xref: /aosp_15_r20/external/XNNPACK/src/qs8-gemm/c4-armsimd32.c.in (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1*4bdc9457SAndroid Build Coastguard Worker// Copyright 2022 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$assert REQUANTIZATION == "FP32"
7*4bdc9457SAndroid Build Coastguard Worker$assert DATATYPE in ["QC8", "QS8", "QU8"]
8*4bdc9457SAndroid Build Coastguard Worker$assert 1 <= MR <= 2
9*4bdc9457SAndroid Build Coastguard Worker$assert 1 <= NR <= 2
10*4bdc9457SAndroid Build Coastguard Worker#include <assert.h>
11*4bdc9457SAndroid Build Coastguard Worker
12*4bdc9457SAndroid Build Coastguard Worker#include <arm_acle.h>
13*4bdc9457SAndroid Build Coastguard Worker
14*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/intrinsics-polyfill.h>
15*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/math.h>
16*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/gemm.h>
17*4bdc9457SAndroid Build Coastguard Worker#include <xnnpack/unaligned.h>
18*4bdc9457SAndroid Build Coastguard Worker
19*4bdc9457SAndroid Build Coastguard Worker
20*4bdc9457SAndroid Build Coastguard Worker$PARAMS_STRUCT = REQUANTIZATION.lower() + "_armsimd32"
21*4bdc9457SAndroid Build Coastguard Worker$PARAMS_UNION = "xnn_%s_conv_minmax_params" % DATATYPE.lower()
22*4bdc9457SAndroid Build Coastguard Worker$__XXTB16 = "__uxtb16" if DATATYPE == "QU8" else "__sxtb16"
23*4bdc9457SAndroid Build Coastguard Worker$__XSAT = "__usat" if DATATYPE == "QU8" else "__ssat"
24*4bdc9457SAndroid Build Coastguard Worker$__XSUB8 = "__usub8" if DATATYPE == "QU8" else "__ssub8"
25*4bdc9457SAndroid Build Coastguard Worker$XINT8_T = "uint8_t" if DATATYPE == "QU8" else "int8_t"
26*4bdc9457SAndroid Build Coastguard Workervoid xnn_${DATATYPE.lower()}_gemm_minmax_${REQUANTIZATION.lower()}_ukernel_${MR}x${NR}c4__armsimd32(
27*4bdc9457SAndroid Build Coastguard Worker    size_t mr,
28*4bdc9457SAndroid Build Coastguard Worker    size_t nc,
29*4bdc9457SAndroid Build Coastguard Worker    size_t kc,
30*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}* restrict a,
31*4bdc9457SAndroid Build Coastguard Worker    size_t a_stride,
32*4bdc9457SAndroid Build Coastguard Worker    const void* restrict w,
33*4bdc9457SAndroid Build Coastguard Worker    ${XINT8_T}* restrict c,
34*4bdc9457SAndroid Build Coastguard Worker    size_t cm_stride,
35*4bdc9457SAndroid Build Coastguard Worker    size_t cn_stride,
36*4bdc9457SAndroid Build Coastguard Worker    const union ${PARAMS_UNION} params[restrict XNN_MIN_ELEMENTS(1)])
37*4bdc9457SAndroid Build Coastguard Worker{
38*4bdc9457SAndroid Build Coastguard Worker  assert(mr != 0);
39*4bdc9457SAndroid Build Coastguard Worker  assert(mr <= ${MR});
40*4bdc9457SAndroid Build Coastguard Worker  assert(nc != 0);
41*4bdc9457SAndroid Build Coastguard Worker  assert(kc != 0);
42*4bdc9457SAndroid Build Coastguard Worker
43*4bdc9457SAndroid Build Coastguard Worker  kc = round_up_po2(kc, 4 * sizeof(int8_t));
44*4bdc9457SAndroid Build Coastguard Worker  const ${XINT8_T}* a0 = a;
45*4bdc9457SAndroid Build Coastguard Worker  ${XINT8_T}* c0 = c;
46*4bdc9457SAndroid Build Coastguard Worker  $for M in range(1, MR):
47*4bdc9457SAndroid Build Coastguard Worker    const ${XINT8_T}* a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M-1} + a_stride);
48*4bdc9457SAndroid Build Coastguard Worker    ${XINT8_T}* c${M} = (${XINT8_T}*) ((uintptr_t) c${M-1} + cm_stride);
49*4bdc9457SAndroid Build Coastguard Worker    $if M % 2 == 0:
50*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr <= ${M}) {
51*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
52*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
53*4bdc9457SAndroid Build Coastguard Worker      }
54*4bdc9457SAndroid Build Coastguard Worker    $elif M + 1 == MR:
55*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr != ${M+1}) {
56*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
57*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
58*4bdc9457SAndroid Build Coastguard Worker      }
59*4bdc9457SAndroid Build Coastguard Worker    $else:
60*4bdc9457SAndroid Build Coastguard Worker      if XNN_UNPREDICTABLE(mr < ${M+1}) {
61*4bdc9457SAndroid Build Coastguard Worker        a${M} = a${M-1};
62*4bdc9457SAndroid Build Coastguard Worker        c${M} = c${M-1};
63*4bdc9457SAndroid Build Coastguard Worker      }
64*4bdc9457SAndroid Build Coastguard Worker
65*4bdc9457SAndroid Build Coastguard Worker  $if DATATYPE == "QU8":
66*4bdc9457SAndroid Build Coastguard Worker    const int16x2_t vb_minus_zero_point = (int16x2_t) params->${PARAMS_STRUCT}.minus_kernel_zero_point;
67*4bdc9457SAndroid Build Coastguard Worker  $if REQUANTIZATION == "FP32":
68*4bdc9457SAndroid Build Coastguard Worker    $if DATATYPE != "QC8":
69*4bdc9457SAndroid Build Coastguard Worker      const float vscale = params->${PARAMS_STRUCT}.scale;
70*4bdc9457SAndroid Build Coastguard Worker    const float vmagic_bias = params->${PARAMS_STRUCT}.magic_bias;
71*4bdc9457SAndroid Build Coastguard Worker  do {
72*4bdc9457SAndroid Build Coastguard Worker    $for N in range(NR):
73*4bdc9457SAndroid Build Coastguard Worker      int32_t vacc0x${N} = ((const int32_t*) w)[${N}];
74*4bdc9457SAndroid Build Coastguard Worker    $for M in range(1, MR):
75*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
76*4bdc9457SAndroid Build Coastguard Worker        int32_t vacc${M}x${N} = vacc0x${N};
77*4bdc9457SAndroid Build Coastguard Worker    w = (const void*) ((const int32_t*) w + ${NR});
78*4bdc9457SAndroid Build Coastguard Worker
79*4bdc9457SAndroid Build Coastguard Worker    size_t k = kc;
80*4bdc9457SAndroid Build Coastguard Worker    do {
81*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
82*4bdc9457SAndroid Build Coastguard Worker        const int8x4_t va${M} = (int8x4_t) unaligned_load_s32(a${M}); a${M} += 4;
83*4bdc9457SAndroid Build Coastguard Worker
84*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
85*4bdc9457SAndroid Build Coastguard Worker        const int16x2_t va${M}c02 = ${__XXTB16}(va${M});
86*4bdc9457SAndroid Build Coastguard Worker        const int16x2_t va${M}c13 = ${__XXTB16}(__ror(va${M}, 8));
87*4bdc9457SAndroid Build Coastguard Worker
88*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
89*4bdc9457SAndroid Build Coastguard Worker        const int8x4_t vb${N} = *((const int8x4_t*) w); w = (const int8_t*) w + 4;
90*4bdc9457SAndroid Build Coastguard Worker        $if DATATYPE == "QU8":
91*4bdc9457SAndroid Build Coastguard Worker          const int16x2_t vb${N}c02 = __uxtab16(vb_minus_zero_point, vb${N});
92*4bdc9457SAndroid Build Coastguard Worker        $else:
93*4bdc9457SAndroid Build Coastguard Worker          const int16x2_t vb${N}c02 = __sxtb16(vb${N});
94*4bdc9457SAndroid Build Coastguard Worker
95*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
96*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${N} = __smlad(va${M}c02, vb${N}c02, vacc${M}x${N});
97*4bdc9457SAndroid Build Coastguard Worker
98*4bdc9457SAndroid Build Coastguard Worker        $if DATATYPE == "QU8":
99*4bdc9457SAndroid Build Coastguard Worker          const int16x2_t vb${N}c13 = __uxtab16(vb_minus_zero_point, __ror(vb${N}, 8));
100*4bdc9457SAndroid Build Coastguard Worker        $else:
101*4bdc9457SAndroid Build Coastguard Worker          const int16x2_t vb${N}c13 = __sxtb16(__ror(vb${N}, 8));
102*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
103*4bdc9457SAndroid Build Coastguard Worker          vacc${M}x${N} = __smlad(va${M}c13, vb${N}c13, vacc${M}x${N});
104*4bdc9457SAndroid Build Coastguard Worker
105*4bdc9457SAndroid Build Coastguard Worker      k -= 4 * sizeof(${XINT8_T});
106*4bdc9457SAndroid Build Coastguard Worker    } while (k != 0);
107*4bdc9457SAndroid Build Coastguard Worker
108*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
109*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
110*4bdc9457SAndroid Build Coastguard Worker        float vfpacc${M}x${N} = (float) vacc${M}x${N};
111*4bdc9457SAndroid Build Coastguard Worker
112*4bdc9457SAndroid Build Coastguard Worker    $if DATATYPE == "QC8":
113*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
114*4bdc9457SAndroid Build Coastguard Worker        const float vscale${N} = ((const float*) w)[${N}];
115*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
116*4bdc9457SAndroid Build Coastguard Worker          vfpacc${M}x${N} *= vscale${N};
117*4bdc9457SAndroid Build Coastguard Worker      w = (const void*) ((const float*) w + ${NR});
118*4bdc9457SAndroid Build Coastguard Worker    $else:
119*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
120*4bdc9457SAndroid Build Coastguard Worker        $for N in range(NR):
121*4bdc9457SAndroid Build Coastguard Worker          vfpacc${M}x${N} *= vscale;
122*4bdc9457SAndroid Build Coastguard Worker
123*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
124*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
125*4bdc9457SAndroid Build Coastguard Worker        vfpacc${M}x${N} += vmagic_bias;
126*4bdc9457SAndroid Build Coastguard Worker
127*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
128*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
129*4bdc9457SAndroid Build Coastguard Worker        int32_t vout${M}x${N} = (int32_t) float_as_uint32(vfpacc${M}x${N});
130*4bdc9457SAndroid Build Coastguard Worker
131*4bdc9457SAndroid Build Coastguard Worker    const int32_t vmagic_bias_less_zero_point = params->${PARAMS_STRUCT}.magic_bias_less_zero_point;
132*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
133*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
134*4bdc9457SAndroid Build Coastguard Worker        vout${M}x${N} = __qsub(vout${M}x${N}, vmagic_bias_less_zero_point);
135*4bdc9457SAndroid Build Coastguard Worker
136*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
137*4bdc9457SAndroid Build Coastguard Worker      $for N in range(NR):
138*4bdc9457SAndroid Build Coastguard Worker        vout${M}x${N} = ${__XSAT}(vout${M}x${N}, 8);
139*4bdc9457SAndroid Build Coastguard Worker
140*4bdc9457SAndroid Build Coastguard Worker    $for M in range(MR):
141*4bdc9457SAndroid Build Coastguard Worker      $if NR == 1:
142*4bdc9457SAndroid Build Coastguard Worker        const uint32_t vout${M} = (uint32_t) vout${M}x0;
143*4bdc9457SAndroid Build Coastguard Worker      $else:
144*4bdc9457SAndroid Build Coastguard Worker        const uint32_t vout${M} = (uint32_t) (uint8_t) vout${M}x0 | ((uint32_t) vout${M}x1 << 8);
145*4bdc9457SAndroid Build Coastguard Worker
146*4bdc9457SAndroid Build Coastguard Worker    $if MR == 1:
147*4bdc9457SAndroid Build Coastguard Worker      uint32_t vout = vout0;
148*4bdc9457SAndroid Build Coastguard Worker    $else:
149*4bdc9457SAndroid Build Coastguard Worker      uint32_t vout = (uint32_t) (uint16_t) vout0 | (vout1 << 16);
150*4bdc9457SAndroid Build Coastguard Worker
151*4bdc9457SAndroid Build Coastguard Worker    const int8x4_t voutput_min = (int8x4_t) params->${PARAMS_STRUCT}.output_min;
152*4bdc9457SAndroid Build Coastguard Worker    ${__XSUB8}((int8x4_t) vout, voutput_min);
153*4bdc9457SAndroid Build Coastguard Worker    vout = (uint32_t) __sel((uint8x4_t) vout, (uint8x4_t) voutput_min);
154*4bdc9457SAndroid Build Coastguard Worker
155*4bdc9457SAndroid Build Coastguard Worker    const int8x4_t voutput_max = (int8x4_t) params->${PARAMS_STRUCT}.output_max;
156*4bdc9457SAndroid Build Coastguard Worker    ${__XSUB8}((int8x4_t) vout, voutput_max);
157*4bdc9457SAndroid Build Coastguard Worker    vout = (uint32_t) __sel((uint8x4_t) voutput_max, (uint8x4_t) vout);
158*4bdc9457SAndroid Build Coastguard Worker
159*4bdc9457SAndroid Build Coastguard Worker    $if NR == 2:
160*4bdc9457SAndroid Build Coastguard Worker      if XNN_LIKELY(nc >= ${NR}) {
161*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
162*4bdc9457SAndroid Build Coastguard Worker          unaligned_store_u16(c${M}, (uint16_t) vout);
163*4bdc9457SAndroid Build Coastguard Worker          $if M + 1 != MR:
164*4bdc9457SAndroid Build Coastguard Worker            vout >>= 16;
165*4bdc9457SAndroid Build Coastguard Worker
166*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
167*4bdc9457SAndroid Build Coastguard Worker          a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} - kc);
168*4bdc9457SAndroid Build Coastguard Worker
169*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
170*4bdc9457SAndroid Build Coastguard Worker          c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride);
171*4bdc9457SAndroid Build Coastguard Worker
172*4bdc9457SAndroid Build Coastguard Worker        nc -= ${NR};
173*4bdc9457SAndroid Build Coastguard Worker      } else {
174*4bdc9457SAndroid Build Coastguard Worker        $for M in range(MR):
175*4bdc9457SAndroid Build Coastguard Worker          *c${M} = (${XINT8_T}) vout;
176*4bdc9457SAndroid Build Coastguard Worker          $if M + 1 != MR:
177*4bdc9457SAndroid Build Coastguard Worker            vout >>= 16;
178*4bdc9457SAndroid Build Coastguard Worker
179*4bdc9457SAndroid Build Coastguard Worker        nc = 0;
180*4bdc9457SAndroid Build Coastguard Worker      }
181*4bdc9457SAndroid Build Coastguard Worker    $else:
182*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
183*4bdc9457SAndroid Build Coastguard Worker        *c${M} = (${XINT8_T}) vout;
184*4bdc9457SAndroid Build Coastguard Worker        $if M + 1 != MR:
185*4bdc9457SAndroid Build Coastguard Worker          vout >>= 16;
186*4bdc9457SAndroid Build Coastguard Worker
187*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
188*4bdc9457SAndroid Build Coastguard Worker        a${M} = (const ${XINT8_T}*) ((uintptr_t) a${M} - kc);
189*4bdc9457SAndroid Build Coastguard Worker
190*4bdc9457SAndroid Build Coastguard Worker      $for M in range(MR):
191*4bdc9457SAndroid Build Coastguard Worker        c${M} = (${XINT8_T}*) ((uintptr_t) c${M} + cn_stride);
192*4bdc9457SAndroid Build Coastguard Worker
193*4bdc9457SAndroid Build Coastguard Worker      nc -= 1;
194*4bdc9457SAndroid Build Coastguard Worker  } while (nc != 0);
195*4bdc9457SAndroid Build Coastguard Worker}
196