xref: /aosp_15_r20/external/XNNPACK/src/f16-spmm/neonfp16arith.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2019 Google LLC
2*4bdc9457SAndroid Build Coastguard Worker//
3*4bdc9457SAndroid Build Coastguard Worker// This source code is licensed under the BSD-style license found in the
4*4bdc9457SAndroid Build Coastguard Worker// LICENSE file in the root directory of this source tree.
5*4bdc9457SAndroid Build Coastguard Worker
6*4bdc9457SAndroid Build Coastguard Worker$assert MR % 8 == 0
7*4bdc9457SAndroid Build Coastguard Worker$ABC = "0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ"
8*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
9*4bdc9457SAndroid Build Coastguard Worker
10*4bdc9457SAndroid Build Coastguard Worker#include <arm_neon.h>
11*4bdc9457SAndroid Build Coastguard Worker
12*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/spmm.h>
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker
15*4bdc9457SAndroid Build Coastguard Workervoid xnn_f16_spmm_minmax_ukernel_${MR}x${NR}__neonfp16arith${"_x%d" % UNROLL if UNROLL > 1 else ""}(
16*4bdc9457SAndroid Build Coastguard Worker    size_t mc,
17*4bdc9457SAndroid Build Coastguard Worker    size_t nc,
18*4bdc9457SAndroid Build Coastguard Worker    const void*restrict input,
19*4bdc9457SAndroid Build Coastguard Worker    const void*restrict weights,
20*4bdc9457SAndroid Build Coastguard Worker    const int32_t*restrict widx_dmap,
21*4bdc9457SAndroid Build Coastguard Worker    const uint32_t*restrict nidx_nnzmap,
22*4bdc9457SAndroid Build Coastguard Worker    void*restrict output,
23*4bdc9457SAndroid Build Coastguard Worker    size_t output_stride,
24*4bdc9457SAndroid Build Coastguard Worker    const union xnn_f16_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
25*4bdc9457SAndroid Build Coastguard Worker{
26*4bdc9457SAndroid Build Coastguard Worker  assert(mc != 0);
27*4bdc9457SAndroid Build Coastguard Worker  assert(mc % sizeof(__fp16) == 0);
28*4bdc9457SAndroid Build Coastguard Worker  assert(nc != 0);
29*4bdc9457SAndroid Build Coastguard Worker
30*4bdc9457SAndroid Build Coastguard Worker  const __fp16*restrict i = (const __fp16*) input;
31*4bdc9457SAndroid Build Coastguard Worker  __fp16*restrict o = (__fp16*) output;
32*4bdc9457SAndroid Build Coastguard Worker
33*4bdc9457SAndroid Build Coastguard Worker  const float16x8_t vmax = vreinterpretq_f16_u16(vld1q_dup_u16(&params->neon.max));
34*4bdc9457SAndroid Build Coastguard Worker  const float16x8_t vmin = vreinterpretq_f16_u16(vld1q_dup_u16(&params->neon.min));
35*4bdc9457SAndroid Build Coastguard Worker
36*4bdc9457SAndroid Build Coastguard Worker  size_t output_decrement = output_stride * nc - ${MR} * sizeof(__fp16);
37*4bdc9457SAndroid Build Coastguard Worker  while XNN_LIKELY(mc >= ${MR} * sizeof(__fp16)) {
38*4bdc9457SAndroid Build Coastguard Worker    const __fp16*restrict w = (const __fp16*) weights;
39*4bdc9457SAndroid Build Coastguard Worker    const int32_t* dmap = widx_dmap;
40*4bdc9457SAndroid Build Coastguard Worker    const uint32_t* nnzmap = nidx_nnzmap;
41*4bdc9457SAndroid Build Coastguard Worker    size_t n = nc;
42*4bdc9457SAndroid Build Coastguard Worker    do {
43*4bdc9457SAndroid Build Coastguard Worker      uint32_t nnz = *nnzmap++;
44*4bdc9457SAndroid Build Coastguard Worker      $if UNROLL > 1:
45*4bdc9457SAndroid Build Coastguard Worker        float16x8_t vacc01234567x0 = vld1q_dup_f16(w); w += 1;
46*4bdc9457SAndroid Build Coastguard Worker        $for K in range(1, UNROLL):
47*4bdc9457SAndroid Build Coastguard Worker          float16x8_t vacc01234567x${K} = vmovq_n_f16(0.0f);
48*4bdc9457SAndroid Build Coastguard Worker        $for M in range(8, MR, 8):
49*4bdc9457SAndroid Build Coastguard Worker          float16x8_t vacc${ABC[M:M+8]}x0 = vacc01234567x0;
50*4bdc9457SAndroid Build Coastguard Worker          $for K in range(1, UNROLL):
51*4bdc9457SAndroid Build Coastguard Worker            float16x8_t vacc${ABC[M:M+8]}x${K} = vmovq_n_f16(0.0f);
52*4bdc9457SAndroid Build Coastguard Worker        for (; nnz >= ${UNROLL}; nnz -= ${UNROLL}) {
53*4bdc9457SAndroid Build Coastguard Worker          $for K in range(UNROLL):
54*4bdc9457SAndroid Build Coastguard Worker            const intptr_t diff${K} = dmap[${K}];
55*4bdc9457SAndroid Build Coastguard Worker          dmap += ${UNROLL};
56*4bdc9457SAndroid Build Coastguard Worker          $for K in range(UNROLL):
57*4bdc9457SAndroid Build Coastguard Worker            const float16x8_t va01234567x${K} = vld1q_f16(i);
58*4bdc9457SAndroid Build Coastguard Worker            $for M in range(8, MR, 8):
59*4bdc9457SAndroid Build Coastguard Worker              const float16x8_t va${ABC[M:M+8]}x${K} = vld1q_f16(i + ${M});
60*4bdc9457SAndroid Build Coastguard Worker            i = (const __fp16*restrict) ((uintptr_t) i + (uintptr_t) diff${K});
61*4bdc9457SAndroid Build Coastguard Worker            const float16x8_t vb${K} = vld1q_dup_f16(w); w += 1;
62*4bdc9457SAndroid Build Coastguard Worker            $for M in range(0, MR, 8):
63*4bdc9457SAndroid Build Coastguard Worker              vacc${ABC[M:M+8]}x${K} = vfmaq_f16(vacc${ABC[M:M+8]}x${K}, va${ABC[M:M+8]}x${K}, vb${K});
64*4bdc9457SAndroid Build Coastguard Worker        }
65*4bdc9457SAndroid Build Coastguard Worker        $for M in range(0, MR, 8):
66*4bdc9457SAndroid Build Coastguard Worker          float16x8_t vacc${ABC[M:M+8]} = vacc${ABC[M:M+8]}x0;
67*4bdc9457SAndroid Build Coastguard Worker        $for K in range(1, UNROLL):
68*4bdc9457SAndroid Build Coastguard Worker          $for M in range(0, MR, 8):
69*4bdc9457SAndroid Build Coastguard Worker            vacc${ABC[M:M+8]} = vaddq_f16(vacc${ABC[M:M+8]}, vacc${ABC[M:M+8]}x${K});
70*4bdc9457SAndroid Build Coastguard Worker      $else:
71*4bdc9457SAndroid Build Coastguard Worker        float16x8_t vacc01234567 = vld1q_dup_f16(w); w += 1;
72*4bdc9457SAndroid Build Coastguard Worker        $for M in range(8, MR, 8):
73*4bdc9457SAndroid Build Coastguard Worker          float16x8_t vacc${ABC[M:M+8]} = vacc01234567;
74*4bdc9457SAndroid Build Coastguard Worker      if XNN_LIKELY(nnz != 0) {
75*4bdc9457SAndroid Build Coastguard Worker        do {
76*4bdc9457SAndroid Build Coastguard Worker          const intptr_t diff = *dmap++;
77*4bdc9457SAndroid Build Coastguard Worker          const float16x8_t va01234567 = vld1q_f16(i);
78*4bdc9457SAndroid Build Coastguard Worker          $for M in range(8, MR, 8):
79*4bdc9457SAndroid Build Coastguard Worker            const float16x8_t va${ABC[M:M+8]} = vld1q_f16(i + ${M});
80*4bdc9457SAndroid Build Coastguard Worker          i = (const __fp16*restrict) ((uintptr_t) i + (uintptr_t) diff);
81*4bdc9457SAndroid Build Coastguard Worker          const float16x8_t vb = vld1q_dup_f16(w); w += 1;
82*4bdc9457SAndroid Build Coastguard Worker          $for M in range(0, MR, 8):
83*4bdc9457SAndroid Build Coastguard Worker            vacc${ABC[M:M+8]} = vfmaq_f16(vacc${ABC[M:M+8]}, va${ABC[M:M+8]}, vb);
84*4bdc9457SAndroid Build Coastguard Worker        } while (--nnz != 0);
85*4bdc9457SAndroid Build Coastguard Worker      }
86*4bdc9457SAndroid Build Coastguard Worker      $for M in range(0, MR, 8):
87*4bdc9457SAndroid Build Coastguard Worker        float16x8_t vout${ABC[M:M+8]} = vminq_f16(vacc${ABC[M:M+8]}, vmax);
88*4bdc9457SAndroid Build Coastguard Worker      $for M in range(0, MR, 8):
89*4bdc9457SAndroid Build Coastguard Worker        vout${ABC[M:M+8]} = vmaxq_f16(vout${ABC[M:M+8]}, vmin);
90*4bdc9457SAndroid Build Coastguard Worker      vst1q_f16(o, vout01234567);
91*4bdc9457SAndroid Build Coastguard Worker      $for M in range(8, MR, 8):
92*4bdc9457SAndroid Build Coastguard Worker        vst1q_f16(o + ${M}, vout${ABC[M:M+8]});
93*4bdc9457SAndroid Build Coastguard Worker      o = (__fp16*restrict) ((uintptr_t) o + output_stride);
94*4bdc9457SAndroid Build Coastguard Worker    } while (--n != 0);
95*4bdc9457SAndroid Build Coastguard Worker    o = (__fp16*restrict) ((uintptr_t) o - output_decrement);
96*4bdc9457SAndroid Build Coastguard Worker    i += ${MR};
97*4bdc9457SAndroid Build Coastguard Worker    mc -= ${MR} * sizeof(__fp16);
98*4bdc9457SAndroid Build Coastguard Worker  }
99*4bdc9457SAndroid Build Coastguard Worker  if XNN_UNLIKELY(mc != 0) {
100*4bdc9457SAndroid Build Coastguard Worker    $for LOG2M in reversed(range((MR - 1).bit_length())):
101*4bdc9457SAndroid Build Coastguard Worker      $SUBMR = 1 << LOG2M
102*4bdc9457SAndroid Build Coastguard Worker      $if SUBMR * 2 >= MR:
103*4bdc9457SAndroid Build Coastguard Worker        output_decrement += ${MR - SUBMR} * sizeof(__fp16);
104*4bdc9457SAndroid Build Coastguard Worker      $else:
105*4bdc9457SAndroid Build Coastguard Worker        output_decrement += ${SUBMR} * sizeof(__fp16);
106*4bdc9457SAndroid Build Coastguard Worker      if (mc & (${SUBMR} * sizeof(__fp16))) {
107*4bdc9457SAndroid Build Coastguard Worker        const __fp16*restrict w = (const __fp16*) weights;
108*4bdc9457SAndroid Build Coastguard Worker        const int32_t* dmap = widx_dmap;
109*4bdc9457SAndroid Build Coastguard Worker        const uint32_t* nnzmap = nidx_nnzmap;
110*4bdc9457SAndroid Build Coastguard Worker        size_t n = nc;
111*4bdc9457SAndroid Build Coastguard Worker        do {
112*4bdc9457SAndroid Build Coastguard Worker          uint32_t nnz = *nnzmap++;
113*4bdc9457SAndroid Build Coastguard Worker          $if SUBMR <= 4:
114*4bdc9457SAndroid Build Coastguard Worker            float16x4_t vacc${ABC[0:SUBMR]} = vld1_dup_f16(w); w += 1;
115*4bdc9457SAndroid Build Coastguard Worker          $else:
116*4bdc9457SAndroid Build Coastguard Worker            float16x8_t vacc01234567 = vld1q_dup_f16(w); w += 1;
117*4bdc9457SAndroid Build Coastguard Worker          $for M in range(8, SUBMR, 8):
118*4bdc9457SAndroid Build Coastguard Worker            float16x8_t vacc${ABC[M:M+8]} = vacc01234567;
119*4bdc9457SAndroid Build Coastguard Worker          if XNN_LIKELY(nnz != 0) {
120*4bdc9457SAndroid Build Coastguard Worker            do {
121*4bdc9457SAndroid Build Coastguard Worker              const intptr_t diff = *dmap++;
122*4bdc9457SAndroid Build Coastguard Worker              $if SUBMR == 1:
123*4bdc9457SAndroid Build Coastguard Worker                const float16x4_t va0 = vld1_dup_f16(i);
124*4bdc9457SAndroid Build Coastguard Worker              $elif SUBMR == 2:
125*4bdc9457SAndroid Build Coastguard Worker                const float16x4_t va01 = vreinterpret_f16_f32(vld1_dup_f32((const void*) i));
126*4bdc9457SAndroid Build Coastguard Worker              $elif SUBMR == 4:
127*4bdc9457SAndroid Build Coastguard Worker                const float16x4_t va0123 = vld1_f16(i);
128*4bdc9457SAndroid Build Coastguard Worker              $else:
129*4bdc9457SAndroid Build Coastguard Worker                const float16x8_t va01234567 = vld1q_f16(i);
130*4bdc9457SAndroid Build Coastguard Worker              $for M in range(8, SUBMR, 8):
131*4bdc9457SAndroid Build Coastguard Worker                const float16x8_t va${ABC[M:M+8]} = vld1q_f16(i + ${M});
132*4bdc9457SAndroid Build Coastguard Worker              i = (const __fp16*restrict) ((uintptr_t) i + (uintptr_t) diff);
133*4bdc9457SAndroid Build Coastguard Worker              $if SUBMR <= 4:
134*4bdc9457SAndroid Build Coastguard Worker                const float16x4_t vb = vld1_dup_f16(w); w += 1;
135*4bdc9457SAndroid Build Coastguard Worker              $else:
136*4bdc9457SAndroid Build Coastguard Worker                const float16x8_t vb = vld1q_dup_f16(w); w += 1;
137*4bdc9457SAndroid Build Coastguard Worker              $if SUBMR <= 4:
138*4bdc9457SAndroid Build Coastguard Worker                vacc${ABC[0:SUBMR]} = vfma_f16(vacc${ABC[0:SUBMR]}, va${ABC[0:SUBMR]}, vb);
139*4bdc9457SAndroid Build Coastguard Worker              $else:
140*4bdc9457SAndroid Build Coastguard Worker                $for M in range(0, SUBMR, 8):
141*4bdc9457SAndroid Build Coastguard Worker                  vacc${ABC[M:M+8]} = vfmaq_f16(vacc${ABC[M:M+8]}, va${ABC[M:M+8]}, vb);
142*4bdc9457SAndroid Build Coastguard Worker            } while (--nnz != 0);
143*4bdc9457SAndroid Build Coastguard Worker          }
144*4bdc9457SAndroid Build Coastguard Worker          $if SUBMR <= 4:
145*4bdc9457SAndroid Build Coastguard Worker            float16x4_t vout${ABC[0:SUBMR]} = vmin_f16(vacc${ABC[0:SUBMR]}, vget_low_f16(vmax));
146*4bdc9457SAndroid Build Coastguard Worker            vout${ABC[0:SUBMR]} = vmax_f16(vout${ABC[0:SUBMR]}, vget_low_f16(vmin));
147*4bdc9457SAndroid Build Coastguard Worker            $if SUBMR == 1:
148*4bdc9457SAndroid Build Coastguard Worker              vst1_lane_f16(o, vout${ABC[0]}, 0);
149*4bdc9457SAndroid Build Coastguard Worker            $elif SUBMR == 2:
150*4bdc9457SAndroid Build Coastguard Worker              vst1_lane_f32((void*) o, vreinterpret_f32_f16(vout${ABC[0:SUBMR]}), 0);
151*4bdc9457SAndroid Build Coastguard Worker            $else:
152*4bdc9457SAndroid Build Coastguard Worker              vst1_f16(o, vout${ABC[0:SUBMR]});
153*4bdc9457SAndroid Build Coastguard Worker          $else:
154*4bdc9457SAndroid Build Coastguard Worker            $for M in range(0, SUBMR, 8):
155*4bdc9457SAndroid Build Coastguard Worker              float16x8_t vout${ABC[M:M+8]} = vminq_f16(vacc${ABC[M:M+8]}, vmax);
156*4bdc9457SAndroid Build Coastguard Worker            $for M in range(0, SUBMR, 8):
157*4bdc9457SAndroid Build Coastguard Worker              vout${ABC[M:M+8]} = vmaxq_f16(vout${ABC[M:M+8]}, vmin);
158*4bdc9457SAndroid Build Coastguard Worker            vst1q_f16(o, vout01234567);
159*4bdc9457SAndroid Build Coastguard Worker            $for M in range(8, SUBMR, 8):
160*4bdc9457SAndroid Build Coastguard Worker              vst1q_f16(o + ${M}, vout${ABC[M:M+8]});
161*4bdc9457SAndroid Build Coastguard Worker          o = (__fp16*restrict) ((uintptr_t) o + output_stride);
162*4bdc9457SAndroid Build Coastguard Worker        } while (--n != 0);
163*4bdc9457SAndroid Build Coastguard Worker        o = (__fp16*restrict) ((uintptr_t) o - output_decrement);
164*4bdc9457SAndroid Build Coastguard Worker        i += ${SUBMR};
165*4bdc9457SAndroid Build Coastguard Worker      }
166*4bdc9457SAndroid Build Coastguard Worker  }
167*4bdc9457SAndroid Build Coastguard Worker}
168