xref: /aosp_15_r20/external/XNNPACK/src/qs8-igemm/gen/3x8c4-minmax-rndnu-neon-mull-ld1r.c (revision 4bdc94577ba0e567308109d787f7fec7b531ce36)
1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-igemm/c4-neon-mull-dup.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2021 Google LLC
6 //
7 // This source code is licensed under the BSD-style license found in the
8 // LICENSE file in the root directory of this source tree.
9 
10 #include <assert.h>
11 
12 #include <arm_neon.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
17 
xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r(size_t mr,size_t nc,size_t kc,size_t ks,const int8_t ** restrict a,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,size_t a_offset,const int8_t * zero,const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])18 void xnn_qs8_igemm_minmax_rndnu_ukernel_3x8c4__neon_mull_ld1r(
19     size_t mr,
20     size_t nc,
21     size_t kc,
22     size_t ks,
23     const int8_t** restrict a,
24     const void* restrict w,
25     int8_t* restrict c,
26     size_t cm_stride,
27     size_t cn_stride,
28     size_t a_offset,
29     const int8_t* zero,
30     const union xnn_qs8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
31 {
32   assert(mr != 0);
33   assert(mr <= 3);
34   assert(nc != 0);
35   assert(kc != 0);
36   assert(ks != 0);
37   assert(ks % (3 * sizeof(void*)) == 0);
38   assert(a_offset % sizeof(int8_t) == 0);
39   assert(a != NULL);
40   assert(w != NULL);
41   assert(c != NULL);
42 
43   kc = round_up_po2(kc, 4 * sizeof(int8_t));
44   int8_t* c0 = c;
45   int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
46   if XNN_UNPREDICTABLE(mr < 2) {
47     c1 = c0;
48   }
49   int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
50   if XNN_UNPREDICTABLE(mr <= 2) {
51     c2 = c1;
52   }
53 
54   do {
55     int32x4_t vacc0x01 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
56     int32x4_t vacc0x23 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
57     int32x4_t vacc0x45 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
58     int32x4_t vacc0x67 = vreinterpretq_s32_u64(vmovl_u32(vld1_u32(w))); w = (const void*) ((uintptr_t) w + 2 * sizeof(int32_t));
59     int32x4_t vacc1x01 = vacc0x01;
60     int32x4_t vacc1x23 = vacc0x23;
61     int32x4_t vacc1x45 = vacc0x45;
62     int32x4_t vacc1x67 = vacc0x67;
63     int32x4_t vacc2x01 = vacc0x01;
64     int32x4_t vacc2x23 = vacc0x23;
65     int32x4_t vacc2x45 = vacc0x45;
66     int32x4_t vacc2x67 = vacc0x67;
67 
68     size_t p = ks;
69     do {
70       const int8_t* restrict a0 = a[0];
71       if XNN_UNPREDICTABLE(a0 != zero) {
72         a0 = (const int8_t*) ((uintptr_t) a0 + a_offset);
73       }
74       const int8_t* restrict a1 = a[1];
75       if XNN_UNPREDICTABLE(a1 != zero) {
76         a1 = (const int8_t*) ((uintptr_t) a1 + a_offset);
77       }
78       const int8_t* restrict a2 = a[2];
79       if XNN_UNPREDICTABLE(a2 != zero) {
80         a2 = (const int8_t*) ((uintptr_t) a2 + a_offset);
81       }
82       a += 3;
83 
84       size_t k = kc;
85 
86 
87       while (k >= 8 * sizeof(int8_t)) {
88         const int32x2_t va00 = vld1_dup_s32((const void*)a0);
89         const int32x2_t va01 = vld1_dup_s32((const void*)(a0 + 4)); a0 += 8;
90         const int32x2_t va10 = vld1_dup_s32((const void*)a1);
91         const int32x2_t va11 = vld1_dup_s32((const void*)(a1 + 4)); a1 += 8;
92         const int32x2_t va20 = vld1_dup_s32((const void*)a2);
93         const int32x2_t va21 = vld1_dup_s32((const void*)(a2 + 4)); a2 += 8;
94 
95         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
96         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
97         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
98         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
99         const int8x8_t vb01c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
100         const int8x8_t vb23c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
101         const int8x8_t vb45c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
102         const int8x8_t vb67c1 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
103 
104         const int8x8_t va0c0 = vreinterpret_s8_s32(va00);
105         const int8x8_t va1c0 = vreinterpret_s8_s32(va10);
106         const int8x8_t va2c0 = vreinterpret_s8_s32(va20);
107 
108         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
109         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
110         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
111         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
112         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
113         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
114         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
115         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
116         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
117         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
118         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
119         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
120         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
121         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
122         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
123         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
124         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
125         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
126         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
127         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
128         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
129         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
130         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
131         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
132         const int8x8_t va0c1 = vreinterpret_s8_s32(va01);
133         const int8x8_t va1c1 = vreinterpret_s8_s32(va11);
134         const int8x8_t va2c1 = vreinterpret_s8_s32(va21);
135 
136         const int16x8_t vprod0x01c1 = vmull_s8(vb01c1, va0c1);
137         const int16x8_t vprod1x01c1 = vmull_s8(vb01c1, va1c1);
138         const int16x8_t vprod2x01c1 = vmull_s8(vb01c1, va2c1);
139         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c1);
140         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c1);
141         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c1);
142         const int16x8_t vprod0x23c1 = vmull_s8(vb23c1, va0c1);
143         const int16x8_t vprod1x23c1 = vmull_s8(vb23c1, va1c1);
144         const int16x8_t vprod2x23c1 = vmull_s8(vb23c1, va2c1);
145         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c1);
146         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c1);
147         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c1);
148         const int16x8_t vprod0x45c1 = vmull_s8(vb45c1, va0c1);
149         const int16x8_t vprod1x45c1 = vmull_s8(vb45c1, va1c1);
150         const int16x8_t vprod2x45c1 = vmull_s8(vb45c1, va2c1);
151         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c1);
152         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c1);
153         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c1);
154         const int16x8_t vprod0x67c1 = vmull_s8(vb67c1, va0c1);
155         const int16x8_t vprod1x67c1 = vmull_s8(vb67c1, va1c1);
156         const int16x8_t vprod2x67c1 = vmull_s8(vb67c1, va2c1);
157         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c1);
158         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c1);
159         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c1);
160 
161         k -= 8 * sizeof(int8_t);
162       }
163 
164       if XNN_UNLIKELY(k != 0) {
165         const int8x8_t va0 = vld1_s8(a0); a0 = (const int8_t*) ((uintptr_t) a0 + k);
166         const int8x8_t va1 = vld1_s8(a1); a1 = (const int8_t*) ((uintptr_t) a1 + k);
167         const int8x8_t va2 = vld1_s8(a2); a2 = (const int8_t*) ((uintptr_t) a2 + k);
168 
169         const int8x8_t vb01c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
170         const int8x8_t vb23c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
171         const int8x8_t vb45c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
172         const int8x8_t vb67c0 = vld1_s8(w); w = (const void*) ((uintptr_t) w + 8 * sizeof(int8_t));
173 
174         const int8x8_t va0c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va0), 0));
175         const int16x8_t vprod0x01c0 = vmull_s8(vb01c0, va0c0);
176         vacc0x01 = vpadalq_s16(vacc0x01, vprod0x01c0);
177         const int16x8_t vprod0x23c0 = vmull_s8(vb23c0, va0c0);
178         vacc0x23 = vpadalq_s16(vacc0x23, vprod0x23c0);
179         const int16x8_t vprod0x45c0 = vmull_s8(vb45c0, va0c0);
180         vacc0x45 = vpadalq_s16(vacc0x45, vprod0x45c0);
181         const int16x8_t vprod0x67c0 = vmull_s8(vb67c0, va0c0);
182         vacc0x67 = vpadalq_s16(vacc0x67, vprod0x67c0);
183         const int8x8_t va1c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va1), 0));
184         const int16x8_t vprod1x01c0 = vmull_s8(vb01c0, va1c0);
185         vacc1x01 = vpadalq_s16(vacc1x01, vprod1x01c0);
186         const int16x8_t vprod1x23c0 = vmull_s8(vb23c0, va1c0);
187         vacc1x23 = vpadalq_s16(vacc1x23, vprod1x23c0);
188         const int16x8_t vprod1x45c0 = vmull_s8(vb45c0, va1c0);
189         vacc1x45 = vpadalq_s16(vacc1x45, vprod1x45c0);
190         const int16x8_t vprod1x67c0 = vmull_s8(vb67c0, va1c0);
191         vacc1x67 = vpadalq_s16(vacc1x67, vprod1x67c0);
192         const int8x8_t va2c0 = vreinterpret_s8_s32(vdup_lane_s32(vreinterpret_s32_s8(va2), 0));
193         const int16x8_t vprod2x01c0 = vmull_s8(vb01c0, va2c0);
194         vacc2x01 = vpadalq_s16(vacc2x01, vprod2x01c0);
195         const int16x8_t vprod2x23c0 = vmull_s8(vb23c0, va2c0);
196         vacc2x23 = vpadalq_s16(vacc2x23, vprod2x23c0);
197         const int16x8_t vprod2x45c0 = vmull_s8(vb45c0, va2c0);
198         vacc2x45 = vpadalq_s16(vacc2x45, vprod2x45c0);
199         const int16x8_t vprod2x67c0 = vmull_s8(vb67c0, va2c0);
200         vacc2x67 = vpadalq_s16(vacc2x67, vprod2x67c0);
201       }
202       p -= 3 * sizeof(void*);
203     } while (p != 0);
204 
205 #if XNN_ARCH_ARM64
206     int32x4_t vacc0x0123 = vpaddq_s32(vacc0x01, vacc0x23);
207     int32x4_t vacc0x4567 = vpaddq_s32(vacc0x45, vacc0x67);
208     int32x4_t vacc1x0123 = vpaddq_s32(vacc1x01, vacc1x23);
209     int32x4_t vacc1x4567 = vpaddq_s32(vacc1x45, vacc1x67);
210     int32x4_t vacc2x0123 = vpaddq_s32(vacc2x01, vacc2x23);
211     int32x4_t vacc2x4567 = vpaddq_s32(vacc2x45, vacc2x67);
212 #else
213     const int32x2_t vsum0x01 = vpadd_s32(vget_low_s32(vacc0x01), vget_high_s32(vacc0x01));
214     const int32x2_t vsum0x23 = vpadd_s32(vget_low_s32(vacc0x23), vget_high_s32(vacc0x23));
215     int32x4_t vacc0x0123 = vcombine_s32(vsum0x01, vsum0x23);
216     const int32x2_t vsum0x45 = vpadd_s32(vget_low_s32(vacc0x45), vget_high_s32(vacc0x45));
217     const int32x2_t vsum0x67 = vpadd_s32(vget_low_s32(vacc0x67), vget_high_s32(vacc0x67));
218     int32x4_t vacc0x4567 = vcombine_s32(vsum0x45, vsum0x67);
219     const int32x2_t vsum1x01 = vpadd_s32(vget_low_s32(vacc1x01), vget_high_s32(vacc1x01));
220     const int32x2_t vsum1x23 = vpadd_s32(vget_low_s32(vacc1x23), vget_high_s32(vacc1x23));
221     int32x4_t vacc1x0123 = vcombine_s32(vsum1x01, vsum1x23);
222     const int32x2_t vsum1x45 = vpadd_s32(vget_low_s32(vacc1x45), vget_high_s32(vacc1x45));
223     const int32x2_t vsum1x67 = vpadd_s32(vget_low_s32(vacc1x67), vget_high_s32(vacc1x67));
224     int32x4_t vacc1x4567 = vcombine_s32(vsum1x45, vsum1x67);
225     const int32x2_t vsum2x01 = vpadd_s32(vget_low_s32(vacc2x01), vget_high_s32(vacc2x01));
226     const int32x2_t vsum2x23 = vpadd_s32(vget_low_s32(vacc2x23), vget_high_s32(vacc2x23));
227     int32x4_t vacc2x0123 = vcombine_s32(vsum2x01, vsum2x23);
228     const int32x2_t vsum2x45 = vpadd_s32(vget_low_s32(vacc2x45), vget_high_s32(vacc2x45));
229     const int32x2_t vsum2x67 = vpadd_s32(vget_low_s32(vacc2x67), vget_high_s32(vacc2x67));
230     int32x4_t vacc2x4567 = vcombine_s32(vsum2x45, vsum2x67);
231 #endif
232 
233     const int32x4_t vright_pre_shift = vld1q_dup_s32(&params->rndnu_neon.right_pre_shift);
234     const int32x4_t vmultiplier = vld1q_dup_s32(&params->rndnu_neon.multiplier);
235     const int32x4_t vright_post_shift = vld1q_dup_s32(&params->rndnu_neon.right_post_shift);
236 
237     vacc0x0123 = vqshlq_s32(vacc0x0123, vright_pre_shift);
238     vacc0x4567 = vqshlq_s32(vacc0x4567, vright_pre_shift);
239     vacc1x0123 = vqshlq_s32(vacc1x0123, vright_pre_shift);
240     vacc1x4567 = vqshlq_s32(vacc1x4567, vright_pre_shift);
241     vacc2x0123 = vqshlq_s32(vacc2x0123, vright_pre_shift);
242     vacc2x4567 = vqshlq_s32(vacc2x4567, vright_pre_shift);
243 
244     vacc0x0123 = vqdmulhq_s32(vacc0x0123, vmultiplier);
245     vacc0x4567 = vqdmulhq_s32(vacc0x4567, vmultiplier);
246     vacc1x0123 = vqdmulhq_s32(vacc1x0123, vmultiplier);
247     vacc1x4567 = vqdmulhq_s32(vacc1x4567, vmultiplier);
248     vacc2x0123 = vqdmulhq_s32(vacc2x0123, vmultiplier);
249     vacc2x4567 = vqdmulhq_s32(vacc2x4567, vmultiplier);
250 
251     vacc0x0123 = vrshlq_s32(vacc0x0123, vright_post_shift);
252     vacc0x4567 = vrshlq_s32(vacc0x4567, vright_post_shift);
253     vacc1x0123 = vrshlq_s32(vacc1x0123, vright_post_shift);
254     vacc1x4567 = vrshlq_s32(vacc1x4567, vright_post_shift);
255     vacc2x0123 = vrshlq_s32(vacc2x0123, vright_post_shift);
256     vacc2x4567 = vrshlq_s32(vacc2x4567, vright_post_shift);
257 
258     const int16x8_t voutput_zero_point = vld1q_dup_s16(&params->rndnu_neon.output_zero_point);
259 #if XNN_ARCH_ARM64
260     int16x8_t vacc0x01234567 = vqmovn_high_s32(vqmovn_s32(vacc0x0123), vacc0x4567);
261     int16x8_t vacc1x01234567 = vqmovn_high_s32(vqmovn_s32(vacc1x0123), vacc1x4567);
262     int16x8_t vacc2x01234567 = vqmovn_high_s32(vqmovn_s32(vacc2x0123), vacc2x4567);
263 
264     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
265     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
266     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
267 
268     int8x16_t vout0x01234567_1x01234567 = vqmovn_high_s16(vqmovn_s16(vacc0x01234567), vacc1x01234567);
269     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
270 #else
271     int16x8_t vacc0x01234567 = vcombine_s16(vqmovn_s32(vacc0x0123), vqmovn_s32(vacc0x4567));
272     int16x8_t vacc1x01234567 = vcombine_s16(vqmovn_s32(vacc1x0123), vqmovn_s32(vacc1x4567));
273     int16x8_t vacc2x01234567 = vcombine_s16(vqmovn_s32(vacc2x0123), vqmovn_s32(vacc2x4567));
274 
275     vacc0x01234567 = vqaddq_s16(vacc0x01234567, voutput_zero_point);
276     vacc1x01234567 = vqaddq_s16(vacc1x01234567, voutput_zero_point);
277     vacc2x01234567 = vqaddq_s16(vacc2x01234567, voutput_zero_point);
278 
279     int8x16_t vout0x01234567_1x01234567 = vcombine_s8(vqmovn_s16(vacc0x01234567), vqmovn_s16(vacc1x01234567));
280     int8x8_t vout2x01234567 = vqmovn_s16(vacc2x01234567);
281 #endif
282 
283     const int8x16_t voutput_min = vld1q_dup_s8(&params->rndnu_neon.output_min);
284     vout0x01234567_1x01234567 = vmaxq_s8(vout0x01234567_1x01234567, voutput_min);
285     vout2x01234567 = vmax_s8(vout2x01234567, vget_low_s8(voutput_min));
286 
287     const int8x16_t voutput_max = vld1q_dup_s8(&params->rndnu_neon.output_max);
288     vout0x01234567_1x01234567 = vminq_s8(vout0x01234567_1x01234567, voutput_max);
289     vout2x01234567 = vmin_s8(vout2x01234567, vget_low_s8(voutput_max));
290 
291     if (nc >= 8) {
292       vst1_s8(c2 + 0, vout2x01234567);
293       vst1_s8(c1 + 0, vget_high_s8(vout0x01234567_1x01234567));
294       vst1_s8(c0 + 0, vget_low_s8(vout0x01234567_1x01234567));
295 
296       c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
297       c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
298       c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
299 
300       a = (const int8_t**restrict) ((uintptr_t) a - ks);
301 
302       nc -= 8;
303     } else {
304       if (nc & 4) {
305         vst1_lane_u32((void*) c2, vreinterpret_u32_s8(vout2x01234567), 0); c2 += 4;
306         vst1q_lane_u32((void*) c1, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 2); c1 += 4;
307         vst1q_lane_u32((void*) c0, vreinterpretq_u32_s8(vout0x01234567_1x01234567), 0); c0 += 4;
308         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 4);
309         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 4);
310       }
311       if (nc & 2) {
312         vst1_lane_u16((void*) c2, vreinterpret_u16_s8(vout2x01234567), 0); c2 += 2;
313         vst1q_lane_u16((void*) c1, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 4); c1 += 2;
314         vst1q_lane_u16((void*) c0, vreinterpretq_u16_s8(vout0x01234567_1x01234567), 0); c0 += 2;
315         vout2x01234567 = vext_s8(vout2x01234567, vout2x01234567, 2);
316         vout0x01234567_1x01234567 = vextq_s8(vout0x01234567_1x01234567, vout0x01234567_1x01234567, 2);
317       }
318       if (nc & 1) {
319         vst1_lane_s8(c2, vout2x01234567, 0);
320         vst1q_lane_s8(c1, vout0x01234567_1x01234567, 8);
321         vst1q_lane_s8(c0, vout0x01234567_1x01234567, 0);
322       }
323 
324       nc = 0;
325     }
326   } while (nc != 0);
327 }
328