1 // Auto-generated file. Do not edit!
2 // Template: src/qs8-gemm/scalar.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 <xnnpack/math.h>
13 #include <xnnpack/gemm.h>
14
15
xnn_qc8_gemm_minmax_fp32_ukernel_4x4__scalar_imagic(size_t mr,size_t nc,size_t kc,const int8_t * restrict a,size_t a_stride,const void * restrict w,int8_t * restrict c,size_t cm_stride,size_t cn_stride,const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS (1)])16 void xnn_qc8_gemm_minmax_fp32_ukernel_4x4__scalar_imagic(
17 size_t mr,
18 size_t nc,
19 size_t kc,
20 const int8_t* restrict a,
21 size_t a_stride,
22 const void* restrict w,
23 int8_t* restrict c,
24 size_t cm_stride,
25 size_t cn_stride,
26 const union xnn_qc8_conv_minmax_params params[restrict XNN_MIN_ELEMENTS(1)])
27 {
28 assert(mr != 0);
29 assert(mr <= 4);
30 assert(nc != 0);
31 assert(kc != 0);
32
33 const int8_t* a0 = a;
34 int8_t* c0 = c;
35 const int8_t* a1 = (const int8_t*) ((uintptr_t) a0 + a_stride);
36 int8_t* c1 = (int8_t*) ((uintptr_t) c0 + cm_stride);
37 if XNN_UNPREDICTABLE(mr < 2) {
38 a1 = a0;
39 c1 = c0;
40 }
41 const int8_t* a2 = (const int8_t*) ((uintptr_t) a1 + a_stride);
42 int8_t* c2 = (int8_t*) ((uintptr_t) c1 + cm_stride);
43 if XNN_UNPREDICTABLE(mr <= 2) {
44 a2 = a1;
45 c2 = c1;
46 }
47 const int8_t* a3 = (const int8_t*) ((uintptr_t) a2 + a_stride);
48 int8_t* c3 = (int8_t*) ((uintptr_t) c2 + cm_stride);
49 if XNN_UNPREDICTABLE(mr != 4) {
50 a3 = a2;
51 c3 = c2;
52 }
53
54 do {
55 int32_t vacc0x0 = ((const int32_t*) w)[0];
56 int32_t vacc0x1 = ((const int32_t*) w)[1];
57 int32_t vacc0x2 = ((const int32_t*) w)[2];
58 int32_t vacc0x3 = ((const int32_t*) w)[3];
59 int32_t vacc1x0 = vacc0x0;
60 int32_t vacc1x1 = vacc0x1;
61 int32_t vacc1x2 = vacc0x2;
62 int32_t vacc1x3 = vacc0x3;
63 int32_t vacc2x0 = vacc0x0;
64 int32_t vacc2x1 = vacc0x1;
65 int32_t vacc2x2 = vacc0x2;
66 int32_t vacc2x3 = vacc0x3;
67 int32_t vacc3x0 = vacc0x0;
68 int32_t vacc3x1 = vacc0x1;
69 int32_t vacc3x2 = vacc0x2;
70 int32_t vacc3x3 = vacc0x3;
71 w = (const void*) ((const int32_t*) w + 4);
72
73 size_t k = kc;
74 do {
75 const int32_t va0 = (int32_t) *a0++;
76 const int32_t va1 = (int32_t) *a1++;
77 const int32_t va2 = (int32_t) *a2++;
78 const int32_t va3 = (int32_t) *a3++;
79
80 const int32_t vb0 = (int32_t) ((const int8_t*) w)[0];
81 const int32_t vb1 = (int32_t) ((const int8_t*) w)[1];
82 const int32_t vb2 = (int32_t) ((const int8_t*) w)[2];
83 const int32_t vb3 = (int32_t) ((const int8_t*) w)[3];
84 w = (const void*) ((const int8_t*) w + 4);
85
86 vacc0x0 += va0 * vb0;
87 vacc0x1 += va0 * vb1;
88 vacc0x2 += va0 * vb2;
89 vacc0x3 += va0 * vb3;
90 vacc1x0 += va1 * vb0;
91 vacc1x1 += va1 * vb1;
92 vacc1x2 += va1 * vb2;
93 vacc1x3 += va1 * vb3;
94 vacc2x0 += va2 * vb0;
95 vacc2x1 += va2 * vb1;
96 vacc2x2 += va2 * vb2;
97 vacc2x3 += va2 * vb3;
98 vacc3x0 += va3 * vb0;
99 vacc3x1 += va3 * vb1;
100 vacc3x2 += va3 * vb2;
101 vacc3x3 += va3 * vb3;
102
103 k -= sizeof(int8_t);
104 } while (k != 0);
105
106 float vfpacc0x0 = (float) vacc0x0;
107 float vfpacc0x1 = (float) vacc0x1;
108 float vfpacc0x2 = (float) vacc0x2;
109 float vfpacc0x3 = (float) vacc0x3;
110 float vfpacc1x0 = (float) vacc1x0;
111 float vfpacc1x1 = (float) vacc1x1;
112 float vfpacc1x2 = (float) vacc1x2;
113 float vfpacc1x3 = (float) vacc1x3;
114 float vfpacc2x0 = (float) vacc2x0;
115 float vfpacc2x1 = (float) vacc2x1;
116 float vfpacc2x2 = (float) vacc2x2;
117 float vfpacc2x3 = (float) vacc2x3;
118 float vfpacc3x0 = (float) vacc3x0;
119 float vfpacc3x1 = (float) vacc3x1;
120 float vfpacc3x2 = (float) vacc3x2;
121 float vfpacc3x3 = (float) vacc3x3;
122
123 const float vscale0 = ((const float*) w)[0];
124 vfpacc0x0 *= vscale0;
125 vfpacc1x0 *= vscale0;
126 vfpacc2x0 *= vscale0;
127 vfpacc3x0 *= vscale0;
128 const float vscale1 = ((const float*) w)[1];
129 vfpacc0x1 *= vscale1;
130 vfpacc1x1 *= vscale1;
131 vfpacc2x1 *= vscale1;
132 vfpacc3x1 *= vscale1;
133 const float vscale2 = ((const float*) w)[2];
134 vfpacc0x2 *= vscale2;
135 vfpacc1x2 *= vscale2;
136 vfpacc2x2 *= vscale2;
137 vfpacc3x2 *= vscale2;
138 const float vscale3 = ((const float*) w)[3];
139 vfpacc0x3 *= vscale3;
140 vfpacc1x3 *= vscale3;
141 vfpacc2x3 *= vscale3;
142 vfpacc3x3 *= vscale3;
143 w = (const void*) ((const float*) w + 4);
144
145 const float vmagic_bias = params->fp32_scalar_imagic.magic_bias;
146 vfpacc0x0 += vmagic_bias;
147 vfpacc0x1 += vmagic_bias;
148 vfpacc0x2 += vmagic_bias;
149 vfpacc0x3 += vmagic_bias;
150 vfpacc1x0 += vmagic_bias;
151 vfpacc1x1 += vmagic_bias;
152 vfpacc1x2 += vmagic_bias;
153 vfpacc1x3 += vmagic_bias;
154 vfpacc2x0 += vmagic_bias;
155 vfpacc2x1 += vmagic_bias;
156 vfpacc2x2 += vmagic_bias;
157 vfpacc2x3 += vmagic_bias;
158 vfpacc3x0 += vmagic_bias;
159 vfpacc3x1 += vmagic_bias;
160 vfpacc3x2 += vmagic_bias;
161 vfpacc3x3 += vmagic_bias;
162
163 int32_t vout0x0 = (int32_t) float_as_uint32(vfpacc0x0);
164 int32_t vout0x1 = (int32_t) float_as_uint32(vfpacc0x1);
165 int32_t vout0x2 = (int32_t) float_as_uint32(vfpacc0x2);
166 int32_t vout0x3 = (int32_t) float_as_uint32(vfpacc0x3);
167 int32_t vout1x0 = (int32_t) float_as_uint32(vfpacc1x0);
168 int32_t vout1x1 = (int32_t) float_as_uint32(vfpacc1x1);
169 int32_t vout1x2 = (int32_t) float_as_uint32(vfpacc1x2);
170 int32_t vout1x3 = (int32_t) float_as_uint32(vfpacc1x3);
171 int32_t vout2x0 = (int32_t) float_as_uint32(vfpacc2x0);
172 int32_t vout2x1 = (int32_t) float_as_uint32(vfpacc2x1);
173 int32_t vout2x2 = (int32_t) float_as_uint32(vfpacc2x2);
174 int32_t vout2x3 = (int32_t) float_as_uint32(vfpacc2x3);
175 int32_t vout3x0 = (int32_t) float_as_uint32(vfpacc3x0);
176 int32_t vout3x1 = (int32_t) float_as_uint32(vfpacc3x1);
177 int32_t vout3x2 = (int32_t) float_as_uint32(vfpacc3x2);
178 int32_t vout3x3 = (int32_t) float_as_uint32(vfpacc3x3);
179
180 const int32_t vmagic_min = params->fp32_scalar_imagic.magic_min;
181 vout0x0 = math_max_s32(vout0x0, vmagic_min);
182 vout0x1 = math_max_s32(vout0x1, vmagic_min);
183 vout0x2 = math_max_s32(vout0x2, vmagic_min);
184 vout0x3 = math_max_s32(vout0x3, vmagic_min);
185 vout1x0 = math_max_s32(vout1x0, vmagic_min);
186 vout1x1 = math_max_s32(vout1x1, vmagic_min);
187 vout1x2 = math_max_s32(vout1x2, vmagic_min);
188 vout1x3 = math_max_s32(vout1x3, vmagic_min);
189 vout2x0 = math_max_s32(vout2x0, vmagic_min);
190 vout2x1 = math_max_s32(vout2x1, vmagic_min);
191 vout2x2 = math_max_s32(vout2x2, vmagic_min);
192 vout2x3 = math_max_s32(vout2x3, vmagic_min);
193 vout3x0 = math_max_s32(vout3x0, vmagic_min);
194 vout3x1 = math_max_s32(vout3x1, vmagic_min);
195 vout3x2 = math_max_s32(vout3x2, vmagic_min);
196 vout3x3 = math_max_s32(vout3x3, vmagic_min);
197
198 const int32_t vmagic_max = params->fp32_scalar_imagic.magic_max;
199 vout0x0 = math_min_s32(vout0x0, vmagic_max);
200 vout0x1 = math_min_s32(vout0x1, vmagic_max);
201 vout0x2 = math_min_s32(vout0x2, vmagic_max);
202 vout0x3 = math_min_s32(vout0x3, vmagic_max);
203 vout1x0 = math_min_s32(vout1x0, vmagic_max);
204 vout1x1 = math_min_s32(vout1x1, vmagic_max);
205 vout1x2 = math_min_s32(vout1x2, vmagic_max);
206 vout1x3 = math_min_s32(vout1x3, vmagic_max);
207 vout2x0 = math_min_s32(vout2x0, vmagic_max);
208 vout2x1 = math_min_s32(vout2x1, vmagic_max);
209 vout2x2 = math_min_s32(vout2x2, vmagic_max);
210 vout2x3 = math_min_s32(vout2x3, vmagic_max);
211 vout3x0 = math_min_s32(vout3x0, vmagic_max);
212 vout3x1 = math_min_s32(vout3x1, vmagic_max);
213 vout3x2 = math_min_s32(vout3x2, vmagic_max);
214 vout3x3 = math_min_s32(vout3x3, vmagic_max);
215
216 const int32_t vmagic_bias_less_zero_point = params->fp32_scalar_imagic.magic_bias_less_zero_point;
217 vout0x0 -= vmagic_bias_less_zero_point;
218 vout0x1 -= vmagic_bias_less_zero_point;
219 vout0x2 -= vmagic_bias_less_zero_point;
220 vout0x3 -= vmagic_bias_less_zero_point;
221 vout1x0 -= vmagic_bias_less_zero_point;
222 vout1x1 -= vmagic_bias_less_zero_point;
223 vout1x2 -= vmagic_bias_less_zero_point;
224 vout1x3 -= vmagic_bias_less_zero_point;
225 vout2x0 -= vmagic_bias_less_zero_point;
226 vout2x1 -= vmagic_bias_less_zero_point;
227 vout2x2 -= vmagic_bias_less_zero_point;
228 vout2x3 -= vmagic_bias_less_zero_point;
229 vout3x0 -= vmagic_bias_less_zero_point;
230 vout3x1 -= vmagic_bias_less_zero_point;
231 vout3x2 -= vmagic_bias_less_zero_point;
232 vout3x3 -= vmagic_bias_less_zero_point;
233
234 if XNN_LIKELY(nc >= 4) {
235 c0[0] = (int8_t) vout0x0;
236 c0[1] = (int8_t) vout0x1;
237 c0[2] = (int8_t) vout0x2;
238 c0[3] = (int8_t) vout0x3;
239 c1[0] = (int8_t) vout1x0;
240 c1[1] = (int8_t) vout1x1;
241 c1[2] = (int8_t) vout1x2;
242 c1[3] = (int8_t) vout1x3;
243 c2[0] = (int8_t) vout2x0;
244 c2[1] = (int8_t) vout2x1;
245 c2[2] = (int8_t) vout2x2;
246 c2[3] = (int8_t) vout2x3;
247 c3[0] = (int8_t) vout3x0;
248 c3[1] = (int8_t) vout3x1;
249 c3[2] = (int8_t) vout3x2;
250 c3[3] = (int8_t) vout3x3;
251
252 a0 = (const int8_t*) ((uintptr_t) a0 - kc);
253 a1 = (const int8_t*) ((uintptr_t) a1 - kc);
254 a2 = (const int8_t*) ((uintptr_t) a2 - kc);
255 a3 = (const int8_t*) ((uintptr_t) a3 - kc);
256
257 c0 = (int8_t*) ((uintptr_t) c0 + cn_stride);
258 c1 = (int8_t*) ((uintptr_t) c1 + cn_stride);
259 c2 = (int8_t*) ((uintptr_t) c2 + cn_stride);
260 c3 = (int8_t*) ((uintptr_t) c3 + cn_stride);
261
262 nc -= 4;
263 } else {
264 if (nc & 2) {
265 c0[0] = (int8_t) vout0x0;
266 c0[1] = (int8_t) vout0x1;
267 vout0x0 = vout0x2;
268 c0 += 2;
269 c1[0] = (int8_t) vout1x0;
270 c1[1] = (int8_t) vout1x1;
271 vout1x0 = vout1x2;
272 c1 += 2;
273 c2[0] = (int8_t) vout2x0;
274 c2[1] = (int8_t) vout2x1;
275 vout2x0 = vout2x2;
276 c2 += 2;
277 c3[0] = (int8_t) vout3x0;
278 c3[1] = (int8_t) vout3x1;
279 vout3x0 = vout3x2;
280 c3 += 2;
281 }
282 if (nc & 1) {
283 c0[0] = (int8_t) vout0x0;
284 c1[0] = (int8_t) vout1x0;
285 c2[0] = (int8_t) vout2x0;
286 c3[0] = (int8_t) vout3x0;
287 }
288
289 nc = 0;
290 }
291 } while (nc != 0);
292 }
293