Sapphire Rapids sbgemm fixtags/v0.3.24
| @@ -645,7 +645,7 @@ DYNAMIC_CORE += HASWELL ZEN | |||
| endif | |||
| ifneq ($(NO_AVX512), 1) | |||
| ifneq ($(NO_AVX2), 1) | |||
| DYNAMIC_CORE += SKYLAKEX COOPERLAKE | |||
| DYNAMIC_CORE += SKYLAKEX COOPERLAKE SAPPHIRERAPIDS | |||
| endif | |||
| endif | |||
| endif | |||
| @@ -82,7 +82,7 @@ if (DYNAMIC_ARCH) | |||
| set(DYNAMIC_CORE ${DYNAMIC_CORE} HASWELL ZEN) | |||
| endif () | |||
| if (NOT NO_AVX512) | |||
| set(DYNAMIC_CORE ${DYNAMIC_CORE} SKYLAKEX COOPERLAKE) | |||
| set(DYNAMIC_CORE ${DYNAMIC_CORE} SKYLAKEX COOPERLAKE SAPPHIRERAPIDS) | |||
| string(REGEX REPLACE "-march=native" "" CMAKE_C_FLAGS "${CMAKE_C_FLAGS}") | |||
| endif () | |||
| if (DYNAMIC_LIST) | |||
| @@ -87,6 +87,15 @@ macro(ParseMakefileVars MAKEFILE_IN) | |||
| #message(STATUS "skipping ${makefile_line}") | |||
| continue () | |||
| endif () | |||
| # Example 1: SBGEMM_SMALL_M_PERMIT = | |||
| # Unset the variable | |||
| string(REGEX MATCH "([0-9_a-zA-Z]+)[ \t]*=[ \t]*$" line_match "${makefile_line}") | |||
| if (NOT "${line_match}" STREQUAL "") | |||
| set(var_name ${CMAKE_MATCH_1}) | |||
| unset(${var_name}) | |||
| endif() | |||
| string(REGEX MATCH "([0-9_a-zA-Z]+)[ \t]*=[ \t]*(.+)$" line_match "${makefile_line}") | |||
| if (NOT "${line_match}" STREQUAL "") | |||
| #message(STATUS "match on ${line_match}") | |||
| @@ -53,6 +53,7 @@ typedef struct { | |||
| int sbgemm_p, sbgemm_q, sbgemm_r; | |||
| int sbgemm_unroll_m, sbgemm_unroll_n, sbgemm_unroll_mn; | |||
| int sbgemm_align_k; | |||
| int need_amxtile_permission; // 0 default, 1 for device support amx. | |||
| void (*sbstobf16_k) (BLASLONG, float *, BLASLONG, bfloat16 *, BLASLONG); | |||
| void (*sbdtobf16_k) (BLASLONG, double *, BLASLONG, bfloat16 *, BLASLONG); | |||
| @@ -1479,6 +1479,8 @@ int get_cpuname(void){ | |||
| else | |||
| return CPUTYPE_NEHALEM; | |||
| case 15: // Sapphire Rapids | |||
| if(support_amx_bf16()) | |||
| return CPUTYPE_SAPPHIRERAPIDS; | |||
| if(support_avx512_bf16()) | |||
| return CPUTYPE_COOPERLAKE; | |||
| if(support_avx512()) | |||
| @@ -1845,7 +1847,8 @@ static char *cpuname[] = { | |||
| "ZEN", | |||
| "SKYLAKEX", | |||
| "DHYANA", | |||
| "COOPERLAKE" | |||
| "COOPERLAKE", | |||
| "SAPPHIRERAPIDS", | |||
| }; | |||
| static char *lowercpuname[] = { | |||
| @@ -1902,7 +1905,8 @@ static char *lowercpuname[] = { | |||
| "zen", | |||
| "skylakex", | |||
| "dhyana", | |||
| "cooperlake" | |||
| "cooperlake", | |||
| "sapphirerapids", | |||
| }; | |||
| static char *corename[] = { | |||
| @@ -220,6 +220,19 @@ extern gotoblas_t gotoblas_COOPERLAKE; | |||
| #else | |||
| #define gotoblas_COOPERLAKE gotoblas_PRESCOTT | |||
| #endif | |||
| #ifdef DYN_SAPPHIRERAPIDS | |||
| extern gotoblas_t gotoblas_SAPPHIRERAPIDS; | |||
| #elif defined(DYN_SKYLAKEX) | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_SKYLAKEX | |||
| #elif defined(DYN_HASWELL) | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_HASWELL | |||
| #elif defined(DYN_SANDYBRIDGE) | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_SANDYBRIDGE | |||
| #elif defined(DYN_NEHALEM) | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_NEHALEM | |||
| #else | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_PRESCOTT | |||
| #endif | |||
| #else // not DYNAMIC_LIST | |||
| @@ -268,9 +281,11 @@ extern gotoblas_t gotoblas_ZEN; | |||
| #ifndef NO_AVX512 | |||
| extern gotoblas_t gotoblas_SKYLAKEX; | |||
| extern gotoblas_t gotoblas_COOPERLAKE; | |||
| extern gotoblas_t gotoblas_SAPPHIRERAPIDS; | |||
| #else | |||
| #define gotoblas_SKYLAKEX gotoblas_HASWELL | |||
| #define gotoblas_COOPERLAKE gotoblas_HASWELL | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_HASWELL | |||
| #endif | |||
| #endif | |||
| #else | |||
| @@ -279,6 +294,7 @@ extern gotoblas_t gotoblas_COOPERLAKE; | |||
| #define gotoblas_HASWELL gotoblas_NEHALEM | |||
| #define gotoblas_SKYLAKEX gotoblas_NEHALEM | |||
| #define gotoblas_COOPERLAKE gotoblas_NEHALEM | |||
| #define gotoblas_SAPPHIRERAPIDS gotoblas_NEHALEM | |||
| #define gotoblas_BULLDOZER gotoblas_BARCELONA | |||
| #define gotoblas_PILEDRIVER gotoblas_BARCELONA | |||
| #define gotoblas_STEAMROLLER gotoblas_BARCELONA | |||
| @@ -378,6 +394,31 @@ int support_avx512_bf16(){ | |||
| #endif | |||
| } | |||
| #define BIT_AMX_TILE 0x01000000 | |||
| #define BIT_AMX_BF16 0x00400000 | |||
| #define BIT_AMX_ENBD 0x00060000 | |||
| int support_amx_bf16() { | |||
| #if !defined(NO_AVX) && !defined(NO_AVX512) | |||
| int eax, ebx, ecx, edx; | |||
| int ret=0; | |||
| if (!support_avx512()) | |||
| return 0; | |||
| // CPUID.7.0:EDX indicates AMX support | |||
| cpuid_count(7, 0, &eax, &ebx, &ecx, &edx); | |||
| if ((edx & BIT_AMX_TILE) && (edx & BIT_AMX_BF16)) { | |||
| // CPUID.D.0:EAX[17:18] indicates AMX enabled | |||
| cpuid_count(0xd, 0, &eax, &ebx, &ecx, &edx); | |||
| if ((eax & BIT_AMX_ENBD) == BIT_AMX_ENBD) | |||
| ret = 1; | |||
| } | |||
| return ret; | |||
| #else | |||
| return 0; | |||
| #endif | |||
| } | |||
| extern void openblas_warning(int verbose, const char * msg); | |||
| #define FALLBACK_VERBOSE 1 | |||
| #define NEHALEM_FALLBACK "OpenBLAS : Your OS does not support AVX instructions. OpenBLAS is using Nehalem kernels as a fallback, which may give poorer performance.\n" | |||
| @@ -689,6 +730,8 @@ static gotoblas_t *get_coretype(void){ | |||
| } | |||
| } | |||
| if (model == 15){ // Sapphire Rapids | |||
| if(support_amx_bf16()) | |||
| return &gotoblas_SAPPHIRERAPIDS; | |||
| if(support_avx512_bf16()) | |||
| return &gotoblas_COOPERLAKE; | |||
| if (support_avx512()) | |||
| @@ -941,7 +984,8 @@ static char *corename[] = { | |||
| "Excavator", | |||
| "Zen", | |||
| "SkylakeX", | |||
| "Cooperlake" | |||
| "Cooperlake", | |||
| "SapphireRapids" | |||
| }; | |||
| char *gotoblas_corename(void) { | |||
| @@ -1006,6 +1050,7 @@ char *gotoblas_corename(void) { | |||
| if (gotoblas == &gotoblas_ZEN) return corename[23]; | |||
| if (gotoblas == &gotoblas_SKYLAKEX) return corename[24]; | |||
| if (gotoblas == &gotoblas_COOPERLAKE) return corename[25]; | |||
| if (gotoblas == &gotoblas_SAPPHIRERAPIDS) return corename[26]; | |||
| return corename[0]; | |||
| } | |||
| @@ -154,6 +154,23 @@ static size_t zgemm_small_kernel_b0[] = { | |||
| #endif | |||
| #endif | |||
| #if defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16) | |||
| #define XFEATURE_XTILEDATA 18 | |||
| #define ARCH_REQ_XCOMP_PERM 0x1023 | |||
| static int openblas_amxtile_permission = 0; | |||
| static int init_amxtile_permission() { | |||
| long status = | |||
| syscall(SYS_arch_prctl, ARCH_REQ_XCOMP_PERM, XFEATURE_XTILEDATA); | |||
| if (status != 0) { | |||
| fprintf(stderr, "XTILEDATA permission not granted in your device(Linux, " | |||
| "Intel Sapphier Rapids), skip sbgemm calculation\n"); | |||
| return -1; | |||
| } | |||
| openblas_amxtile_permission = 1; | |||
| return 0; | |||
| } | |||
| #endif | |||
| #ifndef CBLAS | |||
| void NAME(char *TRANSA, char *TRANSB, | |||
| @@ -455,6 +472,20 @@ void CNAME(enum CBLAS_ORDER order, enum CBLAS_TRANSPOSE TransA, enum CBLAS_TRANS | |||
| #endif | |||
| #if defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16) | |||
| #if defined(DYNAMIC_ARCH) | |||
| if (gotoblas->need_amxtile_permission && | |||
| openblas_amxtile_permission == 0 && init_amxtile_permission() == -1) { | |||
| return; | |||
| } | |||
| #endif | |||
| #if !defined(DYNAMIC_ARCH) && defined(SAPPHIRERAPIDS) | |||
| if (openblas_amxtile_permission == 0 && init_amxtile_permission() == -1) { | |||
| return; | |||
| } | |||
| #endif | |||
| #endif // defined(__linux__) && defined(__x86_64__) && defined(BFLOAT16) | |||
| if ((args.m == 0) || (args.n == 0)) return; | |||
| #if 0 | |||
| @@ -33,7 +33,7 @@ endif | |||
| ifdef TARGET_CORE | |||
| ifeq ($(TARGET_CORE), SAPPHIRERAPIDS) | |||
| override CFLAGS += -DBUILD_KERNEL -DTABLE_NAME=gotoblas_$(TARGET_CORE) | |||
| ifeq ($(GCCVERSIONGTEQ10), 1) | |||
| ifeq ($(GCCVERSIONGTEQ11), 1) | |||
| override CFLAGS += -march=sapphirerapids | |||
| else | |||
| override CFLAGS += -march=skylake-avx512 -mavx512f | |||
| @@ -66,6 +66,7 @@ gotoblas_t TABLE_NAME = { | |||
| #endif | |||
| SBGEMM_ALIGN_K, | |||
| 0, // need_amxtile_permission | |||
| sbstobf16_kTS, sbdtobf16_kTS, sbf16tos_kTS, dbf16tod_kTS, | |||
| @@ -1809,6 +1810,12 @@ static void init_parameter(void) { | |||
| #endif | |||
| #ifdef SAPPHIRERAPIDS | |||
| #if (BUILD_BFLOAT16 == 1) | |||
| TABLE_NAME.need_amxtile_permission = 1; | |||
| #endif | |||
| #endif | |||
| #if BUILD_COMPLEX==1 | |||
| #ifdef CGEMM3M_DEFAULT_P | |||
| TABLE_NAME.cgemm3m_p = CGEMM3M_DEFAULT_P; | |||
| @@ -1,6 +1,14 @@ | |||
| include $(KERNELDIR)/KERNEL.COOPERLAKE | |||
| SBGEMM_SMALL_M_PERMIT = sbgemm_small_kernel_permit_spr.c | |||
| SBGEMM_SMALL_M_PERMIT = | |||
| SBGEMM_SMALL_K_NN = | |||
| SBGEMM_SMALL_K_B0_NN = | |||
| SBGEMM_SMALL_K_NT = | |||
| SBGEMM_SMALL_K_B0_NT = | |||
| SBGEMM_SMALL_K_TN = | |||
| SBGEMM_SMALL_K_B0_TN = | |||
| SBGEMM_SMALL_K_TT = | |||
| SBGEMM_SMALL_K_B0_TT = | |||
| SBGEMM_BETA = sgemm_beta_skylakex.c | |||
| SBGEMMKERNEL = sbgemm_kernel_16x16_spr.c | |||
| @@ -97,33 +97,32 @@ typedef struct { | |||
| #define T_C10 6 | |||
| #define T_C11 7 | |||
| // FIXME: gcc11 seem have problem in tile load/store address calc, | |||
| // need to multiply with element size (2 or 4) here. | |||
| #define LOAD_A(M, N) _tile_loadd(T_A##M, ptr_a##M, lda * 2) | |||
| #define LOAD_A_TAIL(M, N) {\ | |||
| __m256i ymm = _mm256_loadu_epi16(ptr_a##M); \ | |||
| __m512i zmm = _mm512_cvtepu16_epi32(ymm); \ | |||
| _mm512_storeu_epi16(tail_a + 16 * M, zmm); \ | |||
| _tile_loadd(T_A##M, tail_a + 16 * 2 * M, 2 * 2); \ | |||
| _tile_loadd(T_A##M, tail_a + 16 * M, 2 * 2); \ | |||
| } | |||
| #define MASK_LOAD_A_TAIL(M, N) {\ | |||
| __m256i ymm = _mm256_maskz_loadu_epi16(amask, ptr_a##M); \ | |||
| __m512i zmm = _mm512_cvtepu16_epi32(ymm); \ | |||
| _mm512_storeu_epi16(tail_a + 16 * M, zmm); \ | |||
| _tile_loadd(T_A##M, tail_a + 16 * 2 * M, 2 * 2); \ | |||
| _tile_loadd(T_A##M, tail_a + 16 * M, 2 * 2); \ | |||
| } | |||
| #define LOAD_B(M, N) _tile_loadd(T_B##N, ptr_b##N, ldb * 2) | |||
| #define LOAD_B_TAIL(M, N) {\ | |||
| __m256i ymm = _mm256_loadu_epi16(ptr_b##N); \ | |||
| __m512i zmm = _mm512_cvtepu16_epi32(ymm); \ | |||
| _mm512_storeu_epi16(tail_b + 16 * N, zmm); \ | |||
| _tile_loadd(T_B##N, tail_b + 16 * 2 * N, 2 * 2); \ | |||
| _tile_loadd(T_B##N, tail_b + 16 * N, 2 * 2); \ | |||
| } | |||
| #define MASK_LOAD_B_TAIL(M, N) {\ | |||
| __m256i ymm = _mm256_maskz_loadu_epi16(bmask, ptr_b##N); \ | |||
| __m512i zmm = _mm512_cvtepu16_epi32(ymm); \ | |||
| _mm512_storeu_epi16(tail_b + 16 * N, zmm); \ | |||
| _tile_loadd(T_B##N, tail_b + 16 * 2 * N, 2 * 2); \ | |||
| _tile_loadd(T_B##N, tail_b + 16 * N, 2 * 2); \ | |||
| } | |||
| #define MATMUL(M, N) _tile_dpbf16ps(T_C##M##N, T_A##M, T_B##N) | |||