// Copyright 2019 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 MR % 8 == 0 $ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ" #include #include #include #include void xnn_f16_spmm_minmax_ukernel_${MR}x${NR}__neonfp16arith${"_x%d" % UNROLL if UNROLL > 1 else ""}( size_t mc, size_t nc, const void* input, const void* weights, const int32_t* widx_dmap, const uint32_t* nidx_nnzmap, void* output, size_t output_stride, const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) { assert(mc != 0); assert(mc % sizeof(uint16_t) == 0); assert(nc != 0); const uint16_t* i = (const uint16_t*) input; uint16_t* o = (uint16_t*) output; #if XNN_ARCH_ARM64 const uint16x8x2_t vminmax = vld2q_dup_u16(¶ms->fp16arith.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->fp16arith.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 size_t output_decrement = output_stride * nc - ${MR} * sizeof(uint16_t); while XNN_LIKELY(mc >= ${MR} * sizeof(uint16_t)) { const uint16_t* w = (const uint16_t*) weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; $if UNROLL > 1: float16x8_t vacc01234567x0 = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; $for K in range(1, UNROLL): float16x8_t vacc01234567x${K} = vreinterpretq_f16_u16(vmovq_n_u16(0)); $for M in range(8, MR, 8): float16x8_t vacc${ABC[M:M+8]}x0 = vacc01234567x0; $for K in range(1, UNROLL): float16x8_t vacc${ABC[M:M+8]}x${K} = vreinterpretq_f16_u16(vmovq_n_u16(0)); for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) { $for K in range(UNROLL): const intptr_t diff${K} = dmap[${K}]; dmap += ${UNROLL}; $for K in range(UNROLL): const float16x8_t va01234567x${K} = vreinterpretq_f16_u16(vld1q_u16(i)); $for M in range(8, MR, 8): const float16x8_t va${ABC[M:M+8]}x${K} = vreinterpretq_f16_u16(vld1q_u16(i + ${M})); i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff${K}); $for M in range(0, MR, 32): xnn_prefetch_to_l1(i + ${M+32}); const float16x8_t vw${K} = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; xnn_prefetch_to_l1(w + 64); $for M in range(0, MR, 8): vacc${ABC[M:M+8]}x${K} = vfmaq_f16(vacc${ABC[M:M+8]}x${K}, va${ABC[M:M+8]}x${K}, vw${K}); } $for M in range(0, MR, 8): float16x8_t vacc${ABC[M:M+8]} = vacc${ABC[M:M+8]}x0; $for K in range(1, UNROLL): $for M in range(0, MR, 8): vacc${ABC[M:M+8]} = vaddq_f16(vacc${ABC[M:M+8]}, vacc${ABC[M:M+8]}x${K}); $else: float16x8_t vacc01234567 = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; $for M in range(8, MR, 8): float16x8_t vacc${ABC[M:M+8]} = vacc01234567; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; const float16x8_t va01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); $for M in range(8, MR, 8): const float16x8_t va${ABC[M:M+8]} = vreinterpretq_f16_u16(vld1q_u16(i + ${M})); i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); $for M in range(0, MR, 32): xnn_prefetch_to_l1(i + ${M+32}); const float16x8_t vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; xnn_prefetch_to_l1(w + 64); $for M in range(0, MR, 8): vacc${ABC[M:M+8]} = vfmaq_f16(vacc${ABC[M:M+8]}, va${ABC[M:M+8]}, vw); } while (--nnz != 0); } $for M in range(0, MR, 8): float16x8_t vout${ABC[M:M+8]} = vminq_f16(vacc${ABC[M:M+8]}, vmax); $for M in range(0, MR, 8): vout${ABC[M:M+8]} = vmaxq_f16(vout${ABC[M:M+8]}, vmin); vst1q_u16(o, vreinterpretq_u16_f16(vout01234567)); $for M in range(8, MR, 8): vst1q_u16(o + ${M}, vreinterpretq_u16_f16(vout${ABC[M:M+8]})); o = (uint16_t*) ((uintptr_t) o + output_stride); } while (--n != 0); o = (uint16_t*) ((uintptr_t) o - output_decrement); i += ${MR}; mc -= ${MR} * sizeof(uint16_t); } if XNN_UNLIKELY(mc != 0) { $for LOG2M in reversed(range((MR - 1).bit_length())): $SUBMR = 1 << LOG2M $if SUBMR * 2 >= MR: output_decrement += ${MR - SUBMR} * sizeof(uint16_t); $else: output_decrement += ${SUBMR} * sizeof(uint16_t); if (mc & (${SUBMR} * sizeof(uint16_t))) { const uint16_t* w = (const uint16_t*) weights; const int32_t* dmap = widx_dmap; const uint32_t* nnzmap = nidx_nnzmap; size_t n = nc; do { uint32_t nnz = *nnzmap++; $if SUBMR <= 4: float16x4_t vacc${ABC[0:SUBMR]} = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; $else: float16x8_t vacc01234567 = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; $for M in range(8, SUBMR, 8): float16x8_t vacc${ABC[M:M+8]} = vacc01234567; if XNN_LIKELY(nnz != 0) { do { const intptr_t diff = *dmap++; $if SUBMR == 1: const float16x4_t va0 = vreinterpret_f16_u16(vld1_dup_u16(i)); $elif SUBMR == 2: const float16x4_t va01 = vreinterpret_f16_u32(vld1_dup_u32((const void*) i)); $elif SUBMR == 4: const float16x4_t va0123 = vreinterpret_f16_u16(vld1_u16(i)); $else: const float16x8_t va01234567 = vreinterpretq_f16_u16(vld1q_u16(i)); $for M in range(8, SUBMR, 8): const float16x8_t va${ABC[M:M+8]} = vreinterpretq_f16_u16(vld1q_u16(i + ${M})); i = (const uint16_t*) ((uintptr_t) i + (uintptr_t) diff); $if SUBMR <= 4: const float16x4_t vw = vreinterpret_f16_u16(vld1_dup_u16(w)); w += 1; $else: const float16x8_t vw = vreinterpretq_f16_u16(vld1q_dup_u16(w)); w += 1; $if SUBMR <= 4: vacc${ABC[0:SUBMR]} = vfma_f16(vacc${ABC[0:SUBMR]}, va${ABC[0:SUBMR]}, vw); $else: $for M in range(0, SUBMR, 8): vacc${ABC[M:M+8]} = vfmaq_f16(vacc${ABC[M:M+8]}, va${ABC[M:M+8]}, vw); } while (--nnz != 0); } $if SUBMR <= 4: float16x4_t vout${ABC[0:SUBMR]} = vmin_f16(vacc${ABC[0:SUBMR]}, vget_low_f16(vmax)); vout${ABC[0:SUBMR]} = vmax_f16(vout${ABC[0:SUBMR]}, vget_low_f16(vmin)); $if SUBMR == 1: vst1_lane_u16(o, vreinterpret_u16_f16(vout${ABC[0]}), 0); $elif SUBMR == 2: vst1_lane_u32((void*) o, vreinterpret_u32_f16(vout${ABC[0:SUBMR]}), 0); $else: vst1_u16(o, vreinterpret_u16_f16(vout${ABC[0:SUBMR]})); $else: $for M in range(0, SUBMR, 8): float16x8_t vout${ABC[M:M+8]} = vminq_f16(vacc${ABC[M:M+8]}, vmax); $for M in range(0, SUBMR, 8): vout${ABC[M:M+8]} = vmaxq_f16(vout${ABC[M:M+8]}, vmin); vst1q_u16(o, vreinterpretq_u16_f16(vout01234567)); $for M in range(8, SUBMR, 8): vst1q_u16(o + ${M}, vreinterpretq_u16_f16(vout${ABC[M:M+8]})); o = (uint16_t*) ((uintptr_t) o + output_stride); } while (--n != 0); o = (uint16_t*) ((uintptr_t) o - output_decrement); i += ${SUBMR}; } } }