LIBXSMM_API_INTERN
void libxsmm_generator_spgemm_csc_bsparse_soa_avx256_512( libxsmm_generated_code* io_generated_code,
const libxsmm_gemm_descriptor* i_xgemm_desc,
const char* i_arch,
const unsigned int* i_row_idx,
const unsigned int* i_column_idx,
const void* i_values ) {
unsigned int l_n = 0;
unsigned int l_k = 0;
unsigned int l_soa_width = 0;
unsigned int l_max_cols = 0;
unsigned int l_n_processed = 0;
unsigned int l_n_limit = 0;
unsigned int l_n_chunks = 0;
unsigned int l_n_chunksize = 0;
unsigned int l_found_mul = 0;
unsigned int l_max_reg_block = 0;
libxsmm_micro_kernel_config l_micro_kernel_config;
libxsmm_loop_label_tracker l_loop_label_tracker;
libxsmm_gp_reg_mapping l_gp_reg_mapping;
LIBXSMM_UNUSED(i_values);
/* select soa width */
if ( LIBXSMM_GEMM_PRECISION_F64 == LIBXSMM_GETENUM_INP( i_xgemm_desc->datatype ) ) {
if ( strcmp(i_arch, "knl") == 0 ||
strcmp(i_arch, "knm") == 0 ||
strcmp(i_arch, "skx") == 0 ||
strcmp(i_arch, "clx") == 0 ||
strcmp(i_arch, "cpx") == 0 ) {
l_soa_width = 8;
l_max_reg_block = 28;
} else {
l_soa_width = 4;
l_max_reg_block = 14;
}
} else {
if ( strcmp(i_arch, "knl") == 0 ||
strcmp(i_arch, "knm") == 0 ||
strcmp(i_arch, "skx") == 0 ||
strcmp(i_arch, "clx") == 0 ||
strcmp(i_arch, "cpx") == 0 ) {
l_soa_width = 16;
l_max_reg_block = 28;
} else {
l_soa_width = 8;
l_max_reg_block = 14;
}
}
/* define gp register mapping */
libxsmm_reset_x86_gp_reg_mapping( &l_gp_reg_mapping );
/* matching calling convention on Linux */
#if defined(_WIN32) || defined(__CYGWIN__)
l_gp_reg_mapping.gp_reg_a = LIBXSMM_X86_GP_REG_RCX;
l_gp_reg_mapping.gp_reg_b = LIBXSMM_X86_GP_REG_RDX;
l_gp_reg_mapping.gp_reg_c = LIBXSMM_X86_GP_REG_R8;
/* TODO: full support for Windows calling convention */
l_gp_reg_mapping.gp_reg_a_prefetch = LIBXSMM_X86_GP_REG_RDI;
l_gp_reg_mapping.gp_reg_b_prefetch = LIBXSMM_X86_GP_REG_RSI;
#else /* match calling convention on Linux */
l_gp_reg_mapping.gp_reg_a = LIBXSMM_X86_GP_REG_RDI;
l_gp_reg_mapping.gp_reg_b = LIBXSMM_X86_GP_REG_RSI;
l_gp_reg_mapping.gp_reg_c = LIBXSMM_X86_GP_REG_RDX;
l_gp_reg_mapping.gp_reg_a_prefetch = LIBXSMM_X86_GP_REG_RCX;
l_gp_reg_mapping.gp_reg_b_prefetch = LIBXSMM_X86_GP_REG_R8;
#endif
l_gp_reg_mapping.gp_reg_c_prefetch = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_mloop = LIBXSMM_X86_GP_REG_R12;
l_gp_reg_mapping.gp_reg_nloop = LIBXSMM_X86_GP_REG_R13;
l_gp_reg_mapping.gp_reg_kloop = LIBXSMM_X86_GP_REG_R14;
l_gp_reg_mapping.gp_reg_help_0 = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_help_1 = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_help_2 = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_help_3 = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_help_4 = LIBXSMM_X86_GP_REG_UNDEF;
l_gp_reg_mapping.gp_reg_help_5 = LIBXSMM_X86_GP_REG_UNDEF;
/* define loop_label_tracker */
libxsmm_reset_loop_label_tracker( &l_loop_label_tracker );
/* define the micro kernel code gen properties */
libxsmm_generator_gemm_init_micro_kernel_config_fullvector( &l_micro_kernel_config, i_xgemm_desc, i_arch, 0 );
/* get max column in C */
l_max_cols = i_xgemm_desc->n;
for ( l_n = 0; l_n < i_xgemm_desc->n; l_n++ ) {
if ( i_column_idx[l_n] == i_column_idx[i_xgemm_desc->n] ) {
l_max_cols = l_n+1;
}
}
/* calculate the chunk size of current columns to work on */
l_n_chunks = ( (l_max_cols % l_max_reg_block) == 0 ) ? (l_max_cols / l_max_reg_block) : (l_max_cols / l_max_reg_block) + 1;
assert(0 != l_n_chunks); /* mute static analysis (division-by-zero); such invalid input must be caught upfront */
l_n_chunksize = ( (l_max_cols % l_n_chunks) == 0 ) ? (l_max_cols / l_n_chunks) : (l_max_cols / l_n_chunks) + 1;
/* open asm */
libxsmm_x86_instruction_open_stream( io_generated_code, &l_gp_reg_mapping, i_arch, i_xgemm_desc->prefetch );
/* m loop */
libxsmm_x86_instruction_register_jump_back_label( io_generated_code, &l_loop_label_tracker );
libxsmm_x86_instruction_alu_imm( io_generated_code, l_micro_kernel_config.alu_add_instruction, l_gp_reg_mapping.gp_reg_mloop, 1 );
/* loop over n-blocks */
l_n_processed = 0;
l_n_limit = l_n_chunksize;
while ( l_n_processed < l_max_cols ) {
#if 0
printf("l_max_cols: %i, l_n_processed: %i, l_n_limit: %i\n", l_max_cols, l_n_processed, l_n_limit);
#endif
/* load C accumulator */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
if (0 != (LIBXSMM_GEMM_FLAG_BETA_0 & i_xgemm_desc->flags)) { /* Beta=0 */
libxsmm_x86_instruction_vec_compute_reg( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vxor_instruction,
l_micro_kernel_config.vector_name,
l_n, l_n, l_n );
} else {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.c_vmove_instruction,
l_gp_reg_mapping.gp_reg_c,
LIBXSMM_X86_GP_REG_UNDEF, 0,
(l_n_processed + l_n)*l_soa_width*l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_n, 0, 1, 0 );
}
}
/* do dense soa times sparse multiplication */
for ( l_k = 0; l_k < (unsigned int)i_xgemm_desc->k; l_k++ ) {
unsigned int l_found_qmadd = 0;
unsigned int l_col_k = 0;
unsigned int l_column_active[28];
int l_nnz_idx[28][4];
/* reset helpers */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
l_column_active[l_n] = 0;
l_nnz_idx[l_n][0] = -1; l_nnz_idx[l_n][1] = -1; l_nnz_idx[l_n][2] = -1; l_nnz_idx[l_n][3] = -1;
}
l_found_mul = 0;
/* let's figure out if we can apply qmadd when being sin F32 setting and on KNM */
if ( (l_k < ((unsigned int)i_xgemm_desc->k - 3)) &&
(l_micro_kernel_config.instruction_set == LIBXSMM_X86_AVX512_KNM) &&
(LIBXSMM_GEMM_PRECISION_F32 == LIBXSMM_GETENUM_INP( i_xgemm_desc->datatype ) ) ) {
/* loop over the columns of B/C */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
unsigned int l_found = 0;
unsigned int l_acol_k = 0;
unsigned int l_col_elements = i_column_idx[l_n_processed+l_n+1] - i_column_idx[l_n_processed+l_n];
unsigned int l_cur_column = i_column_idx[l_n_processed+l_n];
for ( l_col_k = 0; l_col_k < l_col_elements; l_col_k++ ) {
for ( l_acol_k = l_found; l_acol_k < 4; l_acol_k++ ) {
if ( (l_k + l_acol_k) == i_row_idx[l_cur_column + l_col_k] ) {
l_nnz_idx[l_n][l_acol_k] = l_cur_column + l_col_k;
l_found = l_acol_k+1;
}
if (l_found == 4) {
l_col_k = l_col_elements;
}
}
}
/* let's check if we can apply qmadd in col l_n */
if ( (l_nnz_idx[l_n][0] != -1) && (l_nnz_idx[l_n][1] != -1) && (l_nnz_idx[l_n][2] != -1) && (l_nnz_idx[l_n][3] != -1) ) {
l_column_active[l_n] = 2;
l_found_qmadd = 1;
l_found_mul = 1;
} else {
/* let's check if we have at least one entry in the column that matches one of the four entries */
if ( (l_nnz_idx[l_n][0] != -1) || (l_nnz_idx[l_n][1] != -1) || (l_nnz_idx[l_n][2] != -1) || (l_nnz_idx[l_n][3] != -1) ) {
l_column_active[l_n] = 1;
l_found_mul = 1;
} else {
l_column_active[l_n] = 0;
}
}
}
}
if ( l_found_qmadd == 0 ) {
/* loop over the columns of B/C */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
unsigned int l_col_elements = i_column_idx[l_n_processed+l_n+1] - i_column_idx[l_n_processed+l_n];
unsigned int l_cur_column = i_column_idx[l_n_processed+l_n];
/* search for entries matching that k */
for ( l_col_k = 0; l_col_k < l_col_elements; l_col_k++ ) {
if ( l_k == i_row_idx[l_cur_column + l_col_k] ) {
l_nnz_idx[l_n][0] = l_cur_column + l_col_k;
l_col_k = l_col_elements;
}
}
/* let's check if we have an entry in the column that matches the k from A */
if ( (l_nnz_idx[l_n][0] != -1) ) {
l_column_active[l_n] = 1;
l_found_mul = 1;
} else {
l_column_active[l_n] = 0;
}
}
}
/* First case: we can use qmadd */
if ( l_found_qmadd != 0 ) {
unsigned int l_lcl_k = 0;
for ( l_lcl_k = 0; l_lcl_k < 4; l_lcl_k++ ) {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.a_vmove_instruction,
l_gp_reg_mapping.gp_reg_a,
LIBXSMM_X86_GP_REG_UNDEF, 0,
(l_k+l_lcl_k)*l_soa_width*l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_max_reg_block+l_lcl_k, 0, 1, 0 );
}
/* loop over the columns of B/C */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
/* issue a qmadd */
if ( l_column_active[l_n] == 2 ) {
libxsmm_x86_instruction_vec_compute_qfma( io_generated_code,
l_micro_kernel_config.instruction_set,
LIBXSMM_X86_INSTR_V4FMADDPS,
l_gp_reg_mapping.gp_reg_b,
LIBXSMM_X86_GP_REG_UNDEF,
0,
l_nnz_idx[l_n][0] * l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_max_reg_block,
l_n );
} else if ( l_column_active[l_n] == 1 ) {
for ( l_lcl_k = 0; l_lcl_k < 4; l_lcl_k++ ) {
if ( l_nnz_idx[l_n][l_lcl_k] != -1 ) {
libxsmm_x86_instruction_vec_compute_mem( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vmul_instruction,
1,
l_gp_reg_mapping.gp_reg_b,
LIBXSMM_X86_GP_REG_UNDEF,
0,
l_nnz_idx[l_n][l_lcl_k] * l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_max_reg_block+l_lcl_k,
l_n );
}
}
}
}
/* increment by additional 3 columns */
l_k += 3;
} else if ( l_found_mul != 0 ) {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.a_vmove_instruction,
l_gp_reg_mapping.gp_reg_a,
LIBXSMM_X86_GP_REG_UNDEF, 0,
l_k*l_soa_width*l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_max_reg_block, 0, 1, 0 );
/* loop over the columns of B/C */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
if ( l_nnz_idx[l_n][0] != -1 ) {
if ( strcmp(i_arch, "knl") == 0 ||
strcmp(i_arch, "knm") == 0 ||
strcmp(i_arch, "skx") == 0 ||
strcmp(i_arch, "clx") == 0 ||
strcmp(i_arch, "cpx") == 0 ) {
libxsmm_x86_instruction_vec_compute_mem( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vmul_instruction,
1,
l_gp_reg_mapping.gp_reg_b,
LIBXSMM_X86_GP_REG_UNDEF,
0,
l_nnz_idx[l_n][0] * l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_max_reg_block,
l_n );
} else if ( strcmp(i_arch, "hsw") == 0 ) {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.b_vmove_instruction,
l_gp_reg_mapping.gp_reg_b,
LIBXSMM_X86_GP_REG_UNDEF, 0,
l_nnz_idx[l_n][0] * l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
15, 0, 1, 0 );
libxsmm_x86_instruction_vec_compute_reg( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vmul_instruction,
l_micro_kernel_config.vector_name,
l_max_reg_block,
15,
l_n );
} else {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.b_vmove_instruction,
l_gp_reg_mapping.gp_reg_b,
LIBXSMM_X86_GP_REG_UNDEF, 0,
l_nnz_idx[l_n][0] * l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
15, 0, 1, 0 );
libxsmm_x86_instruction_vec_compute_reg( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vmul_instruction,
l_micro_kernel_config.vector_name,
l_max_reg_block,
15,
15 );
libxsmm_x86_instruction_vec_compute_reg( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.vadd_instruction,
l_micro_kernel_config.vector_name,
15,
l_n,
l_n );
}
}
}
} else {
/* shouldn't happen */
}
}
/* store C accumulator */
for ( l_n = 0; l_n < l_n_limit - l_n_processed; l_n++ ) {
libxsmm_x86_instruction_vec_move( io_generated_code,
l_micro_kernel_config.instruction_set,
l_micro_kernel_config.c_vmove_instruction,
l_gp_reg_mapping.gp_reg_c,
LIBXSMM_X86_GP_REG_UNDEF, 0,
(l_n_processed + l_n)*l_soa_width*l_micro_kernel_config.datatype_size,
l_micro_kernel_config.vector_name,
l_n, 0, 0, 1 );
}
/* adjust n progression */
l_n_processed += l_n_chunksize;
l_n_limit = LIBXSMM_MIN(l_n_processed + l_n_chunksize, l_max_cols);
}
/* advance C pointer */
libxsmm_x86_instruction_alu_imm( io_generated_code, l_micro_kernel_config.alu_add_instruction, l_gp_reg_mapping.gp_reg_c,
l_micro_kernel_config.datatype_size*l_soa_width*i_xgemm_desc->ldc);
/* advance A pointer */
libxsmm_x86_instruction_alu_imm( io_generated_code, l_micro_kernel_config.alu_add_instruction, l_gp_reg_mapping.gp_reg_a,
l_micro_kernel_config.datatype_size*l_soa_width*i_xgemm_desc->lda);
/* close m loop */
libxsmm_x86_instruction_alu_imm( io_generated_code, l_micro_kernel_config.alu_cmp_instruction, l_gp_reg_mapping.gp_reg_mloop, i_xgemm_desc->m );
libxsmm_x86_instruction_jump_back_to_label( io_generated_code, l_micro_kernel_config.alu_jmp_instruction, &l_loop_label_tracker );
/* close asm */
libxsmm_x86_instruction_close_stream( io_generated_code, &l_gp_reg_mapping, i_arch, i_xgemm_desc->prefetch );
}
LIBXSMM_API
#if defined(_WIN32)
/*TODO: no inline*/
#elif defined(__GNUC__)
/*LIBXSMM_ATTRIBUTE(noinline)*/
#endif
const char* libxsmm_trace_info(unsigned int* depth, unsigned int* threadid, const int* filter_threadid, const int* filter_mindepth, const int* filter_maxnsyms)
{
const char *fname = NULL;
#if defined(LIBXSMM_TRACE)
const int max_n = (0 != depth ? (LIBXSMM_TRACE_MAXDEPTH) : 2);
const int min_n = (0 != depth ? (LIBXSMM_TRACE_MINDEPTH + *depth) : 2);
void *stacktrace[LIBXSMM_TRACE_MAXDEPTH], **symbol = stacktrace + LIBXSMM_MIN(0 != depth ? ((int)(*depth + 1)) : 1, max_n - 1);
static LIBXSMM_TLS int cerberus = 0;
int i;
/* check against entering a recursion (recursion should not happen due to
* attribute "no_instrument_function" but better prevent this in any case)
*/
if (0 == cerberus) {
++cerberus;
# if defined(__GNUC__)
__asm__("");
# endif
i = LIBXSMM_ATOMIC_LOAD(&internal_trace_initialized, LIBXSMM_ATOMIC_RELAXED);
if (0 <= i) { /* do nothing if not yet initialized */
const int mindepth = (0 != filter_mindepth ? *filter_mindepth : internal_trace_mindepth);
const int maxnsyms = (0 != filter_maxnsyms ? *filter_maxnsyms : internal_trace_maxnsyms);
i = libxsmm_backtrace(stacktrace, max_n);
/* filter depth against filter_mindepth and filter_maxnsyms */
if ((0 >= mindepth || (min_n + mindepth) <= i) &&
(0 > maxnsyms || i <= (min_n + mindepth + maxnsyms - 1)))
{
if (min_n <= i) { /* check against min. depth */
const int filter = (0 != filter_threadid ? *filter_threadid : internal_trace_threadid);
int abs_tid = 0;
# if defined(_WIN32) || defined(__CYGWIN__)
static LIBXSMM_TLS char buffer[sizeof(SYMBOL_INFO)+LIBXSMM_TRACE_SYMBOLSIZE];
static LIBXSMM_TLS int tid = 0;
PSYMBOL_INFO value = (PSYMBOL_INFO)buffer;
value->SizeOfStruct = sizeof(SYMBOL_INFO);
value->MaxNameLen = LIBXSMM_TRACE_SYMBOLSIZE - 1;
if (0 != tid) {
abs_tid = (0 <= tid ? tid : -tid);
}
else {
abs_tid = LIBXSMM_ATOMIC_ADD_FETCH(&internal_trace_initialized, 1, LIBXSMM_ATOMIC_RELAXED);
/* use sign bit to flag enabled fall-back for symbol resolution */
tid = -abs_tid;
}
assert(0 < abs_tid);
if (0 > filter || filter == abs_tid - 1) {
if (FALSE != SymFromAddr(GetCurrentProcess(), (DWORD64)*symbol, NULL, value)
&& 0 < value->NameLen)
{
/* disable fall-back allowing unresolved symbol names */
tid = abs_tid; /* make unsigned */
fname = value->Name;
}
else if (0 > tid) { /* fall-back allowing unresolved symbol names */
# if defined(__MINGW32__)
sprintf(buffer, "%p", *symbol);
# else
sprintf(buffer, "0x%" PRIxPTR, (uintptr_t)*symbol);
# endif
fname = buffer;
}
if (depth) *depth = i - min_n;
if (threadid) *threadid = abs_tid - 1;
}
# else
# if defined(LIBXSMM_NO_SYNC)
static char raw_c;
char */*const*/ raw_value = &raw_c; /* const: avoid warning (below / constant control-flow) */
# else
char *const raw_value = (char*)pthread_getspecific(internal_trace_key);
# endif
int* ivalue = 0, fd = -1;
char* value = 0;
if (raw_value) {
ivalue = (int*)raw_value;
abs_tid = (0 <= ivalue[1] ? ivalue[1] : -ivalue[1]);
if (0 > filter || filter == abs_tid - 1) {
fd = ivalue[0];
if (0 <= fd && (sizeof(int) * 2) == lseek(fd, sizeof(int) * 2, SEEK_SET)) {
value = raw_value + sizeof(int) * 2;
}
# if !defined(NDEBUG) /* library code is expected to be mute */
else {
fprintf(stderr, "LIBXSMM ERROR: failed to get buffer\n");
}
# endif
}
}
else {
char filename[] = "/tmp/.libxsmm_XXXXXX.map";
#if defined(__GLIBC__) && defined(__GLIBC_MINOR__) && LIBXSMM_VERSION2(2, 19) <= LIBXSMM_VERSION2(__GLIBC__, __GLIBC_MINOR__)
fd = mkstemps(filename, 4/*.map*/);
#else
char *const xpos = strrchr(filename, 'X');
const char c = (char)(NULL != xpos ? *(xpos + 1) : 0);
if (0 != c) {
xpos[1] = 0;
fd = mkstemp(filename);
xpos[1] = c;
}
else {
fd = -1;
}
#endif
if (0 <= fd && 0 == posix_fallocate(fd, 0, LIBXSMM_TRACE_SYMBOLSIZE)) {
char *const buffer = (char*)mmap(NULL, LIBXSMM_TRACE_SYMBOLSIZE,
PROT_READ | PROT_WRITE, MAP_SHARED, fd, 0);
if (MAP_FAILED != buffer) {
int check = -1;
ivalue = (int*)buffer;
ivalue[0] = fd; /* valid file descriptor for internal_delete */
if (
# if !defined(LIBXSMM_NO_SYNC)
0 == pthread_setspecific(internal_trace_key, buffer) &&
# endif
(sizeof(int) * 1) == read(fd, &check, sizeof(int))
&& (sizeof(int) * 2) == lseek(fd, sizeof(int), SEEK_CUR)
&& check == fd)
{
abs_tid = LIBXSMM_ATOMIC_ADD_FETCH(&internal_trace_initialized, 1, LIBXSMM_ATOMIC_RELAXED);
assert(0 < abs_tid);
/* use sign bit to flag enabled fall-back for symbol resolution */
ivalue[1] = -abs_tid;
if (0 > filter || filter == abs_tid - 1) {
value = buffer + sizeof(int) * 2;
}
}
else {
# if !defined(NDEBUG) /* library code is expected to be mute */
fprintf(stderr, "LIBXSMM ERROR: failed to setup buffer\n");
# endif
internal_delete(buffer);
}
}
# if !defined(NDEBUG)
else {
const int error = errno;
fprintf(stderr, "LIBXSMM ERROR: %s (mmap allocation error #%i)\n",
strerror(error), error);
}
# endif
}
# if !defined(NDEBUG) /* library code is expected to be mute */
else {
fprintf(stderr, "LIBXSMM ERROR: failed to setup file descriptor (%i)\n", fd);
}
# endif
}
if (value) {
backtrace_symbols_fd(symbol, 1, fd);
/* attempt to parse symbol name */
if (1 == sscanf(value, "%*[^(](%s0x", value)) {
char* c;
for (c = value; '+' != *c && *c; ++c);
if ('+' == *c) {
/* disable fall-back allowing unresolved symbol names */
ivalue[1] = abs_tid; /* make unsigned */
fname = value;
*c = 0;
}
}
/* fall-back to symbol address */
if (0 > ivalue[1] && 0 == fname) {
sprintf(value, "0x%llx", (unsigned long long)*symbol);
fname = value;
}
if (depth) *depth = i - min_n;
if (threadid) *threadid = abs_tid - 1;
}
# endif
}
}
}
--cerberus;
}
#else
LIBXSMM_UNUSED(depth); LIBXSMM_UNUSED(threadid);
LIBXSMM_UNUSED(filter_threadid);
LIBXSMM_UNUSED(filter_mindepth);
LIBXSMM_UNUSED(filter_maxnsyms);
#endif
return fname;
}
int main(int argc, char* argv[])
{
int result = EXIT_SUCCESS;
try {
const libxsmm_blasint benchmark = 1 < argc ? std::atoi(argv[1]) : 0;
LIBXSMM_GEMM_CONST libxsmm_blasint m = (2 < argc ? std::atoi(argv[2]) : 23);
LIBXSMM_GEMM_CONST libxsmm_blasint k = (4 < argc ? std::atoi(argv[4]) : m);
LIBXSMM_GEMM_CONST libxsmm_blasint n = (3 < argc ? std::atoi(argv[3]) : k);
const libxsmm_blasint q = (5 < argc ? std::atoi(argv[5]) : 0/*auto*/);
const libxsmm_blasint nrepeat = (6 < argc ? std::atoi(argv[6]) : (0 >= q ? 13 : 1));
LIBXSMM_GEMM_CONST libxsmm_blasint lda = m, ldb = k, ldc = m;
LIBXSMM_GEMM_CONST char transa = 'N', transb = 'N';
LIBXSMM_GEMM_CONST OTYPE alpha = 1, beta = 1;
const libxsmm_blasint asize = PAD(ITYPE, lda * k), bsize = PAD(ITYPE, ldb * n), csize = PAD(OTYPE, ldc * n);
const libxsmm_blasint max_size = ((2ULL << 30/*2 GB*/) / ((asize + bsize) * sizeof(ITYPE) + csize * sizeof(OTYPE)));
const libxsmm_blasint s = LIBXSMM_MIN(0 < q ? q : max_size, max_size);
const libxsmm_blasint aspace = LIBXSMM_ALIGNMENT / sizeof(ITYPE);
const size_t bwsize = static_cast<size_t>((asize/*load*/ + bsize/*load*/) * sizeof(ITYPE) + 2/*RFO*/ * csize * sizeof(OTYPE));
const double gflops = 2E-9 * s * m * n * k;
#if LIBXSMM_TYPEINFO(ITYPE, FP)
const char *const ops = "FLOPS";
const double scale = 1.0 / s;
#else
const char *const ops = "OPS";
const double scale = 1;
#endif
#if !defined(_DEBUG)
const char *const env_check = getenv("CHECK");
const int check = (0 == env_check ? 0 : atoi(env_check));
#else
/*const*/ int check = 1;
#endif
#if defined(LIBXSMM_OFFLOAD_TARGET)
# pragma offload target(LIBXSMM_OFFLOAD_TARGET)
#endif
{
#if defined(_OPENMP)
const libxsmm_blasint chunksize = s / omp_get_max_threads();
#endif
struct raii { // avoid std::vector (first-touch init. causes NUMA issue)
ITYPE *a, *b;
OTYPE *c, *d;
libxsmm_blasint *m_shuffle;
raii(libxsmm_blasint asize_, libxsmm_blasint bsize_, libxsmm_blasint csize_, libxsmm_blasint size_)
: a(new ITYPE[static_cast<size_t>(asize_)]), b(new ITYPE[static_cast<size_t>(bsize_)])
, c(new OTYPE[static_cast<size_t>(csize_)]), d(new OTYPE[static_cast<size_t>(csize_)])
, m_shuffle(new libxsmm_blasint[size_])
{
# if defined(_OPENMP)
# pragma omp parallel for schedule(static)
# endif
for (libxsmm_blasint i = 0; i < size_; ++i) m_shuffle[i] = libxsmm_rand_u32(size_);
}
~raii() { delete[] a; delete[] b; delete[] c; delete[] d; delete[] m_shuffle; }
#if defined(RANDOMIZED)
libxsmm_blasint shuffle(libxsmm_blasint i) const { return m_shuffle[i]; }
#else
libxsmm_blasint shuffle(libxsmm_blasint i) const { return i; }
#endif
} helper(s * asize + aspace - 1, s * bsize + aspace - 1, s * csize + aspace - 1, s);
ITYPE *const a = LIBXSMM_ALIGN(helper.a, LIBXSMM_ALIGNMENT);
ITYPE *const b = LIBXSMM_ALIGN(helper.b, LIBXSMM_ALIGNMENT);
OTYPE *const c = LIBXSMM_ALIGN(helper.c, LIBXSMM_ALIGNMENT);
OTYPE *const d = LIBXSMM_ALIGN(helper.d, LIBXSMM_ALIGNMENT);
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
LIBXSMM_MATINIT(ITYPE, 42 + helper.shuffle(i), a + helper.shuffle(i) * asize, m, k, lda, scale);
LIBXSMM_MATINIT(ITYPE, 24 + helper.shuffle(i), b + helper.shuffle(i) * bsize, k, n, ldb, scale);
LIBXSMM_MATINIT(OTYPE, 22 + i, c + i * csize, m, n, ldc, scale);
LIBXSMM_MATINIT(OTYPE, 22 + i, d + i * csize, m, n, ldc, scale);
}
#if defined(MKL_ENABLE_AVX512)
mkl_enable_instructions(MKL_ENABLE_AVX512);
#endif
// initialize LIBXSMM
libxsmm_init();
fprintf(stdout, "m=%lli n=%lli k=%lli size=%lli memory=%.1f MB (input=%s output=%s)\n\n",
static_cast<long long>(m), static_cast<long long>(n), static_cast<long long>(k), static_cast<long long>(s),
1.0 * (s * ((asize + bsize) * sizeof(ITYPE) + csize * sizeof(OTYPE))) / (1 << 20),
LIBXSMM_TYPENAME(ITYPE), LIBXSMM_TYPENAME(OTYPE));
// LAPACK/BLAS3 (warm-up BLAS Library)
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a + helper.shuffle(i) * asize, &lda, b + helper.shuffle(i) * bsize, &ldb,
&beta, c + i * csize, &ldc);
}
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
std::vector<const ITYPE*> va_array(static_cast<size_t>(s)), vb_array(static_cast<size_t>(s));
std::vector<OTYPE*> vc_array(static_cast<size_t>(s));
const ITYPE* *const a_array = &va_array[0];
const ITYPE* *const b_array = &vb_array[0];
OTYPE* *const c_array = &vc_array[0];
const libxsmm_blasint group_count = 1;
for (libxsmm_blasint i = 0; i < s; ++i) { // setup batched (A,B,C)
a_array[i] = a + helper.shuffle(i) * asize; b_array[i] = b + helper.shuffle(i) * bsize; c_array[i] = d + i * csize;
}
// additional warm-up (also to eventually match the Gold result)
LIBXSMM_TPREFIX(ITYPE,gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
#endif
switch (benchmark) {
case 0: { // batched
fprintf(stdout, "Batched (A,B,C)...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a + helper.shuffle(i) * asize, &lda, b + helper.shuffle(i) * bsize, &ldb,
&beta, c + i * csize, &ldc);
}
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * bwsize / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
} /* fallthrough */
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
case 1: { // batched indirect
fprintf(stdout, "Indirect (A,B,C)...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
LIBXSMM_TPREFIX(ITYPE,gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * bwsize / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
if (0 == benchmark) { /* Gold result is available */
libxsmm_matdiff_info diff;
memset(&diff, 0, sizeof(diff));
for (libxsmm_blasint h = 0; h < s; ++h) {
const OTYPE *const u = c + h * csize, *const v = c_array[h];
libxsmm_matdiff_info dv;
if (EXIT_SUCCESS == libxsmm_matdiff(LIBXSMM_DATATYPE(OTYPE), m, n, u, v, &ldc, &ldc, &dv)) {
libxsmm_matdiff_reduce(&diff, &dv);
}
}
if (0 < diff.normf_rel) fprintf(stdout, "\tdiff: %.0f%%\n", 100.0 * diff.normf_rel);
}
}
#endif
break;
case 2: { // streaming A and C
fprintf(stdout, "Streamed (A,C)...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a + helper.shuffle(i) * asize, &lda, b, &ldb,
&beta, c + i * csize, &ldc);
}
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - bsize * sizeof(ITYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
} /* fallthrough */
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
case 3: { // indirect A and C
fprintf(stdout, "Indirect (A,C)...\n");
for (libxsmm_blasint i = 0; i < s; ++i) { a_array[i] = a + helper.shuffle(i) * asize; b_array[i] = b; c_array[i] = d + i * csize; }
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
LIBXSMM_TPREFIX(ITYPE, gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - bsize * sizeof(ITYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
}
#endif
break;
case 4: { // streaming B and C
fprintf(stdout, "Streamed (B,C)...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a, &lda, b + helper.shuffle(i) * bsize, &ldb,
&beta, c + i * csize, &ldc);
}
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - asize * sizeof(ITYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
} /* fallthrough */
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
case 5: { // indirect B and C
fprintf(stdout, "Indirect (B,C)...\n");
for (libxsmm_blasint i = 0; i < s; ++i) { a_array[i] = a; b_array[i] = b + helper.shuffle(i) * bsize; c_array[i] = d + i * csize; }
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
LIBXSMM_TPREFIX(ITYPE, gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - asize * sizeof(ITYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
}
#endif
break;
case 6: { // streaming A and B
fprintf(stdout, "Streamed (A,B)...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
#if defined(_OPENMP) /* attempt to write to disjunct cachelines */
const libxsmm_blasint j = omp_get_thread_num() * chunksize * csize;
#else
const libxsmm_blasint j = 0;
#endif
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a + helper.shuffle(i) * asize, &lda, b + helper.shuffle(i) * bsize, &ldb,
&beta, c + j, &ldc);
}
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - 2 * csize * sizeof(OTYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
} /* fallthrough */
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
case 7: { // indirect A and B
fprintf(stdout, "Indirect (A,B)...\n");
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
a_array[i] = a + helper.shuffle(i) * asize; b_array[i] = b + helper.shuffle(i) * bsize;
#if defined(_OPENMP) /* attempt to write to disjunct cachelines */
c_array[i] = d + omp_get_thread_num() * chunksize * csize;
#else
c_array[i] = d;
#endif
}
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
LIBXSMM_TPREFIX(ITYPE, gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
fprintf(stdout, "\tbandwidth: %.1f GB/s\n", s * (bwsize - 2 * csize * sizeof(OTYPE)) / (duration * (1 << 30)));
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
}
#endif
break;
case 8: { // cached
fprintf(stdout, "Cached...\n");
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
#if defined(_OPENMP) /* attempt to write to disjunct cachelines */
const libxsmm_blasint j = omp_get_thread_num() * chunksize * csize;
#else
const libxsmm_blasint j = 0;
#endif
LIBXSMM_GEMM_SYMBOL(ITYPE)(&transa, &transb, &m, &n, &k,
&alpha, a, &lda, b, &ldb, &beta, c + j, &ldc);
}
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
} /* fallthrough */
#if (defined(__MKL) || defined(MKL_DIRECT_CALL_SEQ) || defined(MKL_DIRECT_CALL)) && (LIBXSMM_VERSION3(11, 3, 0) <= INTEL_MKL_VERSION)
case 9: { // indirect cached
fprintf(stdout, "Indirect cached...\n");
#if defined(_OPENMP)
# pragma omp parallel for schedule(static)
#endif
for (libxsmm_blasint i = 0; i < s; ++i) {
a_array[i] = a; b_array[i] = b;
#if defined(_OPENMP) /* attempt to write to disjunct cachelines */
c_array[i] = d + omp_get_thread_num() * chunksize * csize;
#else
c_array[i] = d;
#endif
}
const unsigned long long start = libxsmm_timer_tick();
for (libxsmm_blasint r = 0; r < nrepeat; ++r) {
LIBXSMM_TPREFIX(ITYPE, gemm_batch)(&transa, &transb, &m, &n, &k,
&alpha, &a_array[0], &lda, &b_array[0], &ldb,
&beta, &c_array[0], &ldc, &group_count, &s);
}
const unsigned long long ncycles = libxsmm_timer_diff(start, libxsmm_timer_tick());
const double duration = libxsmm_timer_duration(0, ncycles) / nrepeat;
if (0 < duration && 0 != ncycles) {
fprintf(stdout, "\tpseudo-perf.: %.1f %s/cycle\n", (2 * k - 1) * (double)(s * m * n) / ncycles, ops);
fprintf(stdout, "\tperformance: %.1f G%s/s\n", gflops / duration, ops);
}
fprintf(stdout, "\tduration: %.0f ms\n", 1000.0 * duration);
}
#endif
break;
default: throw "invalid case selected!";
} /*switch*/
if (0 != check) {
libxsmm_matdiff_info diff;
if (EXIT_SUCCESS == libxsmm_matdiff(LIBXSMM_DATATYPE(OTYPE), m, n, 0 == (benchmark & 1) ? c : d, NULL, &ldc, &ldc, &diff)) {
fprintf(stdout, "\tcheck: %f\n", diff.l1_ref);
}
}
// finalize LIBXSMM
libxsmm_finalize();
fprintf(stdout, "Finished\n");
}
}
catch(const std::exception& e) {
fprintf(stderr, "Error: %s\n", e.what());
result = EXIT_FAILURE;
}
catch(const char* message) {
fprintf(stderr, "Error: %s\n", message);
result = EXIT_FAILURE;
}
catch(...) {
fprintf(stderr, "Error: unknown exception caught!\n");
result = EXIT_FAILURE;
}
return result;
}
int main(int argc, char* argv[])
{
const int insize = (1 < argc ? atoi(argv[1]) : 0);
const int incrmt = (2 < argc ? atoi(argv[2]) : 0);
const int nelems = (3 < argc ? atoi(argv[3]) : 0);
const int niters = (4 < argc ? atoi(argv[4]) : 1);
const int elsize = (0 >= insize ? LIBXSMM_DESCRIPTOR_SIGSIZE : insize);
const int stride = (0 >= incrmt ? LIBXSMM_MAX(LIBXSMM_DESCRIPTOR_MAXSIZE, elsize) : LIBXSMM_MAX(incrmt, elsize));
const size_t n = (0 >= nelems ? (((size_t)2 << 30/*2 GB*/) / stride) : ((size_t)nelems));
unsigned char *input, *icopy = NULL, *ilast = NULL;
int result = EXIT_SUCCESS;
size_t nbytes, size, nrpt;
if (0 < niters) {
size = n;
nrpt = niters;
}
else {
size = LIBXSMM_MAX(LIBXSMM_ABS(niters), 1);
nrpt = n;
}
nbytes = size * stride;
input = (unsigned char*)(0 != nbytes ? malloc(nbytes) : NULL);
if (NULL != input) {
unsigned char *const ref = input + (size - 1) * stride; /* last item */
libxsmm_timer_tickint start;
size_t i, j = 0;
/* initialize the input data */
for (i = 0; i < nbytes; ++i) input[i] = LIBXSMM_MOD2(i, 128);
for (i = 0; i < (size_t)elsize; ++i) ref[i] = 255;
{ /* benchmark libxsmm_diff_n */
#if defined(USE_HASH)
const unsigned int hashref = libxsmm_hash(ref, elsize, 0/*seed*/);
#endif
start = libxsmm_timer_tick();
for (i = 0; i < nrpt; ++i) {
#if !defined(USE_HASH)
j = libxsmm_diff_n(ref, input, (unsigned char)elsize, (unsigned char)stride,
(unsigned int)LIBXSMM_MIN(i, size)/*hint*/, (unsigned int)size);
#else
const unsigned char* tst = input;
for (j = 0; j < size; ++j) {
const unsigned int hashtst = libxsmm_hash(tst, elsize, 0/*seed*/);
if (hashref == hashtst && 0 == libxsmm_diff(ref, tst, (unsigned char)elsize)) {
break;
}
tst += stride;
}
#endif
}
printf("libxsmm_diff_n:\t\t%.8f s\n", libxsmm_timer_duration(start, libxsmm_timer_tick()));
}
if (size == (j + 1) && 0 == memcmp(ref, input + j * stride, elsize)) { /* benchmark libxsmm_memcmp */
icopy = (unsigned char*)(elsize == stride ? malloc(nbytes) : NULL);
if (NULL != icopy) {
ilast = icopy + (size - 1) * stride; /* last item */
memcpy(icopy, input, nbytes);
start = libxsmm_timer_tick();
for (i = 0; i < nrpt; ++i) {
j += libxsmm_memcmp(input, icopy, nbytes); /* take result of every execution */
/* memcmp may be pure and without touching input it is not repeated (nrpt) */
ilast[i%elsize] = 255;
}
printf("libxsmm_memcmp:\t\t%.8f s\n", libxsmm_timer_duration(start, libxsmm_timer_tick()));
result += (int)j * ((int)stride / ((int)stride + 1)); /* ignore result */
}
}
else {
result = EXIT_FAILURE;
}
if (NULL != icopy) { /* benchmark stdlib's memcmp */
LIBXSMM_ASSERT(NULL != ilast);
start = libxsmm_timer_tick();
for (i = 0; i < nrpt; ++i) {
j += memcmp(input, icopy, nbytes); /* take result of every execution */
/* memcmp is likely pure and without touching input it is not repeated (nrpt) */
ilast[i%elsize] = 255;
}
printf("stdlib memcmp:\t\t%.8f s\n", libxsmm_timer_duration(start, libxsmm_timer_tick()));
result += (int)j * ((int)stride / ((int)stride + 1)); /* ignore result */
free(icopy);
}
free(input);
}
else {
result = EXIT_FAILURE;
}
return result;
}
LIBXSMM_API int libxsmm_matcopy_thread(void* out, const void* in, unsigned int typesize,
libxsmm_blasint m, libxsmm_blasint n, libxsmm_blasint ldi, libxsmm_blasint ldo,
const int* prefetch, int tid, int nthreads)
{
int result = EXIT_SUCCESS;
static int error_once = 0;
assert(typesize <= 255);
if (0 != out && out != in && 0 < typesize && 0 < m && 0 < n && m <= ldi && m <= ldo &&
/* use (signed) integer types, but check sanity of input */
0 <= tid && tid < nthreads)
{
const unsigned int uldi = (unsigned int)ldi, uldo = (unsigned int)ldo;
unsigned int tm = (unsigned int)m, tn = (unsigned int)n;
const int iprefetch = (0 == prefetch ? 0 : *prefetch);
libxsmm_xmcopyfunction xmatcopy = 0;
LIBXSMM_INIT /* before leading tile sizes */
if (1 < nthreads) {
libxsmm_blasint m0 = 0, n0 = 0, m1 = m, n1 = n;
const unsigned int size = tm * tn, size2 = LIBXSMM_SQRT2(size);
const unsigned int indx = LIBXSMM_MIN(size2 >> 10, 7);
const unsigned int tidx = (4 < typesize ? 0 : 1);
int mtasks;
tm = LIBXSMM_MIN(tm, libxsmm_trans_tile[tidx][0/*M*/][indx]);
tn = LIBXSMM_MIN(tn, libxsmm_trans_tile[tidx][1/*N*/][indx]);
mtasks = ((1 < nthreads) ? ((int)((m + tm - 1) / tm)) : 1);
if (1 < mtasks && nthreads <= mtasks) { /* only parallelized over M */
const int mc = (mtasks + nthreads - 1) / nthreads * tm;
m0 = tid * mc; m1 = LIBXSMM_MIN(m0 + mc, m);
}
else if (1 < nthreads) {
const int ntasks = nthreads / mtasks, mtid = tid / ntasks, ntid = tid - mtid * ntasks;
const libxsmm_blasint nc = (((n + ntasks - 1) / ntasks + tn - 1) / tn) * tn;
const libxsmm_blasint mc = tm;
m0 = mtid * mc; m1 = LIBXSMM_MIN(m0 + mc, m);
n0 = ntid * nc; n1 = LIBXSMM_MIN(n0 + nc, n);
}
if (0 != (1 & libxsmm_trans_jit) /* libxsmm_trans_jit: JIT'ted matrix-copy permitted? */
&& (1 == typesize || 2 == typesize || 4 == typesize) /* TODO: support multiples */
/* avoid code-dispatch if task does not need the kernel for inner tiles */
&& tm + m0 <= (unsigned int)(m1 - m0) && tn <= (unsigned int)(n1 - n0)
/* TODO: investigate issue with Byte-element copy/MT on pre-AVX512 */
&& (1 < typesize || LIBXSMM_X86_AVX2 < libxsmm_target_archid))
{
libxsmm_descriptor_blob blob;
const libxsmm_mcopy_descriptor *const desc = libxsmm_mcopy_descriptor_init(&blob,
typesize, tm, tn, uldo, uldi, 0 != in ? 0 : LIBXSMM_MATCOPY_FLAG_ZERO_SOURCE,
iprefetch, NULL/*default unroll*/);
xmatcopy = libxsmm_dispatch_mcopy(desc);
}
if (0 != prefetch && 0 != *prefetch) { /* prefetch */
LIBXSMM_XCOPY(
LIBXSMM_NOOP, LIBXSMM_NOOP_ARGS, LIBXSMM_NOOP_ARGS, LIBXSMM_NOOP,
LIBXSMM_MCOPY_KERNEL, LIBXSMM_MCOPY_CALL, xmatcopy, out, in,
typesize, uldi, uldo, tm, tn, m0, m1, n0, n1);
}
else { /* no prefetch */
LIBXSMM_XCOPY(
LIBXSMM_NOOP, LIBXSMM_NOOP_ARGS, LIBXSMM_NOOP_ARGS, LIBXSMM_NOOP,
LIBXSMM_MCOPY_KERNEL, LIBXSMM_MCOPY_CALL_NOPF, xmatcopy, out, in,
typesize, uldi, uldo, tm, tn, m0, m1, n0, n1);
}
}
else {
/* transpose, copy and reduce work-related variables */ const int reduce_work = BLOCKSOFM*BLOCKSIFM*handle->desc.R*handle->desc.S*handle->ifmblock; const int reduce_chunksize = (reduce_work % handle->desc.threads == 0) ? (reduce_work / handle->desc.threads) : (reduce_work / handle->desc.threads) + 1; const int reduce_thr_begin = (ltid * reduce_chunksize < reduce_work) ? (ltid * reduce_chunksize) : reduce_work; const int reduce_thr_end = ((ltid + 1) * reduce_chunksize < reduce_work) ? ((ltid + 1) * reduce_chunksize) : reduce_work; const int copywork = handle->desc.N*BLOCKSIFM; const int copychunksize = (copywork % handle->desc.threads == 0) ? (copywork / handle->desc.threads) : (copywork / handle->desc.threads) + 1; const int copy_thr_begin = (ltid * copychunksize < copywork) ? (ltid * copychunksize) : copywork; const int copy_thr_end = ((ltid + 1) * copychunksize < copywork) ? ((ltid + 1) * copychunksize) : copywork; /* Pointer related variables for output and weight */ element_output_type *const out = ((element_output_type*)handle->grad_output->data) + (handle->desc.pad_h_out * handle->ofwp + handle->desc.pad_w_out) * handle->ofmblock; LIBXSMM_VLA_DECL(5, element_output_type, output, out, BLOCKSOFM, handle->ofhp, handle->ofwp, handle->ofmblock); element_filter_type* weight_ptr = (element_filter_type*)handle->grad_filter->data; element_filter_type* per_thread_weight_ptr = ((element_filter_type*)handle->scratch4) + (ltid*LIBXSMM_MIN(handle->block_upd_ofm,BLOCKSOFM)*LIBXSMM_MIN(handle->block_upd_ifm,BLOCKSIFM)*handle->desc.R*handle->desc.S*handle->ifmblock*handle->ofmblock); LIBXSMM_VLA_DECL(2, element_filter_type, per_thread_weight, per_thread_weight_ptr, handle->ofmblock); element_filter_type* reduction_weight_ptr = ((element_filter_type*)handle->scratch4) + (handle->desc.threads*LIBXSMM_MIN(handle->block_upd_ofm,BLOCKSOFM)*LIBXSMM_MIN(handle->block_upd_ifm,BLOCKSIFM)*handle->desc.R*handle->desc.S*handle->ifmblock*handle->ofmblock); LIBXSMM_VLA_DECL(3, element_filter_type, reduction_weight, reduction_weight_ptr, handle->desc.threads, handle->ofmblock); /* Pointer related variables for input */ element_input_type *LIBXSMM_RESTRICT input_ptr; element_input_type *LIBXSMM_RESTRICT copy_ptr; element_input_type *prefetch_ptr; int padded_h = (handle->padding_flag == 1) ? handle->ifhp + 2 * handle->desc.pad_h : handle->ifhp; int padded_w = (handle->padding_flag == 1) ? handle->ifwp + 2 * handle->desc.pad_w : handle->ifwp; int ifwp_extended = (handle->resize_input == 1 ? (handle->ifwp_resized + handle->qfma_input_pad) : (padded_w + handle->qfma_input_pad)); int dst_ifhp = (handle->resize_input == 1 ? handle->ifhp_resized : handle->ifhp); LIBXSMM_VLA_DECL(5, const element_input_type, input_nopad, (element_input_type*)handle->reg_input->data, BLOCKSIFM, handle->ifhp, handle->ifwp, handle->ifmblock); LIBXSMM_VLA_DECL(5, element_input_type, tr_input_padded, (element_input_type*)handle->scratch5, BLOCKSIFM, padded_h, handle->ifmblock, ifwp_extended);
LIBXSMM_INLINE LIBXSMM_RETARGETABLE libxsmm_blasint randstart(libxsmm_blasint start, libxsmm_blasint value)
{
const libxsmm_blasint s = (start < value ? start : 0), r = LIBXSMM_MIN(s + (rand() % (value - s)) + 1, value);
assert(0 < r && s <= r && r <= value);
return r;
}
int main(int argc, char* argv[])
{
unsigned int m=8, n=8, k=8, lda=8, ldb=8, ldc=8, nerrs, num, nmat;
unsigned int layout, asize, bsize, ntest, ncorr;
#ifdef AVX512_TESTING
unsigned int VLEND=8, VLENS=16;
int arch=LIBXSMM_X86_AVX512_CORE;
#else
unsigned int VLEND=4, VLENS=8;
int arch=LIBXSMM_X86_AVX2;
#endif
unsigned int nmats, nmatd;
unsigned int i, j, l, iunroll, junroll, loopi, loopj;
char side='L', uplo='U', transa='N', transb='N', diag='N';
unsigned int typesize8 = 8;
unsigned int typesize4 = 4;
float *sa, *sb, *sc, *sd, *sc1;
double *da, *db, *dc, *dd, *dc1;
double dalpha = 1.0;
float salpha = (float)dalpha;
double dbeta = 1.0;
float sbeta = (float)dbeta;
double dtmp;
const unsigned char *cptr = NULL;
unsigned long op_count;
const libxsmm_pgemm_descriptor* desc8 = NULL;
const libxsmm_pgemm_descriptor* desc4 = NULL;
#ifdef USE_XSMM_GENERATED
libxsmm_descriptor_blob blob;
libxsmm_pgemm_xfunction mykernel = NULL;
#endif
#if defined(USE_KERNEL_GENERATION_DIRECTLY) && defined(__linux__)
void (*opcode_routine)();
unsigned char *routine_output;
libxsmm_generated_code io_generated_code;
int pagesize = sysconf(_SC_PAGE_SIZE);
if (pagesize == -1) fprintf(stderr,"sysconf pagesize\n");
routine_output = (unsigned char *) mmap(NULL,
BUFSIZE2, PROT_READ|PROT_WRITE,
MAP_PRIVATE|MAP_ANONYMOUS, 0,0);
if (mprotect(routine_output, BUFSIZE2,
PROT_EXEC | PROT_READ | PROT_WRITE ) == -1)
fprintf(stderr,"mprotect\n");
printf("Routine ready\n");
io_generated_code.generated_code = &routine_output[0];
io_generated_code.buffer_size = BUFSIZE2;
io_generated_code.code_size = 0;
io_generated_code.code_type = 2;
io_generated_code.last_error = 0;
#endif
printf("\nUSAGE: %s m n k lda ldb ldc nmat layout ntest transa transb iunroll junroll loopj loopi\n",argv[0]);
if ( argc <= 3 )
{
#ifdef TEST_SINGLE
printf("Compact SGEMM a C_mxn<-C_mxn+A_mxk*B_kxn matrix of leading dims lda/b/c\n");
printf("This will test the jit of 1 VLEN=%d ",VLENS);
if ( VLENS==8 ) printf("(AVX2)");
else printf("(AVX512)");
#else
printf("Compact DGEMM a C_mxn<-C_mxn+A_mxk*B_kxn matrix of leading dims lda/b/c\n");
printf("This will test the jit of 1 VLEN=%d ",VLEND);
if ( VLEND==4 ) printf("(AVX2)");
else printf("(AVX512)");
#endif
printf(" work of nmat at a time\n");
printf("Configurable: M-loop controlled by iunroll & loopi. N-loop by junroll & loopj\n");
printf("Defaults: m=n=k=lda=ldb=ldc=nmat=8, layout=102 (col major), transa=/b='N', ntest=1\n");
}
if ( argc > 1 ) m = atoi(argv[1]); else m = 8;
if ( argc > 2 ) n = atoi(argv[2]); else n = 8;
if ( argc > 3 ) k = atoi(argv[3]); else k = 8;
if ( argc > 4 ) lda= atoi(argv[4]); else lda = 8;
if ( argc > 5 ) ldb= atoi(argv[5]); else ldb = 8;
if ( argc > 6 ) ldc= atoi(argv[6]); else ldc = 8;
if ( argc > 7 ) nmat = atoi(argv[7]); else nmat = 8;
if ( argc > 8 ) layout = atoi(argv[8]); else layout=102;
if ( argc > 9 ) ntest = atoi(argv[9]); else ntest = 1;
if ( argc > 10 ) transa = argv[10][0]; else transa = 'N';
if ( argc > 11 ) transb = argv[11][0]; else transb = 'N';
if ( argc > 12 ) iunroll=atoi(argv[12]); else iunroll=0;
if ( argc > 13 ) junroll=atoi(argv[13]); else junroll=0;
if ( argc > 14 ) loopj=atoi(argv[14]); else loopj=0;
if ( argc > 15 ) loopi=atoi(argv[15]); else loopi=0;
salpha = (float)dalpha;
m = LIBXSMM_MAX(m,1);
n = LIBXSMM_MAX(n,1);
k = LIBXSMM_MAX(k,1);
ntest = LIBXSMM_MAX(ntest,1);
nmat = LIBXSMM_MAX(nmat,VLEND);
layout = LIBXSMM_MAX(LIBXSMM_MIN(layout,102),101);
if ( transa!='N' && transa!='n' && transa!='T' && transa!='t' ) transa='N';
if ( transb!='N' && transb!='n' && transb!='T' && transb!='t' ) transb='N';
lda = LIBXSMM_MAX(lda,m);
ldb = LIBXSMM_MAX(ldb,k);
ldc = LIBXSMM_MAX(ldc,m);
nmats = LIBXSMM_MAX(VLENS,nmat - (nmat%VLENS));
nmatd = LIBXSMM_MAX(VLEND,nmat - (nmat%VLEND));
#ifdef TEST_SINGLE
nmat = nmats;
#else
nmat = nmatd;
#endif
op_count = (unsigned long)(nmat * 2.0 * (double)m * (double)n * (double)k);
#ifdef TEST_SINGLE
printf("This is a real*%d tester for JIT compact SGEMM %c%c kernels! (m=%u n=%u k=%u lda=%u ldb=%u ldc=%u layout=%d nmat=%d alpha=%g beta=%g iun=%d jun=%d loopi=%d loopj=%d VLEN=%d)\n",typesize4,transa,transb,m,n,k,lda,ldb,ldc,layout,nmat,dalpha,dbeta,iunroll,junroll,loopi,loopj,VLENS);
#else
printf("This is a real*%d tester for JIT compact DGEMM %c%c kernels! (m=%u n=%u k=%u lda=%u ldb=%u ldc=%u layout=%d nmat=%d alpha=%g beta=%g iun=%d jun=%d loopi=%d loopj=%d VLEN=%d)\n",typesize8,transa,transb,m,n,k,lda,ldb,ldc,layout,nmat,dalpha,dbeta,iunroll,junroll,loopi,loopj,VLEND);
#endif
#ifdef USE_XSMM_GENERATED
printf("This code tests the LIBXSMM generated kernels\n");
#endif
#ifdef USE_PREDEFINED_ASSEMBLY
printf("This code tests some predefined assembly kernel\n");
#endif
#if defined(USE_KERNEL_GENERATION_DIRECTLY) && defined(__linux__)
printf("This code tests kernel generation directly\n");
#endif
#ifdef TIME_MKL
printf("This code tests MKL compact batch directly\n");
#endif
#ifdef AVX512_TESTING
printf("This tests AVX512 binaries\n");
#endif
#ifdef AVX2_TESTING
printf("This tests AVX2 binaries\n");
#endif
desc8 = libxsmm_pgemm_descriptor_init(&blob, typesize8, m, n, k, lda, ldb, ldc, &dalpha, transa, transb, layout );
#ifdef TEST_SINGLE
desc4 = libxsmm_pgemm_descriptor_init(&blob, typesize4, m, n, k, lda, ldb, ldc, &dalpha, transa, transb, layout );
#endif
printf("Descriptor set\n");
#ifdef USE_XSMM_GENERATED
printf("calling libxsmm_dispatch_pgemm: typesize8=%u\n",typesize8);
mykernel = libxsmm_dispatch_pgemm(desc8);
printf("done calling libxsmm_dispatch_pgemm: typesize8=%u\n",typesize8);
if ( mykernel == NULL ) printf("R8 Kernel after the create call is null\n");
#ifdef TEST_SINGLE
mykernel = libxsmm_dispatch_pgemm(desc4);
if ( mykernel == NULL ) printf("R4 kernel after the create call is null\n");
#endif
#endif
#if defined(USE_KERNEL_GENERATION_DIRECTLY) && defined(__linux__)
libxsmm_generator_pgemm_kernel( &io_generated_code, desc8, arch, iunroll, junroll, loopi, loopj );
#endif
#ifndef NO_ACCURACY_CHECK
printf("mallocing matrices\n");
#endif
sa = (float *) malloc ( lda*k*nmat*sizeof(float) );
da = (double *) malloc ( lda*k*nmat*sizeof(double) );
sb = (float *) malloc ( ldb*n*nmat*sizeof(float) );
db = (double *) malloc ( ldb*n*nmat*sizeof(double) );
sc1 = (float *) malloc ( ldc*n*nmat*sizeof(float) );
dc1 = (double *) malloc ( ldc*n*nmat*sizeof(double) );
sc = (float *) malloc ( ldc*n*nmat*sizeof(float) );
dc = (double *) malloc ( ldc*n*nmat*sizeof(double) );
sd = (float *) malloc ( ldc*n*nmat*sizeof(float) );
dd = (double *) malloc ( ldc*n*nmat*sizeof(double) );
#ifndef NO_ACCURACY_CHECK
printf("filling matrices\n");
#endif
sfill_matrix ( sa, lda, m, k*nmat );
sfill_matrix ( sb, ldb, k, n*nmat );
sfill_matrix ( sc, ldc, m, n*nmat );
dfill_matrix ( da, lda, m, k*nmat );
dfill_matrix ( db, ldb, k, n*nmat );
dfill_matrix ( dc, ldc, m, n*nmat );
#ifndef NO_ACCURACY_CHECK
for ( i = 0 ; i < ldc*n*nmat ; i++ ) sd[i]=sc[i];
for ( i = 0 ; i < ldc*n*nmat ; i++ ) dd[i]=dc[i];
for ( i = 0 ; i < ldc*n*nmat ; i++ ) sc1[i]=sc[i];
for ( i = 0 ; i < ldc*n*nmat ; i++ ) dc1[i]=dc[i];
printf("Pointing at the kernel now\n");
#endif
#ifdef USE_XSMM_GENERATED
cptr = (const unsigned char*) mykernel;
#endif
#ifdef USE_PREDEFINED_ASSEMBLY
cptr = (const unsigned char*) gemm_;
#endif
#if defined(USE_KERNEL_GENERATION_DIRECTLY) && defined(__linux__)
cptr = (const unsigned char*) &routine_output[0];
opcode_routine = (void *) &cptr[0];
#endif
#ifndef TIME_MKL
# define DUMP_ASSEMBLY_FILE
#endif
#ifdef DUMP_ASSEMBLY_FILE
printf("Dumping assembly file\n");
FILE *fp = fopen("foo.s","w");
char buffer[80];
fputs("\t.text\n",fp);
fputs("\t.align 256\n",fp);
fputs("\t.globl gemm_\n",fp);
fputs("gemm_:\n",fp);
for (i = 0 ; i < 7000; i+=4 )
{
sprintf(buffer,".byte 0x%02x, 0x%02x, 0x%02x, 0x%02x\n",cptr[i],cptr[i+1],cptr[i+2],cptr[i+3]);
fputs(buffer,fp);
}
fputs("\tretq\n",fp);
fputs("\t.type gemm_,@function\n",fp);
fputs("\t.size gemm_,.-gemm_\n",fp);
fclose(fp);
#endif
#if defined(USE_MKL_FOR_REFERENCE) || defined(TIME_MKL)
# include <mkl.h>
MKL_LAYOUT CLAYOUT = (layout == 101) ? MKL_ROW_MAJOR : MKL_COL_MAJOR;
MKL_SIDE SIDE = (side == 'R' || side == 'r') ? MKL_RIGHT : MKL_LEFT;
MKL_UPLO UPLO = (uplo == 'U' || uplo == 'u') ? MKL_UPPER : MKL_LOWER;
MKL_TRANSPOSE TRANSA = (transa == 'N' || transa == 'n') ? MKL_NOTRANS : MKL_TRANS;
MKL_TRANSPOSE TRANSB = (transb == 'N' || transb == 'n') ? MKL_NOTRANS : MKL_TRANS;
MKL_DIAG DIAG = (diag == 'N' || diag == 'n') ? MKL_NONUNIT : MKL_UNIT;
MKL_COMPACT_PACK CMP_FORMAT = mkl_get_format_compact();
#if 0
MKL_COMPACT_PACK CMP_FORMAT = MKL_COMPACT_AVX;
#endif
#endif
#ifndef NO_ACCURACY_CHECK
printf("Before routine, initial A(1,1)=%g A[256]=%g\n",da[0],da[256]);
#endif
#ifdef USE_PREDEFINED_ASSEMBLY
double one = 1.0;
#endif
double timer, firsttime = 0;
#ifdef MKL_TIMER
double tmptimer;
tmptimer = dsecnd_();
#else
unsigned long long l_start, l_end;
#endif
timer = 0.0;
for ( j = 0 ; j < (int)ntest ; j++ )
{
for ( i = 0 ; i < ldc*n*nmat ; i++ ) dc[i]=dc1[i];
for ( i = 0 , num = 0; i < (int)nmat ; i+= (int)VLEND, num++ )
{
double *Ap = &da[num*lda*k*VLEND];
double *Bp = &db[num*ldb*n*VLEND];
double *Cp = &dc[num*ldc*n*VLEND];
#ifdef MKL_TIMER
tmptimer = dsecnd_();
#else
l_start = libxsmm_timer_tick();
#endif
#if !defined(USE_XSMM_GENERATED) && !defined(USE_PREDEFINED_ASSEMBLY) && !defined(USE_KERNEL_GENERATION_DIRECTLY) && !defined(TIME_MKL) && !defined(USE_PREDEFINED_ASSEMBLY_XCT)
gen_compact_dgemm_ ( &layout, &m, &n, &k, &dalpha, Ap, &lda, Bp, &ldb, &dbeta, Cp, &ldc, &VLEND );
#endif
#ifdef USE_XSMM_GENERATED
mykernel ( Ap, Bp, Cp );
#endif
#ifdef USE_PREDEFINED_ASSEMBLY
gemm_ ( Ap, Bp, Cp );
#endif
#ifdef USE_KERNEL_GENERATION_DIRECTLY
(*opcode_routine)( Ap, Bp, Cp );
#endif
#ifdef TIME_MKL
mkl_dgemm_compact ( CLAYOUT, TRANSA, TRANSB, m, n, k, dalpha, da, lda, db, ldb, dbeta, dc, ldc, CMP_FORMAT, nmat );
i+=nmatd; /* Because MKL will do everything */
#endif
#ifdef MKL_TIMER
dtmp = dsecnd_() - tmptimer;
#else
l_end = libxsmm_timer_tick();
dtmp = libxsmm_timer_duration(l_start,l_end);
#endif
if ( j == 0 ) firsttime=dtmp;
timer += dtmp;
}
}
if ( ntest >= 100 ) {
/* Skip the first timing: super necessary if using MKL */
timer = (timer-firsttime)/((double)(ntest-1));
} else {
timer /= ((double)ntest);
}
#ifndef NO_ACCURACY_CHECK
printf("Average time to get through %u matrices: %g\n",nmat,timer);
printf("Gflops: %g\n",(double)op_count/(timer*1.0e9));
printf("after routine, new C(1,1)=%g C[256]=%g\n",dc[0],dc[256]);
#endif
#ifdef TEST_SINGLE
printf("Before r4 routine, initial C(1,1)=%g C[256]=%g\n",sc[0],sc[256]);
for ( i = 0 , num = 0; i < nmats ; i+= VLENS, num++ )
{
float *Ap = &sa[num*lda*k*VLENS];
float *Bp = &sb[num*ldb*n*VLENS];
float *Cp = &sc[num*ldc*n*VLENS];
#ifdef USE_XSMM_GENERATED
mykernel ( Ap, Bp, Cp );
#endif
}
printf("after r4 routine, new C(1,1)=%g C]256]=%g\n",dc[0],dc[256]);
#endif
#ifndef NO_ACCURACY_CHECK
/* Call some reference code now on a copy of the B matrix (C) */
double timer2 = 0.0;
for ( j = 0 ; j < (int)ntest ; j++ )
{
for ( i = 0 ; i < ldc*n*nmat ; i++ ) dd[i]=dc1[i];
#ifdef MKL_TIMER
tmptimer = dsecnd_();
#else
l_start = libxsmm_timer_tick();
#endif
#ifndef USE_MKL_FOR_REFERENCE
compact_dgemm_ ( &layout, &transa, &transb, &m, &n, &k, &dalpha, da, &lda, db, &ldb, &dbeta, dd, &ldc, &nmat, &VLEND );
#else
mkl_dgemm_compact ( CLAYOUT, TRANSA, TRANSB, m, n, k, dalpha, da, lda, db, ldb, dbeta, dd, ldc, CMP_FORMAT, nmat );
#endif
#ifdef MKL_TIMER
timer2 += dsecnd_() - tmptimer;
#else
l_end = libxsmm_timer_tick();
timer2 += libxsmm_timer_duration(l_start,l_end);
#endif
}
timer2 /= ((double)ntest);
printf("Reference time=%g Reference Gflops=%g\n",timer2,op_count/(timer2*1.0e9));
/* Compute the residual between B and C */
dtmp = residual_d ( dc, ldc, m, n*nmat, dd, ldc, &nerrs, &ncorr );
printf("R8 mnk=%u %u %u ldabc=%u %u %u error: %g number of errors: %u corrects: %u",m,n,k,lda,ldb,ldc,dtmp,nerrs,ncorr);
if ( nerrs > 0 ) printf(" ->FAILED at %ux%u real*8 %u case",m,n,layout);
printf("\n");
#ifdef TEST_SINGLE
/* Call some reference code now on a copy of the B matrix (C) */
compact_dgemm_ ( &layout, &transa, &transb, &m, &n, &k, &salpha, sa, &lda, sb, &ldb, &sbeta, sd, &ldc, &nmat, &VLENS );
/* Compute the residual between C and D */
dtmp = residual_s ( sc, ldc, m, n*nmat, sd, ldc, &nerrs, &ncorr );
printf("R4 mnk=%u %u %u ldabc=%u %u %u error: %g number of errors: %u corrects: %u",m,n,k,lda,ldb,ldc,dtmp,nerrs,ncorr);
if ( nerrs > 0 ) printf(" ->FAILED at %ux%u real*4 case",m,n);
printf("\n");
#endif
#else
for ( j = 0, nerrs = 0 ; j < lda*n*nmat; j++ )
{
if ( isnan(dc[j]) || isinf(dc[j]) )
{
if ( ++nerrs < 10 )
{
printf("WARNING: dc[%d]=%g\n",j,dc[j]);
}
}
}
printf("%g,real*8 m/n/k=%u %u %u lda-c=%u %u %u Denormals=%u Time=%g Gflops=%g",op_count/(timer*1.0e9),m,n,k,lda,ldb,ldc,nerrs,timer,op_count/(timer*1.0e9));
if ( nerrs > 0 ) printf(" -> FAILED at %ux%u real*8 case",m,n);
printf("\n");
#endif
free(dd);
free(sd);
free(dc);
free(sc);
free(dc1);
free(sc1);
free(db);
free(sb);
free(da);
free(sa);
return 0;
}