// 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 CHANNEL_TILE % 8 == 0 $assert CHANNEL_TILE >= 8 $assert ROW_TILE >= 1 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f16_prelu_ukernel__neonfp16arith_${ROW_TILE}x${CHANNEL_TILE}( size_t rows, size_t channels, const void* restrict input, size_t input_stride, const void* restrict weights, void* restrict output, size_t output_stride) XNN_OOB_READS { assert(rows != 0); assert(channels != 0); assert(channels % sizeof(__fp16) == 0); const __fp16* i0 = (const __fp16*) input; __fp16* o0 = (__fp16*) output; $for M in range(1, ROW_TILE): const __fp16* i${M} = (const __fp16*) ((uintptr_t) i${M-1} + input_stride); __fp16* o${M} = (__fp16*) ((uintptr_t) o${M-1} + output_stride); const size_t input_increment = input_stride * ${ROW_TILE} - channels; const size_t output_increment = output_stride * ${ROW_TILE} - channels; do { $for M in range(1, ROW_TILE): $if M % 2 == 0: if XNN_UNPREDICTABLE(rows <= ${M}) { i${M} = i${M-1}; o${M} = o${M-1}; } $else: if XNN_UNPREDICTABLE(rows < ${M+1}) { i${M} = i${M-1}; o${M} = o${M-1}; } const __fp16* w = (const __fp16*) weights; size_t c = channels; $if CHANNEL_TILE > 8: for (; c >= ${CHANNEL_TILE} * sizeof(__fp16); c -= ${CHANNEL_TILE} * sizeof(__fp16)) { $for C in range(0, CHANNEL_TILE, 8): const float16x8_t vw${ABC[C:C+8]} = vld1q_f16(w); w += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): const float16x8_t vi${M}x0${ABC[C:C+8]} = vld1q_f16(i${M}); i${M} += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): float16x8_t vacc${M}x0${ABC[C:C+8]} = vmulq_f16(vi${M}x0${ABC[C:C+8]}, vw${ABC[C:C+8]}); const uint16x8_t vm${M}x0${ABC[C:C+8]} = vcltq_s16(vreinterpretq_s16_f16(vi${M}x0${ABC[C:C+8]}), vmovq_n_s16(0)); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vacc${M}x0${ABC[C:C+8]} = vbslq_f16(vm${M}x0${ABC[C:C+8]}, vacc${M}x0${ABC[C:C+8]}, vi${M}x0${ABC[C:C+8]}); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vst1q_f16(o${M}, vacc${M}x0${ABC[C:C+8]}); o${M} += 8; } for (; c >= 8 * sizeof(__fp16); c -= 8 * sizeof(__fp16)) { const float16x8_t vw01234567 = vld1q_f16(w); w += 8; $for M in range(ROW_TILE): const float16x8_t vi${M}x01234567 = vld1q_f16(i${M}); i${M} += 8; $for M in range(ROW_TILE): float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); $for M in range(ROW_TILE): vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); $for M in range(ROW_TILE): vst1q_f16(o${M}, vacc${M}x01234567); o${M} += 8; } if XNN_UNLIKELY(c != 0) { const float16x8_t vw01234567 = vld1q_f16(w); $for M in range(ROW_TILE): const float16x8_t vi${M}x01234567 = vld1q_f16(i${M}); i${M} = (const __fp16*) ((uintptr_t) i${M} + c); $for M in range(ROW_TILE): float16x8_t vacc${M}x01234567 = vmulq_f16(vi${M}x01234567, vw01234567); const uint16x8_t vm${M}x01234567 = vcltq_s16(vreinterpretq_s16_f16(vi${M}x01234567), vmovq_n_s16(0)); $for M in range(ROW_TILE): vacc${M}x01234567 = vbslq_f16(vm${M}x01234567, vacc${M}x01234567, vi${M}x01234567); $for M in range(ROW_TILE): float16x4_t vacc${M}x0123 = vget_low_f16(vacc${M}x01234567); if (c & (4 * sizeof(__fp16))) { $for M in range(ROW_TILE): vst1_f16(o${M}, vacc${M}x0123); o${M} += 4; $for M in range(ROW_TILE): vacc${M}x0123 = vget_high_f16(vacc${M}x01234567); } if (c & (2 * sizeof(__fp16))) { $for M in range(ROW_TILE): vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vacc${M}x0123), 0); o${M} += 2; vacc${M}x0123 = vext_f16(vacc${M}x0123, vacc${M}x0123, 2); } if (c & (1 * sizeof(__fp16))) { $for M in range(ROW_TILE): vst1_lane_f16(o${M}, vacc${M}x0123, 0); o${M} += 1; } } $for M in range(ROW_TILE): i${M} = (const __fp16*) ((uintptr_t) i${M} + input_increment); o${M} = (__fp16*) ((uintptr_t) o${M} + output_increment); rows = doz(rows, ${ROW_TILE}); } while (rows != 0); }