// 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 $assert ACCUMULATORS >= 1 #include #include #include #include void xnn_f32_dwconv2d_chw_ukernel_5x5s2p2__sse_${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 __m128 vmask_even = _mm_load_ps((const float*) params->sse_stride2.mask_even); const __m128 vmask_odd = _mm_load_ps((const float*) params->sse_stride2.mask_odd); const __m128 vmax = _mm_load_ps(params->sse_stride2.max); const __m128 vmin = _mm_load_ps(params->sse_stride2.min); const __m128 vbias = _mm_load1_ps(weights); $for R in range(5): $for S in range(5): const __m128 vk${R}${S} = _mm_load1_ps(weights + ${R*5+S+1}); 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}; } $for M in range(3 + 2 * ROW_TILE): __m128 vi${M}x6024 = _mm_setzero_ps(); $for M in range(3 + 2 * ROW_TILE): __m128 vi${M}x7135 = _mm_setzero_ps(); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}x89AB = _mm_loadu_ps(i${M}); const __m128 vi${M}xCDEF = _mm_loadu_ps(i${M} + 4); i${M} += 8; $for M in range(3 + 2 * ROW_TILE): __m128 vi${M}x8ACE = _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(2, 0, 2, 0)); __m128 vi${M}x9BDF = _mm_shuffle_ps(vi${M}x89AB, vi${M}xCDEF, _MM_SHUFFLE(3, 1, 3, 1)); size_t w = input_width; for (; w > 8 * sizeof(float); w -= 8 * sizeof(float)) { $for K in range(5): $for M in range(ROW_TILE): $if K == 0: __m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2)); $elif K < ACCUMULATORS: __m128 vo${M}p${K} = _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2); $else: vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xE8AC = _mm_shuffle_ps(vi${M}x8ACE, vi${M}x8ACE, _MM_SHUFFLE(2, 1, 0, 3)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}3)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}x68AC = _mm_move_ss(vi${M}xE8AC, vi${M}x6024); vi${M}x6024 = vi${M}xE8AC; $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xF9BD = _mm_shuffle_ps(vi${M}x9BDF, vi${M}x9BDF, _MM_SHUFFLE(2, 1, 0, 3)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x68AC, vk${K}0)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xGHIJ = _mm_loadu_ps(i${M}); const __m128 vi${M}xKLMN = _mm_loadu_ps(i${M} + 4); i${M} += 8; $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}x79BD = _mm_move_ss(vi${M}xF9BD, vi${M}x7135); vi${M}x7135 = vi${M}xF9BD; $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xGIKM = _mm_shuffle_ps(vi${M}xGHIJ, vi${M}xKLMN, _MM_SHUFFLE(2, 0, 2, 0)); const __m128 vi${M}xHJLN = _mm_shuffle_ps(vi${M}xGHIJ, vi${M}xKLMN, _MM_SHUFFLE(3, 1, 3, 1)); vi${M}x9BDF = vi${M}xHJLN; $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x79BD, vk${K}1)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xGACE = _mm_move_ss(vi${M}x8ACE, vi${M}xGIKM); vi${M}x8ACE = vi${M}xGIKM; $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xACEG = _mm_shuffle_ps(vi${M}xGACE, vi${M}xGACE, _MM_SHUFFLE(0, 3, 2, 1)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}xACEG, vk${K}4)); $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${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $for M in range(ROW_TILE): __m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = _mm_min_ps(vo${M}, vmax); $for M in reversed(range(ROW_TILE)): _mm_storeu_ps(o${M}, vo${M}); o${M} += 4; } // Last block has 1-8 pixels to process. assert(w <= 8 * sizeof(float)); assert(w >= 1 * sizeof(float)); { $for M in range(3 + 2 * ROW_TILE): vi${M}x8ACE = _mm_and_ps(vi${M}x8ACE, vmask_even); vi${M}x9BDF = _mm_and_ps(vi${M}x9BDF, vmask_odd); $for K in range(5): $for M in range(ROW_TILE): $if K == 0: __m128 vo${M}p0 = _mm_add_ps(vbias, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2)); $elif K < ACCUMULATORS: __m128 vo${M}p${K} = _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2); $else: vo${M}p${K % ACCUMULATORS} = _mm_add_ps(vo${M}p${K % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x8ACE, vk${K}2)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xE8AC = _mm_shuffle_ps(vi${M}x8ACE, vi${M}x8ACE, _MM_SHUFFLE(2, 1, 0, 3)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+5) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+5) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x9BDF, vk${K}3)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}x68AC = _mm_move_ss(vi${M}xE8AC, vi${M}x6024); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xF9BD = _mm_shuffle_ps(vi${M}x9BDF, vi${M}x9BDF, _MM_SHUFFLE(2, 1, 0, 3)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+10) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+10) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x68AC, vk${K}0)); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}x79BD = _mm_move_ss(vi${M}xF9BD, vi${M}x7135); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+15) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+15) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}x79BD, vk${K}1)); const __m128 vzero = _mm_setzero_ps(); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xGACE = _mm_move_ss(vi${M}x8ACE, vzero); $for M in range(3 + 2 * ROW_TILE): const __m128 vi${M}xACEG = _mm_shuffle_ps(vi${M}xGACE, vi${M}xGACE, _MM_SHUFFLE(0, 3, 2, 1)); $for K in range(5): $for M in range(ROW_TILE): vo${M}p${(K+20) % ACCUMULATORS} = _mm_add_ps(vo${M}p${(K+20) % ACCUMULATORS}, _mm_mul_ps(vi${2*M+K}xACEG, vk${K}4)); $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${A} = _mm_add_ps(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $for M in range(ROW_TILE): __m128 vo${M} = _mm_max_ps(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = _mm_min_ps(vo${M}, vmax); size_t w_tmp = (w + 1 * sizeof(float)) / (2 * sizeof(float)); if XNN_LIKELY(w_tmp >= 4) { $for M in reversed(range(ROW_TILE)): _mm_storeu_ps(o${M}, vo${M}); o${M} += 4; } else { if (w_tmp & 2) { $for M in reversed(range(ROW_TILE)): _mm_storel_pi((__m64*) o${M}, vo${M}); o${M} += 2; $for M in range(ROW_TILE): vo${M} = _mm_movehl_ps(vo${M}, vo${M}); } if (w_tmp & 1) { $for M in reversed(range(ROW_TILE)): _mm_store_ss(o${M}, vo${M}); o${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); }