// 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 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f16_vmulcaddc_minmax_ukernel_c${CHANNEL_TILE}__neonfp16arith_${ROW_TILE}x( 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, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS { assert(rows != 0); assert(channels != 0); assert(channels % sizeof(uint16_t) == 0); const uint16_t* i0 = (const uint16_t*) input; uint16_t* o0 = (uint16_t*) output; $for M in range(1, ROW_TILE): const uint16_t* i${M} = (const uint16_t*) ((uintptr_t) i${M-1} + input_stride); uint16_t* o${M} = (uint16_t*) ((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; const float16x8_t vmin = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith.min)); const float16x8_t vmax = vreinterpretq_f16_u16(vld1q_dup_u16(¶ms->fp16arith.max)); 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 uint16_t* w = (const uint16_t*) weights; size_t c = channels; $if CHANNEL_TILE > 8: for (; c >= ${CHANNEL_TILE} * sizeof(uint16_t); c -= ${CHANNEL_TILE} * sizeof(uint16_t)) { $for C in range(0, CHANNEL_TILE, 8): const float16x8_t vscale${ABC[C:C+8]} = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): float16x8_t vacc${M}x${ABC[C:C+8]} = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} += 8; $for C in range(0, CHANNEL_TILE, 8): const float16x8_t vbias${ABC[C:C+8]} = vreinterpretq_f16_u16(vld1q_u16(w)); w += 8; $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vacc${M}x${ABC[C:C+8]} = vfmaq_f16(vbias${ABC[C:C+8]}, vscale${ABC[C:C+8]}, vacc${M}x${ABC[C:C+8]}); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vacc${M}x${ABC[C:C+8]} = vmaxq_f16(vacc${M}x${ABC[C:C+8]}, vmin); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vacc${M}x${ABC[C:C+8]} = vminq_f16(vacc${M}x${ABC[C:C+8]}, vmax); $for M in range(ROW_TILE): $for C in range(0, CHANNEL_TILE, 8): vst1q_u16(o${M}, vreinterpretq_u16_f16(vacc${M}x${ABC[C:C+8]})); o${M} += 8; } for (; c >= 8 * sizeof(uint16_t); c -= 8 * sizeof(uint16_t)) { const float16x8_t vscale01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); $for M in range(ROW_TILE): float16x8_t vacc${M}x01234567 = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} += 8; const float16x8_t vbias01234567 = vreinterpretq_f16_u16(vld1q_u16(w + ${CHANNEL_TILE})); w += ${8 if CHANNEL_TILE > 8 else CHANNEL_TILE * 2}; $for M in range(ROW_TILE): vacc${M}x01234567 = vfmaq_f16(vbias01234567, vscale01234567, vacc${M}x01234567); $for M in range(ROW_TILE): vacc${M}x01234567 = vmaxq_f16(vacc${M}x01234567, vmin); $for M in range(ROW_TILE): vacc${M}x01234567 = vminq_f16(vacc${M}x01234567, vmax); $for M in range(ROW_TILE): vst1q_u16(o${M}, vreinterpretq_u16_f16(vacc${M}x01234567)); o${M} += 8; } if XNN_UNLIKELY(c != 0) { const float16x8_t vscale01234567 = vreinterpretq_f16_u16(vld1q_u16(w)); $for M in range(ROW_TILE): float16x8_t vacc${M}x01234567 = vreinterpretq_f16_u16(vld1q_u16(i${M})); i${M} = (const uint16_t*) ((uintptr_t) i${M} + c); const float16x8_t vbias01234567 = vreinterpretq_f16_u16(vld1q_u16(w + ${CHANNEL_TILE})); $for M in range(ROW_TILE): vacc${M}x01234567 = vfmaq_f16(vbias01234567, vscale01234567, vacc${M}x01234567); $for M in range(ROW_TILE): vacc${M}x01234567 = vmaxq_f16(vacc${M}x01234567, vmin); $for M in range(ROW_TILE): vacc${M}x01234567 = vminq_f16(vacc${M}x01234567, vmax); $for M in range(ROW_TILE): float16x4_t vacc${M}x0123 = vget_low_f16(vacc${M}x01234567); if (c & (4 * sizeof(uint16_t))) { $for M in range(ROW_TILE): vst1_u16(o${M}, vreinterpret_u16_f16(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(uint16_t))) { $for M in range(ROW_TILE): vst1_lane_u32((void*) o${M}, vreinterpret_u32_f16(vacc${M}x0123), 0); o${M} += 2; $for M in range(ROW_TILE): vacc${M}x0123 = vext_f16(vacc${M}x0123, vacc${M}x0123, 2); } if (c & (1 * sizeof(uint16_t))) { $for M in range(ROW_TILE): vst1_lane_u16(o${M}, vreinterpret_u16_f16(vacc${M}x0123), 0); o${M} += 1; } } $for M in range(ROW_TILE): i${M} = (const uint16_t*) ((uintptr_t) i${M} + input_increment); o${M} = (uint16_t*) ((uintptr_t) o${M} + output_increment); rows = doz(rows, ${ROW_TILE}); } while (rows != 0); }