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1 // Auto-generated file. Do not edit!
2 //   Template: src/qs8-gemm/MRx4c2-sse.c.in
3 //   Generator: tools/xngen
4 //
5 // Copyright 2020 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 <smmintrin.h>
13 
14 #include <xnnpack/gemm.h>
15 #include <xnnpack/math.h>
16 
17 
18 
xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128(size_t mr,size_t nc,size_t kc,const uint8_t * restrict a,size_t a_stride,const void * restrict w,uint8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])19 void xnn_qu8_gemm_minmax_fp32_ukernel_4x4c2__sse41_ld128(
20     size_t mr,
21     size_t nc,
22     size_t kc,
23     const uint8_t* restrict a,
24     size_t a_stride,
25     const void* restrict w,
26     uint8_t* restrict c,
27     size_t cm_stride,
28     size_t cn_stride,
29     const union xnn_qu8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)]) XNN_OOB_READS
30 {
31   assert(mr != 0);
32   assert(mr <= 4);
33   assert(nc != 0);
34   assert(kc != 0);
35   assert(kc % sizeof(uint8_t) == 0);
36   assert(a != NULL);
37   assert(w != NULL);
38   assert(c != NULL);
39 
40   kc = round_up_po2(kc, 2);
41   const uint8_t* a0 = a;
42   uint8_t* c0 = c;
43   const uint8_t* a1 = (const uint8_t*) ((uintptr_t) a0 + a_stride);
44   uint8_t* c1 = (uint8_t*) ((uintptr_t) c0 + cm_stride);
45   if XNN_UNPREDICTABLE(mr < 2) {
46     a1 = a0;
47     c1 = c0;
48   }
49   const uint8_t* a2 = (const uint8_t*) ((uintptr_t) a1 + a_stride);
50   uint8_t* c2 = (uint8_t*) ((uintptr_t) c1 + cm_stride);
51   if XNN_UNPREDICTABLE(mr <= 2) {
52     a2 = a1;
53     c2 = c1;
54   }
55   const uint8_t* a3 = (const uint8_t*) ((uintptr_t) a2 + a_stride);
56   uint8_t* c3 = (uint8_t*) ((uintptr_t) c2 + cm_stride);
57   if XNN_UNPREDICTABLE(mr != 4) {
58     a3 = a2;
59     c3 = c2;
60   }
61 
62   do {
63     __m128i vacc0x0123 = _mm_loadu_si128((const __m128i*) w);
64     __m128i vacc1x0123 = vacc0x0123;
65     __m128i vacc2x0123 = vacc0x0123;
66     __m128i vacc3x0123 = vacc0x0123;
67     w = (const void*) ((const int32_t*) w + 4);
68 
69     size_t k = kc;
70     const __m128i vb_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.kernel_zero_point);
71     const __m128i vzero = _mm_setzero_si128();
72     while (k >= 8 * sizeof(uint8_t)) {
73       const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
74       const __m128i vxa0 = _mm_cvtepu8_epi16(va0);
75       a0 += 8;
76       const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
77       const __m128i vxa1 = _mm_cvtepu8_epi16(va1);
78       a1 += 8;
79       const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
80       const __m128i vxa2 = _mm_cvtepu8_epi16(va2);
81       a2 += 8;
82       const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
83       const __m128i vxa3 = _mm_cvtepu8_epi16(va3);
84       a3 += 8;
85 
86       const __m128i vb01 = _mm_loadu_si128((const __m128i*) w);
87       const __m128i vxb0 = _mm_sub_epi16(_mm_unpacklo_epi8(vb01, vzero), vb_zero_point);
88       const __m128i vxb1 = _mm_sub_epi16(_mm_unpackhi_epi8(vb01, vzero), vb_zero_point);
89 
90       vacc0x0123 = _mm_add_epi32(vacc0x0123,
91         _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
92       vacc1x0123 = _mm_add_epi32(vacc1x0123,
93         _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
94       vacc2x0123 = _mm_add_epi32(vacc2x0123,
95         _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
96       vacc3x0123 = _mm_add_epi32(vacc3x0123,
97         _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
98 
99       vacc0x0123 = _mm_add_epi32(vacc0x0123,
100         _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
101       vacc1x0123 = _mm_add_epi32(vacc1x0123,
102         _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
103       vacc2x0123 = _mm_add_epi32(vacc2x0123,
104         _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
105       vacc3x0123 = _mm_add_epi32(vacc3x0123,
106         _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
107       const __m128i vb23 = _mm_loadu_si128((const __m128i*) ((const uint8_t*) w + 16));
108       const __m128i vxb2 = _mm_sub_epi16(_mm_unpacklo_epi8(vb23, vzero), vb_zero_point);
109       const __m128i vxb3 = _mm_sub_epi16(_mm_unpackhi_epi8(vb23, vzero), vb_zero_point);
110 
111       vacc0x0123 = _mm_add_epi32(vacc0x0123,
112         _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
113       vacc1x0123 = _mm_add_epi32(vacc1x0123,
114         _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
115       vacc2x0123 = _mm_add_epi32(vacc2x0123,
116         _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
117       vacc3x0123 = _mm_add_epi32(vacc3x0123,
118         _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
119 
120       vacc0x0123 = _mm_add_epi32(vacc0x0123,
121         _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
122       vacc1x0123 = _mm_add_epi32(vacc1x0123,
123         _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
124       vacc2x0123 = _mm_add_epi32(vacc2x0123,
125         _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
126       vacc3x0123 = _mm_add_epi32(vacc3x0123,
127         _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(3, 3, 3, 3)), vxb3));
128 
129       w = (const void*) ((const uint8_t*) w + 32);
130       k -= 8 * sizeof(uint8_t);
131     }
132     if (k != 0) {
133       const __m128i va0 = _mm_loadl_epi64((const __m128i*) a0);
134       const __m128i vxa0 = _mm_cvtepu8_epi16(va0);
135       a0 = (const uint8_t*) ((uintptr_t) a0 + k);
136       const __m128i va1 = _mm_loadl_epi64((const __m128i*) a1);
137       const __m128i vxa1 = _mm_cvtepu8_epi16(va1);
138       a1 = (const uint8_t*) ((uintptr_t) a1 + k);
139       const __m128i va2 = _mm_loadl_epi64((const __m128i*) a2);
140       const __m128i vxa2 = _mm_cvtepu8_epi16(va2);
141       a2 = (const uint8_t*) ((uintptr_t) a2 + k);
142       const __m128i va3 = _mm_loadl_epi64((const __m128i*) a3);
143       const __m128i vxa3 = _mm_cvtepu8_epi16(va3);
144       a3 = (const uint8_t*) ((uintptr_t) a3 + k);
145 
146       const __m128i vb0 = _mm_loadl_epi64((const __m128i*) w);
147       const __m128i vxb0 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb0), vb_zero_point);
148       w = (const void*) ((const uint8_t*) w + 8);
149 
150       vacc0x0123 = _mm_add_epi32(vacc0x0123,
151         _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
152       vacc1x0123 = _mm_add_epi32(vacc1x0123,
153         _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
154       vacc2x0123 = _mm_add_epi32(vacc2x0123,
155         _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
156       vacc3x0123 = _mm_add_epi32(vacc3x0123,
157         _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(0, 0, 0, 0)), vxb0));
158 
159       if (k > 2 * sizeof(uint8_t)) {
160         const __m128i vb1 = _mm_loadl_epi64((const __m128i*) w);
161         const __m128i vxb1 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb1), vb_zero_point);
162         w = (const void*) ((const uint8_t*) w + 8);
163 
164         vacc0x0123 = _mm_add_epi32(vacc0x0123,
165           _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
166         vacc1x0123 = _mm_add_epi32(vacc1x0123,
167           _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
168         vacc2x0123 = _mm_add_epi32(vacc2x0123,
169           _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
170         vacc3x0123 = _mm_add_epi32(vacc3x0123,
171           _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(1, 1, 1, 1)), vxb1));
172 
173         if (k > 4 * sizeof(uint8_t)) {
174           const __m128i vb2 = _mm_loadl_epi64((const __m128i*) w);
175           const __m128i vxb2 = _mm_sub_epi16(_mm_cvtepu8_epi16(vb2), vb_zero_point);
176           w = (const void*) ((const uint8_t*) w + 8);
177 
178           vacc0x0123 = _mm_add_epi32(vacc0x0123,
179             _mm_madd_epi16(_mm_shuffle_epi32(vxa0, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
180           vacc1x0123 = _mm_add_epi32(vacc1x0123,
181             _mm_madd_epi16(_mm_shuffle_epi32(vxa1, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
182           vacc2x0123 = _mm_add_epi32(vacc2x0123,
183             _mm_madd_epi16(_mm_shuffle_epi32(vxa2, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
184           vacc3x0123 = _mm_add_epi32(vacc3x0123,
185             _mm_madd_epi16(_mm_shuffle_epi32(vxa3, _MM_SHUFFLE(2, 2, 2, 2)), vxb2));
186         }
187       }
188     }
189 
190     __m128 vscaled0x0123 = _mm_cvtepi32_ps(vacc0x0123);
191     __m128 vscaled1x0123 = _mm_cvtepi32_ps(vacc1x0123);
192     __m128 vscaled2x0123 = _mm_cvtepi32_ps(vacc2x0123);
193     __m128 vscaled3x0123 = _mm_cvtepi32_ps(vacc3x0123);
194 
195     const __m128 vscale = _mm_load_ps(params->fp32_sse2.scale);
196     vscaled0x0123 = _mm_mul_ps(vscaled0x0123, vscale);
197     vscaled1x0123 = _mm_mul_ps(vscaled1x0123, vscale);
198     vscaled2x0123 = _mm_mul_ps(vscaled2x0123, vscale);
199     vscaled3x0123 = _mm_mul_ps(vscaled3x0123, vscale);
200 
201     const __m128 voutput_max_less_zero_point = _mm_load_ps(params->fp32_sse2.output_max_less_zero_point);
202     vscaled0x0123 = _mm_min_ps(vscaled0x0123, voutput_max_less_zero_point);
203     vscaled1x0123 = _mm_min_ps(vscaled1x0123, voutput_max_less_zero_point);
204     vscaled2x0123 = _mm_min_ps(vscaled2x0123, voutput_max_less_zero_point);
205     vscaled3x0123 = _mm_min_ps(vscaled3x0123, voutput_max_less_zero_point);
206 
207     vacc0x0123 = _mm_cvtps_epi32(vscaled0x0123);
208     vacc1x0123 = _mm_cvtps_epi32(vscaled1x0123);
209     vacc2x0123 = _mm_cvtps_epi32(vscaled2x0123);
210     vacc3x0123 = _mm_cvtps_epi32(vscaled3x0123);
211 
212     const __m128i voutput_zero_point = _mm_load_si128((const __m128i*) params->fp32_sse2.output_zero_point);
213     __m128i vacc01x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc0x0123, vacc1x0123), voutput_zero_point);
214     __m128i vacc23x0123 = _mm_adds_epi16(_mm_packs_epi32(vacc2x0123, vacc3x0123), voutput_zero_point);
215 
216     __m128i vout = _mm_packus_epi16(vacc01x0123, vacc23x0123);
217 
218     vout = _mm_max_epu8(vout, _mm_load_si128((const __m128i*) params->fp32_sse2.output_min));
219 
220     if (nc >= 4) {
221       *((uint32_t*) c0) = (uint32_t) _mm_cvtsi128_si32(vout);
222       *((uint32_t*) c1) = (uint32_t) _mm_extract_epi32(vout, 1);
223       *((uint32_t*) c2) = (uint32_t) _mm_extract_epi32(vout, 2);
224       *((uint32_t*) c3) = (uint32_t) _mm_extract_epi32(vout, 3);
225 
226       c0 = (uint8_t*) ((uintptr_t) c0 + cn_stride);
227       c1 = (uint8_t*) ((uintptr_t) c1 + cn_stride);
228       c2 = (uint8_t*) ((uintptr_t) c2 + cn_stride);
229       c3 = (uint8_t*) ((uintptr_t) c3 + cn_stride);
230 
231       a0 = (const uint8_t*) ((uintptr_t) a0 - kc);
232       a1 = (const uint8_t*) ((uintptr_t) a1 - kc);
233       a2 = (const uint8_t*) ((uintptr_t) a2 - kc);
234       a3 = (const uint8_t*) ((uintptr_t) a3 - kc);
235 
236       nc -= 4;
237     } else {
238       if (nc & 2) {
239         *((uint16_t*) c0) = (uint16_t) _mm_extract_epi16(vout, 0);
240         c0 += 2;
241         *((uint16_t*) c1) = (uint16_t) _mm_extract_epi16(vout, 2);
242         c1 += 2;
243         *((uint16_t*) c2) = (uint16_t) _mm_extract_epi16(vout, 4);
244         c2 += 2;
245         *((uint16_t*) c3) = (uint16_t) _mm_extract_epi16(vout, 6);
246         c3 += 2;
247         vout = _mm_srli_epi32(vout, 16);
248       }
249       if (nc & 1) {
250         *c0 = (uint8_t) _mm_extract_epi8(vout, 0);
251         *c1 = (uint8_t) _mm_extract_epi8(vout, 4);
252         *c2 = (uint8_t) _mm_extract_epi8(vout, 8);
253         *c3 = (uint8_t) _mm_extract_epi8(vout, 12);
254       }
255 
256       nc = 0;
257     }
258   } while (nc != 0);
259 }
260