v128_t vo${M}p4 = wasm_f32x4_mul(vi${2*M+3}x8ACE, vk32); $else: vo${M}p${5 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${5 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x8ACE, vk32)); $for M in range(ROW_TILE): $if ACCUMULATORS > 5: vo${M}p5 = wasm_f32x4_mul(vi${2*M+4}x8ACE, vk42); $else: vo${M}p${6 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${6 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x8ACE, vk42)); $for M in range(ROW_TILE): vo${M}p${7 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${7 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x9BDF, vk03)); $for M in range(ROW_TILE): vo${M}p${8 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${8 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x9BDF, vk13)); $for M in range(ROW_TILE): vo${M}p${9 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${9 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x9BDF, vk23)); $for M in range(ROW_TILE): vo${M}p${10 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${10 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x9BDF, vk33)); $for M in range(ROW_TILE): vo${M}p${11 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${11 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x9BDF, vk43)); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}x68AC = wasm_v32x4_shuffle(vi${M}x0246, vi${M}x8ACE, 3, 4, 5, 6); $for M in range(ROW_TILE): vo${M}p${12 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${12 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x68AC, vk00)); $for M in range(ROW_TILE): vo${M}p${13 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${13 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x68AC, vk10)); $for M in range(ROW_TILE): vo${M}p${14 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${14 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x68AC, vk20)); $for M in range(ROW_TILE): vo${M}p${15 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${15 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x68AC, vk30)); $for M in range(ROW_TILE): vo${M}p${16 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${16 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x68AC, vk40)); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}x79BD = wasm_v32x4_shuffle(vi${M}x1357, vi${M}x9BDF, 3, 4, 5, 6); $for M in range(ROW_TILE): vo${M}p${17 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${17 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}x79BD, vk01)); $for M in range(ROW_TILE): vo${M}p${18 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${18 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}x79BD, vk11)); $for M in range(ROW_TILE): vo${M}p${19 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${19 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}x79BD, vk21)); $for M in range(ROW_TILE): vo${M}p${20 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${20 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}x79BD, vk31)); $for M in range(ROW_TILE): vo${M}p${21 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${21 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}x79BD, vk41)); const v128_t vzero = wasm_f32x4_const_splat(0.0f); $for M in range(3 + 2 * ROW_TILE): const v128_t vi${M}xACEG = wasm_v32x4_shuffle(vi${M}x8ACE, vzero, 1, 2, 3, 4); $for M in range(ROW_TILE): vo${M}p${22 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${22 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M}xACEG, vk04)); $for M in range(ROW_TILE): vo${M}p${23 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${23 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+1}xACEG, vk14)); $for M in range(ROW_TILE): vo${M}p${24 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${24 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+2}xACEG, vk24)); $for M in range(ROW_TILE): vo${M}p${25 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${25 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+3}xACEG, vk34)); $for M in range(ROW_TILE): vo${M}p${26 % ACCUMULATORS} = wasm_f32x4_add(vo${M}p${26 % ACCUMULATORS}, wasm_f32x4_mul(vi${2*M+4}xACEG, vk44)); $if ACCUMULATORS > 1: $ACC_SLICE = 1 $while ACC_SLICE < ACCUMULATORS: $for A in range(0, ACCUMULATORS, ACC_SLICE * 2): $if A + ACC_SLICE < ACCUMULATORS: $for M in range(ROW_TILE): vo${M}p${A} = wasm_f32x4_add(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $if X86: $for M in range(ROW_TILE): v128_t vo${M} = wasm_f32x4_pmax(vmin, vo${M}p0); $for M in range(ROW_TILE): vo${M} = wasm_f32x4_pmin(vmax, vo${M}); $else: $for M in range(ROW_TILE): v128_t vo${M} = wasm_f32x4_max(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = wasm_f32x4_min(vo${M}, vmax); size_t w_tmp = (w + 1 * sizeof(float)) / (2 * sizeof(float)); if XNN_LIKELY(w_tmp >= 4) { $for M in reversed(range(ROW_TILE)): wasm_v128_store(o${M}, vo${M}); o${M} += 4; } else { if (w_tmp & 2) { $for M in reversed(range(ROW_TILE)): wasm_v128_store64_lane(o${M}, vo${M}, 0); o${M} += 2; $for M in range(ROW_TILE): vo${M} = wasm_v64x2_shuffle(vo${M}, vo${M}, 1, 1); } if (w_tmp & 1) { $for M in reversed(range(ROW_TILE)): wasm_v128_store32_lane(o${M}, vo${M}, 0); o${M} += 1; } } } i0 = (const float*) ((uintptr_t) i${2 * ROW_TILE} - input_decrement); i1 = (const float*) ((uintptr_t) i${2 * ROW_TILE + 1} - input_decrement); i2 = (const float*) ((uintptr_t) i${2 * ROW_TILE + 2} - input_decrement); $for M in range(3, 3 + 2 * ROW_TILE): i${M} = (const float*) ((uintptr_t) i${M-1} + input_width); $if ROW_TILE > 1: o0 = o${ROW_TILE - 1}; $for M in range(1, ROW_TILE): o${M} = (float*) ((uintptr_t) o${M-1} + output_width); $if ROW_TILE > 1: output_height = doz(output_height, ${ROW_TILE}); padded_input_height = doz(padded_input_height, ${ROW_TILE * 2}); $else: output_height -= 1; padded_input_height -= 2; } while (output_height != 0); }