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gemm.c 20 kB

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  1. /*********************************************************************/
  2. /* Copyright 2024 The OpenBLAS Project */
  3. /* Copyright 2009, 2010 The University of Texas at Austin. */
  4. /* All rights reserved. */
  5. /* */
  6. /* Redistribution and use in source and binary forms, with or */
  7. /* without modification, are permitted provided that the following */
  8. /* conditions are met: */
  9. /* */
  10. /* 1. Redistributions of source code must retain the above */
  11. /* copyright notice, this list of conditions and the following */
  12. /* disclaimer. */
  13. /* */
  14. /* 2. Redistributions in binary form must reproduce the above */
  15. /* copyright notice, this list of conditions and the following */
  16. /* disclaimer in the documentation and/or other materials */
  17. /* provided with the distribution. */
  18. /* */
  19. /* THIS SOFTWARE IS PROVIDED BY THE UNIVERSITY OF TEXAS AT */
  20. /* AUSTIN ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, */
  21. /* INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF */
  22. /* MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE */
  23. /* DISCLAIMED. IN NO EVENT SHALL THE UNIVERSITY OF TEXAS AT */
  24. /* AUSTIN OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, */
  25. /* INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES */
  26. /* (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE */
  27. /* GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR */
  28. /* BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF */
  29. /* LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT */
  30. /* (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT */
  31. /* OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE */
  32. /* POSSIBILITY OF SUCH DAMAGE. */
  33. /* */
  34. /* The views and conclusions contained in the software and */
  35. /* documentation are those of the authors and should not be */
  36. /* interpreted as representing official policies, either expressed */
  37. /* or implied, of The University of Texas at Austin. */
  38. /*********************************************************************/
  39. #include <stdio.h>
  40. #include <stdlib.h>
  41. #include "common.h"
  42. #ifdef FUNCTION_PROFILE
  43. #include "functable.h"
  44. #endif
  45. #ifndef COMPLEX
  46. #define SMP_THRESHOLD_MIN 65536.0
  47. #ifdef XDOUBLE
  48. #define ERROR_NAME "QGEMM "
  49. #define GEMV BLASFUNC(qgemv)
  50. #elif defined(DOUBLE)
  51. #define ERROR_NAME "DGEMM "
  52. #define GEMV BLASFUNC(dgemv)
  53. #elif defined(BFLOAT16)
  54. #define ERROR_NAME "SBGEMM "
  55. #define GEMV BLASFUNC(sbgemv)
  56. #else
  57. #define ERROR_NAME "SGEMM "
  58. #define GEMV BLASFUNC(sgemv)
  59. #endif
  60. #else
  61. #define SMP_THRESHOLD_MIN 8192.0
  62. #ifndef GEMM3M
  63. #ifdef XDOUBLE
  64. #define ERROR_NAME "XGEMM "
  65. #elif defined(DOUBLE)
  66. #define ERROR_NAME "ZGEMM "
  67. #else
  68. #define ERROR_NAME "CGEMM "
  69. #endif
  70. #else
  71. #ifdef XDOUBLE
  72. #define ERROR_NAME "XGEMM3M "
  73. #elif defined(DOUBLE)
  74. #define ERROR_NAME "ZGEMM3M "
  75. #else
  76. #define ERROR_NAME "CGEMM3M "
  77. #endif
  78. #endif
  79. #endif
  80. #ifndef GEMM_MULTITHREAD_THRESHOLD
  81. #define GEMM_MULTITHREAD_THRESHOLD 4
  82. #endif
  83. static int (*gemm[])(blas_arg_t *, BLASLONG *, BLASLONG *, IFLOAT *, IFLOAT *, BLASLONG) = {
  84. #ifndef GEMM3M
  85. GEMM_NN, GEMM_TN, GEMM_RN, GEMM_CN,
  86. GEMM_NT, GEMM_TT, GEMM_RT, GEMM_CT,
  87. GEMM_NR, GEMM_TR, GEMM_RR, GEMM_CR,
  88. GEMM_NC, GEMM_TC, GEMM_RC, GEMM_CC,
  89. #if defined(SMP) && !defined(USE_SIMPLE_THREADED_LEVEL3)
  90. GEMM_THREAD_NN, GEMM_THREAD_TN, GEMM_THREAD_RN, GEMM_THREAD_CN,
  91. GEMM_THREAD_NT, GEMM_THREAD_TT, GEMM_THREAD_RT, GEMM_THREAD_CT,
  92. GEMM_THREAD_NR, GEMM_THREAD_TR, GEMM_THREAD_RR, GEMM_THREAD_CR,
  93. GEMM_THREAD_NC, GEMM_THREAD_TC, GEMM_THREAD_RC, GEMM_THREAD_CC,
  94. #endif
  95. #else
  96. GEMM3M_NN, GEMM3M_TN, GEMM3M_RN, GEMM3M_CN,
  97. GEMM3M_NT, GEMM3M_TT, GEMM3M_RT, GEMM3M_CT,
  98. GEMM3M_NR, GEMM3M_TR, GEMM3M_RR, GEMM3M_CR,
  99. GEMM3M_NC, GEMM3M_TC, GEMM3M_RC, GEMM3M_CC,
  100. #if defined(SMP) && !defined(USE_SIMPLE_THREADED_LEVEL3)
  101. GEMM3M_THREAD_NN, GEMM3M_THREAD_TN, GEMM3M_THREAD_RN, GEMM3M_THREAD_CN,
  102. GEMM3M_THREAD_NT, GEMM3M_THREAD_TT, GEMM3M_THREAD_RT, GEMM3M_THREAD_CT,
  103. GEMM3M_THREAD_NR, GEMM3M_THREAD_TR, GEMM3M_THREAD_RR, GEMM3M_THREAD_CR,
  104. GEMM3M_THREAD_NC, GEMM3M_THREAD_TC, GEMM3M_THREAD_RC, GEMM3M_THREAD_CC,
  105. #endif
  106. #endif
  107. };
  108. #if defined(SMALL_MATRIX_OPT) && !defined(GEMM3M) && !defined(XDOUBLE)
  109. #define USE_SMALL_MATRIX_OPT 1
  110. #else
  111. #define USE_SMALL_MATRIX_OPT 0
  112. #endif
  113. #if USE_SMALL_MATRIX_OPT
  114. #ifndef DYNAMIC_ARCH
  115. #define SMALL_KERNEL_ADDR(table, idx) ((void *)(table[idx]))
  116. #else
  117. #define SMALL_KERNEL_ADDR(table, idx) ((void *)(*(uintptr_t *)((char *)gotoblas + (size_t)(table[idx]))))
  118. #endif
  119. #ifndef COMPLEX
  120. static size_t gemm_small_kernel[] = {
  121. GEMM_SMALL_KERNEL_NN, GEMM_SMALL_KERNEL_TN, 0, 0,
  122. GEMM_SMALL_KERNEL_NT, GEMM_SMALL_KERNEL_TT, 0, 0,
  123. };
  124. static size_t gemm_small_kernel_b0[] = {
  125. GEMM_SMALL_KERNEL_B0_NN, GEMM_SMALL_KERNEL_B0_TN, 0, 0,
  126. GEMM_SMALL_KERNEL_B0_NT, GEMM_SMALL_KERNEL_B0_TT, 0, 0,
  127. };
  128. #define GEMM_SMALL_KERNEL_B0(idx) (int (*)(BLASLONG, BLASLONG, BLASLONG, IFLOAT *, BLASLONG, FLOAT, IFLOAT *, BLASLONG, FLOAT *, BLASLONG)) SMALL_KERNEL_ADDR(gemm_small_kernel_b0, (idx))
  129. #define GEMM_SMALL_KERNEL(idx) (int (*)(BLASLONG, BLASLONG, BLASLONG, IFLOAT *, BLASLONG, FLOAT, IFLOAT *, BLASLONG, FLOAT, FLOAT *, BLASLONG)) SMALL_KERNEL_ADDR(gemm_small_kernel, (idx))
  130. #else
  131. static size_t zgemm_small_kernel[] = {
  132. GEMM_SMALL_KERNEL_NN, GEMM_SMALL_KERNEL_TN, GEMM_SMALL_KERNEL_RN, GEMM_SMALL_KERNEL_CN,
  133. GEMM_SMALL_KERNEL_NT, GEMM_SMALL_KERNEL_TT, GEMM_SMALL_KERNEL_RT, GEMM_SMALL_KERNEL_CT,
  134. GEMM_SMALL_KERNEL_NR, GEMM_SMALL_KERNEL_TR, GEMM_SMALL_KERNEL_RR, GEMM_SMALL_KERNEL_CR,
  135. GEMM_SMALL_KERNEL_NC, GEMM_SMALL_KERNEL_TC, GEMM_SMALL_KERNEL_RC, GEMM_SMALL_KERNEL_CC,
  136. };
  137. static size_t zgemm_small_kernel_b0[] = {
  138. GEMM_SMALL_KERNEL_B0_NN, GEMM_SMALL_KERNEL_B0_TN, GEMM_SMALL_KERNEL_B0_RN, GEMM_SMALL_KERNEL_B0_CN,
  139. GEMM_SMALL_KERNEL_B0_NT, GEMM_SMALL_KERNEL_B0_TT, GEMM_SMALL_KERNEL_B0_RT, GEMM_SMALL_KERNEL_B0_CT,
  140. GEMM_SMALL_KERNEL_B0_NR, GEMM_SMALL_KERNEL_B0_TR, GEMM_SMALL_KERNEL_B0_RR, GEMM_SMALL_KERNEL_B0_CR,
  141. GEMM_SMALL_KERNEL_B0_NC, GEMM_SMALL_KERNEL_B0_TC, GEMM_SMALL_KERNEL_B0_RC, GEMM_SMALL_KERNEL_B0_CC,
  142. };
  143. #define ZGEMM_SMALL_KERNEL(idx) (int (*)(BLASLONG, BLASLONG, BLASLONG, FLOAT *, BLASLONG, FLOAT , FLOAT, FLOAT *, BLASLONG, FLOAT , FLOAT, FLOAT *, BLASLONG)) SMALL_KERNEL_ADDR(zgemm_small_kernel, (idx))
  144. #define ZGEMM_SMALL_KERNEL_B0(idx) (int (*)(BLASLONG, BLASLONG, BLASLONG, FLOAT *, BLASLONG, FLOAT , FLOAT, FLOAT *, BLASLONG, FLOAT *, BLASLONG)) SMALL_KERNEL_ADDR(zgemm_small_kernel_b0, (idx))
  145. #endif
  146. #endif
  147. #if defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16)
  148. #define XFEATURE_XTILEDATA 18
  149. #define ARCH_REQ_XCOMP_PERM 0x1023
  150. static int openblas_amxtile_permission = 0;
  151. static int init_amxtile_permission() {
  152. long status =
  153. syscall(SYS_arch_prctl, ARCH_REQ_XCOMP_PERM, XFEATURE_XTILEDATA);
  154. if (status != 0) {
  155. fprintf(stderr, "XTILEDATA permission not granted in your device(Linux, "
  156. "Intel Sapphier Rapids), skip sbgemm calculation\n");
  157. return -1;
  158. }
  159. openblas_amxtile_permission = 1;
  160. return 0;
  161. }
  162. #endif
  163. #ifndef CBLAS
  164. void NAME(char *TRANSA, char *TRANSB,
  165. blasint *M, blasint *N, blasint *K,
  166. FLOAT *alpha,
  167. IFLOAT *a, blasint *ldA,
  168. IFLOAT *b, blasint *ldB,
  169. FLOAT *beta,
  170. FLOAT *c, blasint *ldC){
  171. blas_arg_t args;
  172. int transa, transb, nrowa, nrowb;
  173. blasint info;
  174. char transA, transB;
  175. IFLOAT *buffer;
  176. IFLOAT *sa, *sb;
  177. #ifdef SMP
  178. double MNK;
  179. #if defined(USE_SIMPLE_THREADED_LEVEL3) || !defined(NO_AFFINITY)
  180. #ifndef COMPLEX
  181. #ifdef XDOUBLE
  182. int mode = BLAS_XDOUBLE | BLAS_REAL;
  183. #elif defined(DOUBLE)
  184. int mode = BLAS_DOUBLE | BLAS_REAL;
  185. #else
  186. int mode = BLAS_SINGLE | BLAS_REAL;
  187. #endif
  188. #else
  189. #ifdef XDOUBLE
  190. int mode = BLAS_XDOUBLE | BLAS_COMPLEX;
  191. #elif defined(DOUBLE)
  192. int mode = BLAS_DOUBLE | BLAS_COMPLEX;
  193. #else
  194. int mode = BLAS_SINGLE | BLAS_COMPLEX;
  195. #endif
  196. #endif
  197. #endif
  198. #endif
  199. #if defined(SMP) && !defined(NO_AFFINITY) && !defined(USE_SIMPLE_THREADED_LEVEL3)
  200. int nodes;
  201. #endif
  202. PRINT_DEBUG_NAME;
  203. args.m = *M;
  204. args.n = *N;
  205. args.k = *K;
  206. args.a = (void *)a;
  207. args.b = (void *)b;
  208. args.c = (void *)c;
  209. args.lda = *ldA;
  210. args.ldb = *ldB;
  211. args.ldc = *ldC;
  212. args.alpha = (void *)alpha;
  213. args.beta = (void *)beta;
  214. transA = *TRANSA;
  215. transB = *TRANSB;
  216. TOUPPER(transA);
  217. TOUPPER(transB);
  218. transa = -1;
  219. transb = -1;
  220. if (transA == 'N') transa = 0;
  221. if (transA == 'T') transa = 1;
  222. #ifndef COMPLEX
  223. if (transA == 'R') transa = 0;
  224. if (transA == 'C') transa = 1;
  225. #else
  226. if (transA == 'R') transa = 2;
  227. if (transA == 'C') transa = 3;
  228. #endif
  229. if (transB == 'N') transb = 0;
  230. if (transB == 'T') transb = 1;
  231. #ifndef COMPLEX
  232. if (transB == 'R') transb = 0;
  233. if (transB == 'C') transb = 1;
  234. #else
  235. if (transB == 'R') transb = 2;
  236. if (transB == 'C') transb = 3;
  237. #endif
  238. nrowa = args.m;
  239. if (transa & 1) nrowa = args.k;
  240. nrowb = args.k;
  241. if (transb & 1) nrowb = args.n;
  242. info = 0;
  243. if (args.ldc < args.m) info = 13;
  244. if (args.ldb < nrowb) info = 10;
  245. if (args.lda < nrowa) info = 8;
  246. if (args.k < 0) info = 5;
  247. if (args.n < 0) info = 4;
  248. if (args.m < 0) info = 3;
  249. if (transb < 0) info = 2;
  250. if (transa < 0) info = 1;
  251. if (info){
  252. BLASFUNC(xerbla)(ERROR_NAME, &info, sizeof(ERROR_NAME));
  253. return;
  254. }
  255. #else
  256. void CNAME(enum CBLAS_ORDER order, enum CBLAS_TRANSPOSE TransA, enum CBLAS_TRANSPOSE TransB,
  257. blasint m, blasint n, blasint k,
  258. #ifndef COMPLEX
  259. FLOAT alpha,
  260. IFLOAT *a, blasint lda,
  261. IFLOAT *b, blasint ldb,
  262. FLOAT beta,
  263. FLOAT *c, blasint ldc) {
  264. #else
  265. void *valpha,
  266. void *va, blasint lda,
  267. void *vb, blasint ldb,
  268. void *vbeta,
  269. void *vc, blasint ldc) {
  270. FLOAT *alpha = (FLOAT*) valpha;
  271. FLOAT *beta = (FLOAT*) vbeta;
  272. FLOAT *a = (FLOAT*) va;
  273. FLOAT *b = (FLOAT*) vb;
  274. FLOAT *c = (FLOAT*) vc;
  275. #endif
  276. blas_arg_t args;
  277. int transa, transb;
  278. blasint nrowa, nrowb, info;
  279. XFLOAT *buffer;
  280. XFLOAT *sa, *sb;
  281. #ifdef SMP
  282. double MNK;
  283. #if defined(USE_SIMPLE_THREADED_LEVEL3) || !defined(NO_AFFINITY)
  284. #ifndef COMPLEX
  285. #ifdef XDOUBLE
  286. int mode = BLAS_XDOUBLE | BLAS_REAL;
  287. #elif defined(DOUBLE)
  288. int mode = BLAS_DOUBLE | BLAS_REAL;
  289. #else
  290. int mode = BLAS_SINGLE | BLAS_REAL;
  291. #endif
  292. #else
  293. #ifdef XDOUBLE
  294. int mode = BLAS_XDOUBLE | BLAS_COMPLEX;
  295. #elif defined(DOUBLE)
  296. int mode = BLAS_DOUBLE | BLAS_COMPLEX;
  297. #else
  298. int mode = BLAS_SINGLE | BLAS_COMPLEX;
  299. #endif
  300. #endif
  301. #endif
  302. #endif
  303. #if defined(SMP) && !defined(NO_AFFINITY) && !defined(USE_SIMPLE_THREADED_LEVEL3)
  304. int nodes;
  305. #endif
  306. PRINT_DEBUG_CNAME;
  307. #if !defined(COMPLEX) && !defined(DOUBLE) && !defined(BFLOAT16) && defined(USE_SGEMM_KERNEL_DIRECT)
  308. #ifdef DYNAMIC_ARCH
  309. if (support_avx512() )
  310. #endif
  311. if (beta == 0 && alpha == 1.0 && order == CblasRowMajor && TransA == CblasNoTrans && TransB == CblasNoTrans && SGEMM_DIRECT_PERFORMANT(m,n,k)) {
  312. SGEMM_DIRECT(m, n, k, a, lda, b, ldb, c, ldc);
  313. return;
  314. }
  315. #endif
  316. #ifndef COMPLEX
  317. args.alpha = (void *)&alpha;
  318. args.beta = (void *)&beta;
  319. #else
  320. args.alpha = (void *)alpha;
  321. args.beta = (void *)beta;
  322. #endif
  323. transa = -1;
  324. transb = -1;
  325. info = 0;
  326. if (order == CblasColMajor) {
  327. args.m = m;
  328. args.n = n;
  329. args.k = k;
  330. args.a = (void *)a;
  331. args.b = (void *)b;
  332. args.c = (void *)c;
  333. args.lda = lda;
  334. args.ldb = ldb;
  335. args.ldc = ldc;
  336. if (TransA == CblasNoTrans) transa = 0;
  337. if (TransA == CblasTrans) transa = 1;
  338. #ifndef COMPLEX
  339. if (TransA == CblasConjNoTrans) transa = 0;
  340. if (TransA == CblasConjTrans) transa = 1;
  341. #else
  342. if (TransA == CblasConjNoTrans) transa = 2;
  343. if (TransA == CblasConjTrans) transa = 3;
  344. #endif
  345. if (TransB == CblasNoTrans) transb = 0;
  346. if (TransB == CblasTrans) transb = 1;
  347. #ifndef COMPLEX
  348. if (TransB == CblasConjNoTrans) transb = 0;
  349. if (TransB == CblasConjTrans) transb = 1;
  350. #else
  351. if (TransB == CblasConjNoTrans) transb = 2;
  352. if (TransB == CblasConjTrans) transb = 3;
  353. #endif
  354. nrowa = args.m;
  355. if (transa & 1) nrowa = args.k;
  356. nrowb = args.k;
  357. if (transb & 1) nrowb = args.n;
  358. info = -1;
  359. if (args.ldc < args.m) info = 13;
  360. if (args.ldb < nrowb) info = 10;
  361. if (args.lda < nrowa) info = 8;
  362. if (args.k < 0) info = 5;
  363. if (args.n < 0) info = 4;
  364. if (args.m < 0) info = 3;
  365. if (transb < 0) info = 2;
  366. if (transa < 0) info = 1;
  367. }
  368. if (order == CblasRowMajor) {
  369. args.m = n;
  370. args.n = m;
  371. args.k = k;
  372. args.a = (void *)b;
  373. args.b = (void *)a;
  374. args.c = (void *)c;
  375. args.lda = ldb;
  376. args.ldb = lda;
  377. args.ldc = ldc;
  378. if (TransB == CblasNoTrans) transa = 0;
  379. if (TransB == CblasTrans) transa = 1;
  380. #ifndef COMPLEX
  381. if (TransB == CblasConjNoTrans) transa = 0;
  382. if (TransB == CblasConjTrans) transa = 1;
  383. #else
  384. if (TransB == CblasConjNoTrans) transa = 2;
  385. if (TransB == CblasConjTrans) transa = 3;
  386. #endif
  387. if (TransA == CblasNoTrans) transb = 0;
  388. if (TransA == CblasTrans) transb = 1;
  389. #ifndef COMPLEX
  390. if (TransA == CblasConjNoTrans) transb = 0;
  391. if (TransA == CblasConjTrans) transb = 1;
  392. #else
  393. if (TransA == CblasConjNoTrans) transb = 2;
  394. if (TransA == CblasConjTrans) transb = 3;
  395. #endif
  396. nrowa = args.m;
  397. if (transa & 1) nrowa = args.k;
  398. nrowb = args.k;
  399. if (transb & 1) nrowb = args.n;
  400. info = -1;
  401. if (args.ldc < args.m) info = 13;
  402. if (args.ldb < nrowb) info = 10;
  403. if (args.lda < nrowa) info = 8;
  404. if (args.k < 0) info = 5;
  405. if (args.n < 0) info = 4;
  406. if (args.m < 0) info = 3;
  407. if (transb < 0) info = 2;
  408. if (transa < 0) info = 1;
  409. }
  410. if (info >= 0) {
  411. BLASFUNC(xerbla)(ERROR_NAME, &info, sizeof(ERROR_NAME));
  412. return;
  413. }
  414. #endif
  415. #if defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16)
  416. #if defined(DYNAMIC_ARCH)
  417. if (gotoblas->need_amxtile_permission &&
  418. openblas_amxtile_permission == 0 && init_amxtile_permission() == -1) {
  419. return;
  420. }
  421. #endif
  422. #if !defined(DYNAMIC_ARCH) && defined(SAPPHIRERAPIDS)
  423. if (openblas_amxtile_permission == 0 && init_amxtile_permission() == -1) {
  424. return;
  425. }
  426. #endif
  427. #endif // defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16)
  428. if ((args.m == 0) || (args.n == 0)) return;
  429. #if 0
  430. fprintf(stderr, "m = %4d n = %d k = %d lda = %4d ldb = %4d ldc = %4d\n",
  431. args.m, args.n, args.k, args.lda, args.ldb, args.ldc);
  432. #endif
  433. #if defined(GEMM_GEMV_FORWARD) && !defined(GEMM3M) && !defined(COMPLEX) && !defined(BFLOAT16)
  434. // Check if we can convert GEMM -> GEMV
  435. if (args.k != 0) {
  436. if (args.n == 1) {
  437. blasint inc_x = 1;
  438. blasint inc_y = 1;
  439. // These were passed in as blasint, but the struct translates them to blaslong
  440. blasint m = args.m;
  441. blasint n = args.k;
  442. blasint lda = args.lda;
  443. // Create new transpose parameters
  444. char NT = 'N';
  445. if (transa & 1) {
  446. NT = 'T';
  447. m = args.k;
  448. n = args.m;
  449. }
  450. if (transb & 1) {
  451. inc_x = args.ldb;
  452. }
  453. GEMV(&NT, &m, &n, args.alpha, args.a, &lda, args.b, &inc_x, args.beta, args.c, &inc_y);
  454. return;
  455. }
  456. if (args.m == 1) {
  457. blasint inc_x = args.lda;
  458. blasint inc_y = args.ldc;
  459. // These were passed in as blasint, but the struct translates them to blaslong
  460. blasint m = args.k;
  461. blasint n = args.n;
  462. blasint ldb = args.ldb;
  463. // Create new transpose parameters
  464. char NT = 'T';
  465. if (transa & 1) {
  466. inc_x = 1;
  467. }
  468. if (transb & 1) {
  469. NT = 'N';
  470. m = args.n;
  471. n = args.k;
  472. }
  473. GEMV(&NT, &m, &n, args.alpha, args.b, &ldb, args.a, &inc_x, args.beta, args.c, &inc_y);
  474. return;
  475. }
  476. }
  477. #endif
  478. IDEBUG_START;
  479. FUNCTION_PROFILE_START();
  480. #if USE_SMALL_MATRIX_OPT
  481. #if !defined(COMPLEX)
  482. if(GEMM_SMALL_MATRIX_PERMIT(transa, transb, args.m, args.n, args.k, *(FLOAT *)(args.alpha), *(FLOAT *)(args.beta))){
  483. if(*(FLOAT *)(args.beta) == 0.0){
  484. (GEMM_SMALL_KERNEL_B0((transb << 2) | transa))(args.m, args.n, args.k, args.a, args.lda, *(FLOAT *)(args.alpha), args.b, args.ldb, args.c, args.ldc);
  485. }else{
  486. (GEMM_SMALL_KERNEL((transb << 2) | transa))(args.m, args.n, args.k, args.a, args.lda, *(FLOAT *)(args.alpha), args.b, args.ldb, *(FLOAT *)(args.beta), args.c, args.ldc);
  487. }
  488. return;
  489. }
  490. #else
  491. if(GEMM_SMALL_MATRIX_PERMIT(transa, transb, args.m, args.n, args.k, alpha[0], alpha[1], beta[0], beta[1])){
  492. if(beta[0] == 0.0 && beta[1] == 0.0){
  493. (ZGEMM_SMALL_KERNEL_B0((transb << 2) | transa))(args.m, args.n, args.k, args.a, args.lda, alpha[0], alpha[1], args.b, args.ldb, args.c, args.ldc);
  494. }else{
  495. (ZGEMM_SMALL_KERNEL((transb << 2) | transa))(args.m, args.n, args.k, args.a, args.lda, alpha[0], alpha[1], args.b, args.ldb, beta[0], beta[1], args.c, args.ldc);
  496. }
  497. return;
  498. }
  499. #endif
  500. #endif
  501. buffer = (XFLOAT *)blas_memory_alloc(0);
  502. //For target LOONGSON3R5, applying an offset to the buffer is essential
  503. //for minimizing cache conflicts and optimizing performance.
  504. #if defined(ARCH_LOONGARCH64) && !defined(NO_AFFINITY)
  505. sa = (XFLOAT *)((BLASLONG)buffer + (WhereAmI() & 0xf) * GEMM_OFFSET_A);
  506. #else
  507. sa = (XFLOAT *)((BLASLONG)buffer +GEMM_OFFSET_A);
  508. #endif
  509. sb = (XFLOAT *)(((BLASLONG)sa + ((GEMM_P * GEMM_Q * COMPSIZE * SIZE + GEMM_ALIGN) & ~GEMM_ALIGN)) + GEMM_OFFSET_B);
  510. #ifdef SMP
  511. #if defined(USE_SIMPLE_THREADED_LEVEL3) || !defined(NO_AFFINITY)
  512. mode |= (transa << BLAS_TRANSA_SHIFT);
  513. mode |= (transb << BLAS_TRANSB_SHIFT);
  514. #endif
  515. MNK = (double) args.m * (double) args.n * (double) args.k;
  516. if ( MNK <= (SMP_THRESHOLD_MIN * (double) GEMM_MULTITHREAD_THRESHOLD) )
  517. args.nthreads = 1;
  518. else {
  519. args.nthreads = num_cpu_avail(3);
  520. if (MNK/args.nthreads < SMP_THRESHOLD_MIN*(double)GEMM_MULTITHREAD_THRESHOLD)
  521. args.nthreads = MNK/(SMP_THRESHOLD_MIN*(double)GEMM_MULTITHREAD_THRESHOLD);
  522. }
  523. args.common = NULL;
  524. if (args.nthreads == 1) {
  525. #endif
  526. (gemm[(transb << 2) | transa])(&args, NULL, NULL, sa, sb, 0);
  527. #ifdef SMP
  528. } else {
  529. #ifndef USE_SIMPLE_THREADED_LEVEL3
  530. #ifndef NO_AFFINITY
  531. nodes = get_num_nodes();
  532. if ((nodes > 1) && get_node_equal()) {
  533. args.nthreads /= nodes;
  534. gemm_thread_mn(mode, &args, NULL, NULL, gemm[16 | (transb << 2) | transa], sa, sb, nodes);
  535. } else {
  536. #endif
  537. (gemm[16 | (transb << 2) | transa])(&args, NULL, NULL, sa, sb, 0);
  538. #else
  539. GEMM_THREAD(mode, &args, NULL, NULL, gemm[(transb << 2) | transa], sa, sb, args.nthreads);
  540. #endif
  541. #ifndef USE_SIMPLE_THREADED_LEVEL3
  542. #ifndef NO_AFFINITY
  543. }
  544. #endif
  545. #endif
  546. #endif
  547. #ifdef SMP
  548. }
  549. #endif
  550. blas_memory_free(buffer);
  551. FUNCTION_PROFILE_END(COMPSIZE * COMPSIZE, args.m * args.k + args.k * args.n + args.m * args.n, 2 * args.m * args.n * args.k);
  552. IDEBUG_END;
  553. return;
  554. }