// 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 $assert ACCUMULATORS >= 1 #include #include #include #include #include void xnn_f16_dwconv2d_chw_ukernel_3x3s2p1__neonfp16arith_${ROW_TILE}x8${"_acc%d" % ACCUMULATORS if ACCUMULATORS > 1 else ""}( size_t input_height, size_t input_width, const void* input, const void* weights, const void* zero, void* output, uint32_t padding_top, const union xnn_f16_chw_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(input_height != 0); assert(input_width != 0); assert(input_width % sizeof(uint16_t) == 0); assert(padding_top <= 1); #if XNN_ARCH_ARM64 const uint16x8x2_t vminmax = vld2q_dup_u16(¶ms->neonfp16arith_stride2.min); const float16x8_t vmin = vreinterpretq_f16_u16(vminmax.val[0]); const float16x8_t vmax = vreinterpretq_f16_u16(vminmax.val[1]); #else // vld2_dup is to work around aarch32 clang bug with vld1q_dup const uint16x4x2_t vminmax = vld2_dup_u16(¶ms->neonfp16arith_stride2.min); const float16x8_t vmin = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[0], vminmax.val[0])); const float16x8_t vmax = vreinterpretq_f16_u16(vcombine_u16(vminmax.val[1], vminmax.val[1])); #endif const uint16x8_t vmask_even = vld1q_u16(params->neonfp16arith_stride2.mask_even); const uint16x8_t vmask_odd = vld1q_u16(params->neonfp16arith_stride2.mask_odd); const uint16_t* w = (const uint16_t*) weights; const float16x8_t vw01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); const float16x4_t vw89 = vreinterpret_f16_u32(vld1_dup_u32((const void*) (w + 8))); const size_t input_decrement = round_down_po2(input_width, 8 /* SIMD output width */ * 2 /* subsampling */ * sizeof(uint16_t)); $if ROW_TILE > 1: const size_t output_width = round_down_po2((input_width + (2 /* padding */ - 3 /* kernel size */ + 2 /* subsampling */) * sizeof(uint16_t)) / 2, sizeof(uint16_t)); const uint16_t* i0 = (const uint16_t*) ((uintptr_t) input - ((-padding_top) & input_width)); const uint16_t* i1 = (const uint16_t*) ((uintptr_t) i0 + input_width); if XNN_UNPREDICTABLE(padding_top != 0) { i0 = zero; } $for M in range(2, 1 + 2 * ROW_TILE): const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_width); uint16_t* o0 = output; $for M in range(1, ROW_TILE): uint16_t* o${M} = (uint16_t*) ((uintptr_t) o${M-1} + output_width); size_t padded_input_height = input_height + padding_top + 1 /* padding bottom */; size_t output_height = (padded_input_height - 3 /* kernel size */ + 2 /* subsampling */) / 2; do { $for M in range(2, 1 + 2 * ROW_TILE): if XNN_UNPREDICTABLE(padded_input_height < ${2 + M}) { i${M} = zero; $if M % 2 == 1: o${(M - 1) // 2} = o${(M - 1) // 2 - 1}; } $for M in range(1 + 2 * ROW_TILE): float16x8_t vi${M}x13579BDF = vreinterpretq_f16_u16(vmovq_n_u16(0)); size_t w = input_width; for (; w >= 16 * sizeof(uint16_t); w -= 16 * sizeof(uint16_t)) { $for M in range(ROW_TILE): float16x8_t vo${M}p0 = vdupq_lane_f16(vget_low_f16(vw01234567), 0); $for M in range(1 + 2 * ROW_TILE): const uint16x8x2_t vi${M}xGIKMOQSUHJLNPRTV = vld2q_u16(i${M}); i${M} += 16; // Center column $for M in range(ROW_TILE): $if ACCUMULATORS > 1: float16x8_t vo${M}p1 = vmulq_lane_f16(vreinterpretq_f16_u16(vi${2*M}xGIKMOQSUHJLNPRTV.val[0]), vget_low_f16(vw01234567), 2); $else: #if XNN_ARCH_ARM64 vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vreinterpretq_f16_u16(vi${2*M}xGIKMOQSUHJLNPRTV.val[0]), vw01234567, 2); #else vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vreinterpretq_f16_u16(vi${2*M}xGIKMOQSUHJLNPRTV.val[0]), vget_low_f16(vw01234567), 2); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 2: float16x8_t vo${M}p2 = vmulq_lane_f16(vreinterpretq_f16_u16(vi${2*M+1}xGIKMOQSUHJLNPRTV.val[0]), vget_high_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vreinterpretq_f16_u16(vi${2*M+1}xGIKMOQSUHJLNPRTV.val[0]), vw01234567, 5); #else vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vreinterpretq_f16_u16(vi${2*M+1}xGIKMOQSUHJLNPRTV.val[0]), vget_high_f16(vw01234567), 1); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 3: float16x8_t vo${M}p3 = vmulq_lane_f16(vreinterpretq_f16_u16(vi${2*M+2}xGIKMOQSUHJLNPRTV.val[0]), vw89, 0); $else: #if XNN_ARCH_ARM64 vo${M}p${4 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+2}xGIKMOQSUHJLNPRTV.val[0]), vw89, 0); #else vo${M}p${4 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+2}xGIKMOQSUHJLNPRTV.val[0]), vw89, 0); #endif // Left column $for M in range(1 + 2 * ROW_TILE): const float16x8_t vi${M}xFHJLNPRT = vextq_f16(vi${M}x13579BDF, vreinterpretq_f16_u16(vi${M}xGIKMOQSUHJLNPRTV.val[1]), 7); vi${M}x13579BDF = vreinterpretq_f16_u16(vi${M}xGIKMOQSUHJLNPRTV.val[1]); $for M in range(ROW_TILE): $if ACCUMULATORS > 4: float16x8_t vo${M}p4 = vmulq_lane_f16(vi${2*M}xFHJLNPRT, vget_low_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p${5 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${2*M}xFHJLNPRT, vw01234567, 1); #else vo${M}p${5 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${5 % ACCUMULATORS}, vi${2*M}xFHJLNPRT, vget_low_f16(vw01234567), 1); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 5: float16x8_t vo${M}p5 = vmulq_lane_f16(vi${2*M+1}xFHJLNPRT, vget_high_f16(vw01234567), 0); $else: #if XNN_ARCH_ARM64 vo${M}p${6 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${2*M+1}xFHJLNPRT, vw01234567, 4); #else vo${M}p${6 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${6 % ACCUMULATORS}, vi${2*M+1}xFHJLNPRT, vget_high_f16(vw01234567), 0); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 6: float16x8_t vo${M}p6 = vmulq_lane_f16(vi${2*M+2}xFHJLNPRT, vget_high_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p${7 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${2*M+2}xFHJLNPRT, vw01234567, 7); #else vo${M}p${7 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${7 % ACCUMULATORS}, vi${2*M+2}xFHJLNPRT, vget_high_f16(vw01234567), 3); #endif // Right column $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${8 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${8 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M}xGIKMOQSUHJLNPRTV.val[1]), vw01234567, 3); #else vo${M}p${8 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M}xGIKMOQSUHJLNPRTV.val[1]), vget_low_f16(vw01234567), 3); #endif $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${9 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${9 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+1}xGIKMOQSUHJLNPRTV.val[1]), vw01234567, 6); #else vo${M}p${9 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${9 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+1}xGIKMOQSUHJLNPRTV.val[1]), vget_high_f16(vw01234567), 2); #endif $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${10 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${10 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+2}xGIKMOQSUHJLNPRTV.val[1]), vw89, 1); #else vo${M}p${10 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${10 % ACCUMULATORS}, vreinterpretq_f16_u16(vi${2*M+2}xGIKMOQSUHJLNPRTV.val[1]), vw89, 1); #endif $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${A} = vaddq_f16(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $for M in range(ROW_TILE): float16x8_t vo${M} = vmaxq_f16(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = vminq_f16(vo${M}, vmax); $for M in reversed(range(ROW_TILE)): vst1q_u16(o${M}, vreinterpretq_u16_f16(vo${M})); o${M} += 8; } // Last block has 0-15 pixels to process. assert(w < 16 * sizeof(uint16_t)); if XNN_LIKELY(w != 0) { $for M in range(ROW_TILE): float16x8_t vo${M}p0 = vdupq_lane_f16(vget_low_f16(vw01234567), 0); $for M in range(1 + 2 * ROW_TILE): const uint16x8x2_t vi${M}xGIKMOQSUHJLNPRTV = vld2q_u16(i${M}); $for M in range(1 + 2 * ROW_TILE): const float16x8_t vi${M}xGIKMOQSU = vreinterpretq_f16_u16(vandq_u16(vmask_even, vi${M}xGIKMOQSUHJLNPRTV.val[0])); const float16x8_t vi${M}xHJLNPRTV = vreinterpretq_f16_u16(vandq_u16(vmask_odd, vi${M}xGIKMOQSUHJLNPRTV.val[1])); // Center column $for M in range(ROW_TILE): $if ACCUMULATORS > 1: float16x8_t vo${M}p1 = vmulq_lane_f16(vi${2*M}xGIKMOQSU, vget_low_f16(vw01234567), 2); $else: #if XNN_ARCH_ARM64 vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${2*M}xGIKMOQSU, vw01234567, 2); #else vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${2*M}xGIKMOQSU, vget_low_f16(vw01234567), 2); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 2: float16x8_t vo${M}p2 = vmulq_lane_f16(vi${2*M+1}xGIKMOQSU, vget_high_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p0 = vfmaq_laneq_f16(vo${M}p0, vi${2*M+1}xGIKMOQSU, vw01234567, 5); #else vo${M}p0 = vmlaq_lane_f16(vo${M}p0, vi${2*M+1}xGIKMOQSU, vget_high_f16(vw01234567), 1); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 3: float16x8_t vo${M}p3 = vmulq_lane_f16(vi${2*M+2}xGIKMOQSU, vw89, 0); $else: #if XNN_ARCH_ARM64 vo${M}p${4 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vi${2*M+2}xGIKMOQSU, vw89, 0); #else vo${M}p${4 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${4 % ACCUMULATORS}, vi${2*M+2}xGIKMOQSU, vw89, 0); #endif // Left column $for M in range(1 + 2 * ROW_TILE): const float16x8_t vi${M}xFHJLNPRT = vextq_f16(vi${M}x13579BDF, vi${M}xHJLNPRTV, 7); $for M in range(ROW_TILE): $if ACCUMULATORS > 4: float16x8_t vo${M}p4 = vmulq_lane_f16(vi${2*M}xFHJLNPRT, vget_low_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p${5 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${5 % ACCUMULATORS}, vi${2*M}xFHJLNPRT, vw01234567, 1); #else vo${M}p${5 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${5 % ACCUMULATORS}, vi${2*M}xFHJLNPRT, vget_low_f16(vw01234567), 1); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 5: float16x8_t vo${M}p5 = vmulq_lane_f16(vi${2*M+1}xFHJLNPRT, vget_high_f16(vw01234567), 0); $else: #if XNN_ARCH_ARM64 vo${M}p${6 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${6 % ACCUMULATORS}, vi${2*M+1}xFHJLNPRT, vw01234567, 4); #else vo${M}p${6 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${6 % ACCUMULATORS}, vi${2*M+1}xFHJLNPRT, vget_high_f16(vw01234567), 0); #endif $for M in range(ROW_TILE): $if ACCUMULATORS > 6: float16x8_t vo${M}p6 = vmulq_lane_f16(vi${2*M+2}xFHJLNPRT, vget_high_f16(vw01234567), 1); $else: #if XNN_ARCH_ARM64 vo${M}p${7 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${7 % ACCUMULATORS}, vi${2*M+2}xFHJLNPRT, vw01234567, 7); #else vo${M}p${7 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${7 % ACCUMULATORS}, vi${2*M+2}xFHJLNPRT, vget_high_f16(vw01234567), 3); #endif // Right column $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${8 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${8 % ACCUMULATORS}, vi${2*M}xHJLNPRTV, vw01234567, 3); #else vo${M}p${8 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${8 % ACCUMULATORS}, vi${2*M}xHJLNPRTV, vget_low_f16(vw01234567), 3); #endif $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${9 % ACCUMULATORS} = vfmaq_laneq_f16(vo${M}p${9 % ACCUMULATORS}, vi${2*M+1}xHJLNPRTV, vw01234567, 6); #else vo${M}p${9 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${9 % ACCUMULATORS}, vi${2*M+1}xHJLNPRTV, vget_high_f16(vw01234567), 2); #endif $for M in range(ROW_TILE): #if XNN_ARCH_ARM64 vo${M}p${10 % ACCUMULATORS} = vfmaq_lane_f16(vo${M}p${10 % ACCUMULATORS}, vi${2*M+2}xHJLNPRTV, vw89, 1); #else vo${M}p${10 % ACCUMULATORS} = vmlaq_lane_f16(vo${M}p${10 % ACCUMULATORS}, vi${2*M+2}xHJLNPRTV, vw89, 1); #endif $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${A} = vaddq_f16(vo${M}p${A}, vo${M}p${A + ACC_SLICE}); $ACC_SLICE *= 2 $for M in range(ROW_TILE): float16x8_t vo${M} = vmaxq_f16(vo${M}p0, vmin); $for M in range(ROW_TILE): vo${M} = vminq_f16(vo${M}, vmax); w += 1 * sizeof(uint16_t); if XNN_LIKELY(w == 16 * sizeof(uint16_t)) { $for M in reversed(range(ROW_TILE)): vst1q_u16(o${M}, vreinterpretq_u16_f16(vo${M})); o${M} += 8; } else { $for M in reversed(range(ROW_TILE)): float16x4_t vo${M}_lo = vget_low_f16(vo${M}); if (w & (8 * sizeof(uint16_t))) { $for M in reversed(range(ROW_TILE)): vst1_u16(o${M}, vreinterpret_u16_f16(vo${M}_lo)); o${M} += 4; $for M in reversed(range(ROW_TILE)): vo${M}_lo = vget_high_f16(vo${M}); } if (w & (4 * sizeof(uint16_t))) { $for M in reversed(range(ROW_TILE)): vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vo${M}_lo), 0); o${M} += 2; $for M in range(ROW_TILE): vo${M}_lo = vext_f16(vo${M}_lo, vo${M}_lo, 2); } if (w & (2 * sizeof(uint16_t))) { $for M in reversed(range(ROW_TILE)): vst1_lane_u16(o${M}, vreinterpret_u16_f16(vo${M}_lo), 0); o${M} += 1; } } } i0 = (const uint16_t*) ((uintptr_t) i${2 * ROW_TILE} - input_decrement); $for M in range(1, 1 + 2 * ROW_TILE): i${M} = (const uint16_t*) ((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} = (uint16_t*) ((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); }