You can not select more than 25 topics Topics must start with a chinese character,a letter or number, can include dashes ('-') and can be up to 35 characters long.

dgemm_small_kernel_nt_sve.c 17 kB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389390391392393394395396397398399400401402403404405406407408409410411412413414415416417418419420421422423424425426427428429430431432433434435436437438439440441442443444445446447448449450451452453454455456457458459460461462463464465466467468469470471472473474
  1. /***************************************************************************
  2. Copyright (c) 2024, The OpenBLAS Project
  3. All rights reserved.
  4. Redistribution and use in source and binary forms, with or without
  5. modification, are permitted provided that the following conditions are
  6. met:
  7. 1. Redistributions of source code must retain the above copyright
  8. notice, this list of conditions and the following disclaimer.
  9. 2. Redistributions in binary form must reproduce the above copyright
  10. notice, this list of conditions and the following disclaimer in
  11. the documentation and/or other materials provided with the
  12. distribution.
  13. 3. Neither the name of the OpenBLAS project nor the names of
  14. its contributors may be used to endorse or promote products
  15. derived from this software without specific prior written permission.
  16. THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
  17. AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
  18. IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE
  19. ARE DISCLAIMED. IN NO EVENT SHALL THE OPENBLAS PROJECT OR CONTRIBUTORS BE
  20. LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR
  21. CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE
  22. GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION)
  23. HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT
  24. LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF
  25. THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.
  26. *****************************************************************************/
  27. #include "common.h"
  28. #include <arm_neon.h>
  29. #include <arm_sve.h>
  30. #if defined(__ARM_NEON_SVE_BRIDGE) && defined(__has_include) && \
  31. __has_include(<arm_neon_sve_bridge.h>)
  32. #include <arm_neon_sve_bridge.h>
  33. #else
  34. #define svdup_neonq_f32(fixed_reg) \
  35. ({ \
  36. svfloat32_t scalable_reg; \
  37. asm("mov %0.q, %q1" : "=w"(scalable_reg) : "w"(fixed_reg) :); \
  38. scalable_reg; \
  39. })
  40. #define svdup_neonq_f64(fixed_reg) \
  41. ({ \
  42. svfloat64_t scalable_reg; \
  43. asm("mov %0.q, %q1" : "=w"(scalable_reg) : "w"(fixed_reg) :); \
  44. scalable_reg; \
  45. })
  46. #endif
  47. #define RESET_A_POINTER() a_offset = A;
  48. #define CREATE_A_POINTER(m, scale) FLOAT* a_offset##m = a_offset + scale;
  49. #define UPDATE_A_POINTER(scale) a_offset = a_offset + scale;
  50. #define A_ELEMENT_K(m, offset_k) *(a_offset##m + (k + offset_k) * lda)
  51. #define A_ELEMENT(m) A_ELEMENT_K(m, 0)
  52. #define RESET_B_POINTER() b_offset = B;
  53. #define CREATE_B_POINTER(n, scale) FLOAT* b_offset##n = b_offset + scale;
  54. #define UPDATE_B_POINTER(scale) b_offset = b_offset + scale;
  55. #define B_ELEMENT_K(n, offset_k) *(b_offset##n + (k + offset_k) * ldb)
  56. #define B_ELEMENT(n) B_ELEMENT_K(n, 0)
  57. #define CREATE_C_POINTER(n, scale) FLOAT* c_offset##n = c_offset + scale * ldc;
  58. #define INCR_C_POINTER(m, incr) // c_offset ## m += incr;
  59. #define UPDATE_C_POINTER(scale) c_offset = c_offset + scale * ldc;
  60. #define C_ELEMENT(m, n) *(c_offset##n + ((m * v_size) + i))
  61. // #undef C_ELEMENT
  62. // #define C_ELEMENT(m, n) C[(i+(m))+(j+(n))*ldc]
  63. #define PACK_ELEMENT_K(n, offset_k) packed_b[(k + offset_k) * 4 + n]
  64. #define PACK_ELEMENT(n) PACK_ELEMENT_K(n, 0)
  65. // ASIMD
  66. #define DECLARE_RESULT_VECTOR2(m, n) \
  67. float64x2_t result##m##n = vdupq_n_f64(0.0);
  68. #define DECLARE_RESULT(m, n) float64_t result##m##n = 0.0;
  69. #define BROADCAST_LOAD_A2(m, offset_k) \
  70. float64x2_t a##m##_k##offset_k = vld1q_dup_f64(&A_ELEMENT_K(m, offset_k));
  71. #define LOAD_A1(m, offset_k) \
  72. float64_t a##m##_k##offset_k = A_ELEMENT_K(m, offset_k);
  73. #define VECTOR_LOAD_B2(n, offset_k) \
  74. float64x2_t b##n##_k##offset_k = vld1q_f64(&B_ELEMENT_K(n, offset_k));
  75. #define GATHER_LOAD_B2(n, offset_k) \
  76. float64x2_t b##n##_k##offset_k = vdupq_n_f64(B_ELEMENT_K(n, offset_k)); \
  77. b##n##_k##offset_k = \
  78. vsetq_lane_f64(B_ELEMENT_K(n + 1, offset_k), b##n##_k##offset_k, 1);
  79. #define UPDATE_RESULT_VECTOR2(m, n, offset_k) \
  80. result##m##n = \
  81. vfmaq_f64(result##m##n, a##m##_k##offset_k, b##n##_k##offset_k);
  82. #define UPDATE_RESULT(m, n, offset_k) \
  83. result##m##n = result##m##n + a##m##_k##offset_k * b##n##_k##offset_k;
  84. #ifdef B0
  85. #define SCATTER_STORE2(m, n) \
  86. result##m##n = vmulq_f64(result##m##n, vdupq_n_f64(alpha)); \
  87. C_ELEMENT(m, n + 0) = vgetq_lane_f64(result##m##n, 0); \
  88. C_ELEMENT(m, n + 1) = vgetq_lane_f64(result##m##n, 1);
  89. #else
  90. #define SCATTER_STORE2(m, n) \
  91. result##m##n = vmulq_f64(result##m##n, vdupq_n_f64(alpha)); \
  92. C_ELEMENT(m, n + 0) = \
  93. C_ELEMENT(m, n + 0) * beta + vgetq_lane_f64(result##m##n, 0); \
  94. C_ELEMENT(m, n + 1) = \
  95. C_ELEMENT(m, n + 1) * beta + vgetq_lane_f64(result##m##n, 1);
  96. #endif
  97. // SVE
  98. #define DECLARE_RESULT_VECTOR(m, n) svfloat64_t result##m##n = svdup_f64(0.0);
  99. #define BROADCAST_LOAD_A(m, offset_k) \
  100. svfloat64_t a##s##m##_k##offset_k = svdup_f64(A_ELEMENT_K(m, offset_k));
  101. #define BROADCAST_LOAD_B(n, offset_k) \
  102. svfloat64_t b##s##n##_k##offset_k = svdup_f64(B_ELEMENT_K(n, offset_k));
  103. #define VECTOR_LOAD_A(pg, m, offset_k) \
  104. svfloat64_t a##s##m##_k##offset_k = svld1(pg, &A_ELEMENT_K(m, offset_k));
  105. #define QUADWORD_LOAD_B(n, offset_k) \
  106. svfloat64_t b##s##n##_k##offset_k = \
  107. svld1rq(pg_true, &B_ELEMENT_K(n, offset_k));
  108. #define UPDATE_RESULT_VECTOR(pg, m, n, offset_k) \
  109. result##m##n = \
  110. svmla_m(pg, result##m##n, a##s##m##_k##offset_k, b##s##n##_k##offset_k);
  111. #define UPDATE_RESULT_VECTOR_QUADWORD(m, n, outer, lane, offset_k) \
  112. result##m##n = svmla_lane( \
  113. result##m##n, a##s##m##_k##offset_k, b##s##outer##_k##offset_k, lane);
  114. #ifdef B0
  115. #define VECTOR_STORE(pg, m, n) \
  116. result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
  117. svst1(pg, &C_ELEMENT(m, n), result##m##n);
  118. #define SCATTER_STORE(pg, m, n) \
  119. result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
  120. svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
  121. #else
  122. #define VECTOR_STORE(pg, m, n) \
  123. result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
  124. result##m##n = \
  125. svmla_m(pg, result##m##n, svld1(pg, &C_ELEMENT(m, n)), beta_vec); \
  126. svst1(pg, &C_ELEMENT(m, n), result##m##n);
  127. #define SCATTER_STORE(pg, m, n) \
  128. result##m##n = svmul_m(pg, result##m##n, alpha_vec); \
  129. result##m##n = svmla_m(pg, \
  130. result##m##n, \
  131. svld1_gather_index(pg, &C_ELEMENT(m, n), ldc_vec), \
  132. beta_vec); \
  133. svst1_scatter_index(pg, &C_ELEMENT(m, n), ldc_vec, result##m##n);
  134. #endif
  135. #ifndef LIKELY
  136. #ifdef __GNUC__
  137. #define LIKELY(x) __builtin_expect(!!(x), 1)
  138. #else
  139. #define LIKELY(x) (x)
  140. #endif
  141. #endif
  142. #ifdef B0
  143. int
  144. CNAME(BLASLONG M,
  145. BLASLONG N,
  146. BLASLONG K,
  147. IFLOAT* A,
  148. BLASLONG lda,
  149. FLOAT alpha,
  150. IFLOAT* B,
  151. BLASLONG ldb,
  152. FLOAT* C,
  153. BLASLONG ldc)
  154. #else
  155. int
  156. CNAME(BLASLONG M,
  157. BLASLONG N,
  158. BLASLONG K,
  159. IFLOAT* A,
  160. BLASLONG lda,
  161. FLOAT alpha,
  162. IFLOAT* B,
  163. BLASLONG ldb,
  164. FLOAT beta,
  165. FLOAT* C,
  166. BLASLONG ldc)
  167. #endif
  168. {
  169. const uint64_t v_size = svcntd();
  170. const uint64_t v_size2 = v_size * 2;
  171. const svbool_t pg_true = svptrue_b64();
  172. const svbool_t pg_quad = svwhilelt_b64(0, 2);
  173. const svfloat64_t alpha_vec = svdup_f64(alpha);
  174. #ifndef B0
  175. const svfloat64_t beta_vec = svdup_f64(beta);
  176. #endif
  177. const BLASLONG n4 = N & -4;
  178. const BLASLONG n2 = N & -2;
  179. const BLASLONG v_m2 = M & -v_size2;
  180. const BLASLONG v_m1 = M & -v_size;
  181. FLOAT* b_offset = B;
  182. FLOAT* a_offset = A;
  183. FLOAT* c_offset = C;
  184. BLASLONG j = 0;
  185. for (; j < n4; j += 4) {
  186. CREATE_C_POINTER(0, 0);
  187. CREATE_C_POINTER(1, 1);
  188. CREATE_C_POINTER(2, 2);
  189. CREATE_C_POINTER(3, 3);
  190. CREATE_B_POINTER(0, 0);
  191. CREATE_B_POINTER(1, 1);
  192. CREATE_B_POINTER(2, 2);
  193. CREATE_B_POINTER(3, 3);
  194. BLASLONG i = 0;
  195. for (; i < v_m2; i += v_size2) {
  196. CREATE_A_POINTER(0, 0);
  197. CREATE_A_POINTER(1, v_size);
  198. UPDATE_A_POINTER(v_size2);
  199. BLASLONG k = 0;
  200. DECLARE_RESULT_VECTOR(0, 0);
  201. DECLARE_RESULT_VECTOR(0, 1);
  202. DECLARE_RESULT_VECTOR(0, 2);
  203. DECLARE_RESULT_VECTOR(0, 3);
  204. DECLARE_RESULT_VECTOR(1, 0);
  205. DECLARE_RESULT_VECTOR(1, 1);
  206. DECLARE_RESULT_VECTOR(1, 2);
  207. DECLARE_RESULT_VECTOR(1, 3);
  208. for (; k < K; k++) {
  209. QUADWORD_LOAD_B(0, 0);
  210. VECTOR_LOAD_A(pg_true, 0, 0);
  211. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  212. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  213. QUADWORD_LOAD_B(2, 0);
  214. UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 2, 0, 0);
  215. UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 2, 1, 0);
  216. VECTOR_LOAD_A(pg_true, 1, 0);
  217. UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
  218. UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
  219. UPDATE_RESULT_VECTOR_QUADWORD(1, 2, 2, 0, 0);
  220. UPDATE_RESULT_VECTOR_QUADWORD(1, 3, 2, 1, 0);
  221. }
  222. VECTOR_STORE(pg_true, 0, 0);
  223. VECTOR_STORE(pg_true, 0, 1);
  224. VECTOR_STORE(pg_true, 0, 2);
  225. VECTOR_STORE(pg_true, 0, 3);
  226. VECTOR_STORE(pg_true, 1, 0);
  227. VECTOR_STORE(pg_true, 1, 1);
  228. VECTOR_STORE(pg_true, 1, 2);
  229. VECTOR_STORE(pg_true, 1, 3);
  230. INCR_C_POINTER(0, v_size2);
  231. INCR_C_POINTER(1, v_size2);
  232. INCR_C_POINTER(2, v_size2);
  233. INCR_C_POINTER(3, v_size2);
  234. }
  235. for (; i < v_m1; i += v_size) {
  236. CREATE_A_POINTER(0, 0);
  237. UPDATE_A_POINTER(v_size);
  238. BLASLONG k = 0;
  239. DECLARE_RESULT_VECTOR(0, 0);
  240. DECLARE_RESULT_VECTOR(0, 1);
  241. DECLARE_RESULT_VECTOR(0, 2);
  242. DECLARE_RESULT_VECTOR(0, 3);
  243. for (; k < K; k++) {
  244. QUADWORD_LOAD_B(0, 0);
  245. VECTOR_LOAD_A(pg_true, 0, 0);
  246. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  247. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  248. QUADWORD_LOAD_B(2, 0);
  249. UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 2, 0, 0);
  250. UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 2, 1, 0);
  251. }
  252. VECTOR_STORE(pg_true, 0, 0);
  253. VECTOR_STORE(pg_true, 0, 1);
  254. VECTOR_STORE(pg_true, 0, 2);
  255. VECTOR_STORE(pg_true, 0, 3);
  256. INCR_C_POINTER(0, v_size);
  257. INCR_C_POINTER(1, v_size);
  258. INCR_C_POINTER(2, v_size);
  259. INCR_C_POINTER(3, v_size);
  260. }
  261. for (; i < M; i += v_size) {
  262. const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
  263. CREATE_A_POINTER(0, 0);
  264. UPDATE_A_POINTER(0);
  265. BLASLONG k = 0;
  266. DECLARE_RESULT_VECTOR(0, 0);
  267. DECLARE_RESULT_VECTOR(0, 1);
  268. DECLARE_RESULT_VECTOR(0, 2);
  269. DECLARE_RESULT_VECTOR(0, 3);
  270. for (; k < K; k++) {
  271. QUADWORD_LOAD_B(0, 0);
  272. VECTOR_LOAD_A(pg_tail, 0, 0);
  273. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  274. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  275. QUADWORD_LOAD_B(2, 0);
  276. UPDATE_RESULT_VECTOR_QUADWORD(0, 2, 2, 0, 0);
  277. UPDATE_RESULT_VECTOR_QUADWORD(0, 3, 2, 1, 0);
  278. }
  279. VECTOR_STORE(pg_tail, 0, 0);
  280. VECTOR_STORE(pg_tail, 0, 1);
  281. VECTOR_STORE(pg_tail, 0, 2);
  282. VECTOR_STORE(pg_tail, 0, 3);
  283. INCR_C_POINTER(0, 0);
  284. INCR_C_POINTER(1, 0);
  285. INCR_C_POINTER(2, 0);
  286. INCR_C_POINTER(3, 0);
  287. }
  288. UPDATE_B_POINTER(4);
  289. RESET_A_POINTER();
  290. UPDATE_C_POINTER(4);
  291. }
  292. for (; j < n2; j += 2) {
  293. CREATE_C_POINTER(0, 0);
  294. CREATE_C_POINTER(1, 1);
  295. CREATE_B_POINTER(0, 0);
  296. CREATE_B_POINTER(1, 1);
  297. BLASLONG i = 0;
  298. for (; i < v_m2; i += v_size2) {
  299. CREATE_A_POINTER(0, 0);
  300. CREATE_A_POINTER(1, v_size);
  301. UPDATE_A_POINTER(v_size2);
  302. BLASLONG k = 0;
  303. DECLARE_RESULT_VECTOR(0, 0);
  304. DECLARE_RESULT_VECTOR(0, 1);
  305. DECLARE_RESULT_VECTOR(1, 0);
  306. DECLARE_RESULT_VECTOR(1, 1);
  307. for (; k < K; k++) {
  308. QUADWORD_LOAD_B(0, 0);
  309. VECTOR_LOAD_A(pg_true, 0, 0);
  310. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  311. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  312. VECTOR_LOAD_A(pg_true, 1, 0);
  313. UPDATE_RESULT_VECTOR_QUADWORD(1, 0, 0, 0, 0);
  314. UPDATE_RESULT_VECTOR_QUADWORD(1, 1, 0, 1, 0);
  315. }
  316. VECTOR_STORE(pg_true, 0, 0);
  317. VECTOR_STORE(pg_true, 0, 1);
  318. VECTOR_STORE(pg_true, 1, 0);
  319. VECTOR_STORE(pg_true, 1, 1);
  320. INCR_C_POINTER(0, v_size2);
  321. INCR_C_POINTER(1, v_size2);
  322. }
  323. for (; i < v_m1; i += v_size) {
  324. CREATE_A_POINTER(0, 0);
  325. UPDATE_A_POINTER(v_size);
  326. BLASLONG k = 0;
  327. DECLARE_RESULT_VECTOR(0, 0);
  328. DECLARE_RESULT_VECTOR(0, 1);
  329. for (; k < K; k++) {
  330. QUADWORD_LOAD_B(0, 0);
  331. VECTOR_LOAD_A(pg_true, 0, 0);
  332. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  333. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  334. }
  335. VECTOR_STORE(pg_true, 0, 0);
  336. VECTOR_STORE(pg_true, 0, 1);
  337. INCR_C_POINTER(0, v_size);
  338. INCR_C_POINTER(1, v_size);
  339. }
  340. for (; i < M; i += v_size) {
  341. const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
  342. CREATE_A_POINTER(0, 0);
  343. UPDATE_A_POINTER(0);
  344. BLASLONG k = 0;
  345. DECLARE_RESULT_VECTOR(0, 0);
  346. DECLARE_RESULT_VECTOR(0, 1);
  347. for (; k < K; k++) {
  348. QUADWORD_LOAD_B(0, 0);
  349. VECTOR_LOAD_A(pg_tail, 0, 0);
  350. UPDATE_RESULT_VECTOR_QUADWORD(0, 0, 0, 0, 0);
  351. UPDATE_RESULT_VECTOR_QUADWORD(0, 1, 0, 1, 0);
  352. }
  353. VECTOR_STORE(pg_tail, 0, 0);
  354. VECTOR_STORE(pg_tail, 0, 1);
  355. INCR_C_POINTER(0, 0);
  356. INCR_C_POINTER(1, 0);
  357. }
  358. UPDATE_B_POINTER(2);
  359. RESET_A_POINTER();
  360. UPDATE_C_POINTER(2);
  361. }
  362. for (; j < N; j++) {
  363. CREATE_C_POINTER(0, 0);
  364. CREATE_B_POINTER(0, 0);
  365. BLASLONG i = 0;
  366. for (; i < v_m2; i += v_size2) {
  367. CREATE_A_POINTER(0, 0);
  368. CREATE_A_POINTER(1, v_size);
  369. UPDATE_A_POINTER(v_size2);
  370. BLASLONG k = 0;
  371. DECLARE_RESULT_VECTOR(0, 0);
  372. DECLARE_RESULT_VECTOR(1, 0);
  373. for (; k < K; k++) {
  374. BROADCAST_LOAD_B(0, 0);
  375. VECTOR_LOAD_A(pg_true, 0, 0);
  376. UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
  377. VECTOR_LOAD_A(pg_true, 1, 0);
  378. UPDATE_RESULT_VECTOR(pg_true, 1, 0, 0);
  379. }
  380. VECTOR_STORE(pg_true, 0, 0);
  381. VECTOR_STORE(pg_true, 1, 0);
  382. INCR_C_POINTER(0, v_size2);
  383. }
  384. for (; i < v_m1; i += v_size) {
  385. CREATE_A_POINTER(0, 0);
  386. UPDATE_A_POINTER(v_size);
  387. BLASLONG k = 0;
  388. DECLARE_RESULT_VECTOR(0, 0);
  389. for (; k < K; k++) {
  390. BROADCAST_LOAD_B(0, 0);
  391. VECTOR_LOAD_A(pg_true, 0, 0);
  392. UPDATE_RESULT_VECTOR(pg_true, 0, 0, 0);
  393. }
  394. VECTOR_STORE(pg_true, 0, 0);
  395. INCR_C_POINTER(0, v_size);
  396. }
  397. for (; i < M; i += v_size) {
  398. const svbool_t pg_tail = svwhilelt_b64((uint64_t)i, (uint64_t)(M));
  399. CREATE_A_POINTER(0, 0);
  400. UPDATE_A_POINTER(0);
  401. BLASLONG k = 0;
  402. DECLARE_RESULT_VECTOR(0, 0);
  403. for (; k < K; k++) {
  404. BROADCAST_LOAD_B(0, 0);
  405. VECTOR_LOAD_A(pg_tail, 0, 0);
  406. UPDATE_RESULT_VECTOR(pg_tail, 0, 0, 0);
  407. }
  408. VECTOR_STORE(pg_tail, 0, 0);
  409. INCR_C_POINTER(0, 0);
  410. }
  411. UPDATE_B_POINTER(1);
  412. RESET_A_POINTER();
  413. UPDATE_C_POINTER(1);
  414. }
  415. return 0;
  416. }