libxsmm_dnn_err_t libxsmm_dnn_fullyconnected_st_fwd_ncnc_kcck_f32_f32(libxsmm_dnn_fullyconnected* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_SUCCESS;
#if defined(LIBXSMM_INTRINSICS_AVX512) /*__AVX512F__*/
typedef float element_input_type;
typedef float element_output_type;
typedef float element_filter_type;
element_input_type alpha = (element_input_type)1;
element_input_type beta = (element_input_type)0;
libxsmm_blasint lda = (libxsmm_blasint)handle->bk;
libxsmm_blasint ldb = (libxsmm_blasint)handle->bc;
libxsmm_blasint ldc = (libxsmm_blasint)handle->bk;
if ( handle->desc.fuse_ops == LIBXSMM_DNN_FULLYCONNECTED_FUSE_NONE ) {
libxsmm_smmfunction_reducebatch batchreduce_kernel = libxsmm_smmdispatch_reducebatch(handle->bk, handle->bn, handle->bc, &lda, &ldb, &ldc, &alpha, &beta, NULL, NULL);
# include "template/libxsmm_dnn_fullyconnected_st_fwd_ncnc_kcck_generic.tpl.c"
} else {
status = LIBXSMM_DNN_ERR_FUSEBN_UNSUPPORTED_FUSION;
}
#else /* should not happen */
LIBXSMM_UNUSED(handle); LIBXSMM_UNUSED(start_thread); LIBXSMM_UNUSED(tid);
status = LIBXSMM_DNN_ERR_UNSUPPORTED_ARCH;
#endif
return status;
}
libxsmm_dnn_err_t libxsmm_dnn_fullyconnected_st_fwd_custom_bf16_f32(libxsmm_dnn_fullyconnected* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_SUCCESS;
#if defined(LIBXSMM_INTRINSICS_AVX512) /*__AVX512F__*/
typedef libxsmm_bfloat16 element_input_type;
typedef float element_output_type;
typedef libxsmm_bfloat16 element_filter_type;
typedef libxsmm_smmfunction gemm_function;
libxsmm_blasint lda = (libxsmm_blasint)handle->ofmblock;
libxsmm_blasint ldb = (libxsmm_blasint)handle->desc.C;
libxsmm_blasint ldc = (libxsmm_blasint)handle->desc.K;
float alpha = (element_input_type)1;
float beta = (element_input_type)0;
if ( handle->desc.fuse_ops == LIBXSMM_DNN_FULLYCONNECTED_FUSE_NONE ) {
gemm_function gemm_kernel = libxsmm_smmdispatch(handle->ofmblock, handle->desc.N, handle->desc.C, &lda, &ldb, &ldc, &alpha, &beta, NULL, NULL);
# define LIBXSMM_DNN_FULLYCONNECTED_FWD_BF16_F32
# include "template/libxsmm_dnn_fullyconnected_st_fwd_custom_generic.tpl.c"
# undef LIBXSMM_DNN_FULLYCONNECTED_FWD_BF16_F32
} else {
status = LIBXSMM_DNN_ERR_FUSEBN_UNSUPPORTED_FUSION;
}
#else /* should not happen */
LIBXSMM_UNUSED(handle); LIBXSMM_UNUSED(start_thread); LIBXSMM_UNUSED(tid);
status = LIBXSMM_DNN_ERR_UNSUPPORTED_ARCH;
#endif
return status;
}
libxsmm_dnn_err_t libxsmm_dnn_pooling_st_bwd_custom_bf16_bf16(libxsmm_dnn_pooling* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_SUCCESS;
#if defined(LIBXSMM_INTRINSICS_AVX512) /*__AVX512F__*/
typedef libxsmm_bfloat16 element_input_type;
typedef libxsmm_bfloat16 element_output_type;
# define LIBXSMM_DNN_POOLING_BWD_BF16
if ( handle->desc.pooling_type == LIBXSMM_DNN_POOLING_MAX ) {
# define LIBXSMM_DNN_POOLING_BWD_MAX
typedef int element_mask_type;
# include "template/libxsmm_dnn_pooling_st_bwd_custom_f32_bf16_c16_avx512.tpl.c"
# undef LIBXSMM_DNN_POOLING_BWD_MAX
} else if ( handle->desc.pooling_type == LIBXSMM_DNN_POOLING_AVG ) {
# define LIBXSMM_DNN_POOLING_BWD_AVG
# include "template/libxsmm_dnn_pooling_st_bwd_custom_f32_bf16_c16_avx512.tpl.c"
# undef LIBXSMM_DNN_POOLING_BWD_AVG
} else {
status = LIBXSMM_DNN_ERR_UNSUPPORTED_POOLING;
}
# undef LIBXSMM_DNN_POOLING_BWD_BF16
#else /* should not happen */
LIBXSMM_UNUSED(handle); LIBXSMM_UNUSED(start_thread); LIBXSMM_UNUSED(tid);
status = LIBXSMM_DNN_ERR_UNSUPPORTED_ARCH;
#endif
return status;
}
LIBXSMM_API_INTERN libxsmm_dnn_err_t libxsmm_dnn_fullyconnected_st_fwd_nhwc(libxsmm_dnn_fullyconnected* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_ERR_NOT_IMPLEMENTED;
LIBXSMM_UNUSED( handle );
LIBXSMM_UNUSED( start_thread );
LIBXSMM_UNUSED( tid );
return status;
}
LIBXSMM_API_INTERN libxsmm_dnn_err_t libxsmm_dnn_pooling_st_bwd_nhwc(libxsmm_dnn_pooling* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_ERR_NOT_IMPLEMENTED;
LIBXSMM_UNUSED( handle );
LIBXSMM_UNUSED( start_thread );
LIBXSMM_UNUSED( tid );
return status;
}
libxsmm_dnn_err_t libxsmm_dnn_convolve_st_fwd_custom_custom_i16_i32(libxsmm_dnn_layer* handle, int start_thread, int tid)
{
libxsmm_dnn_err_t status = LIBXSMM_DNN_SUCCESS;
#if defined(LIBXSMM_INTRINSICS_AVX512) /*__AVX512F__*/
typedef short element_input_type;
typedef int element_output_type;
typedef short element_filter_type;
typedef libxsmm_wconvfunction libxsmm_convfunction;
# include "template/libxsmm_dnn_convolve_st_fwd_custom_custom.tpl.c"
#else /* should not happen */
LIBXSMM_UNUSED(handle); LIBXSMM_UNUSED(start_thread); LIBXSMM_UNUSED(tid);
status = LIBXSMM_DNN_ERR_UNSUPPORTED_ARCH;
#endif
return status;
}
LIBXSMM_INTERNAL_API_DEFINITION
void libxsmm_generator_gemm_header_kloop( libxsmm_generated_code* io_generated_code,
libxsmm_loop_label_tracker* io_loop_label_tracker,
const libxsmm_gp_reg_mapping* i_gp_reg_mapping,
const libxsmm_micro_kernel_config* i_micro_kernel_config,
const unsigned int i_m_blocking,
const unsigned int i_k_blocking ) {
LIBXSMM_UNUSED(i_m_blocking);
libxsmm_x86_instruction_alu_imm( io_generated_code, i_micro_kernel_config->alu_mov_instruction, i_gp_reg_mapping->gp_reg_kloop, 0);
libxsmm_x86_instruction_register_jump_label( io_generated_code, io_loop_label_tracker );
libxsmm_x86_instruction_alu_imm( io_generated_code, i_micro_kernel_config->alu_add_instruction, i_gp_reg_mapping->gp_reg_kloop, i_k_blocking);
}
LIBXSMM_API void libxsmm_trace(FILE* stream, unsigned int depth, const int* filter_threadid, const int* filter_mindepth, const int* filter_maxnsyms)
{
#if defined(LIBXSMM_TRACE)
unsigned int depth1 = depth + 1, threadid;
const char *const name = libxsmm_trace_info(&depth1, &threadid,
filter_threadid, filter_mindepth, filter_maxnsyms);
if (name && *name) { /* implies actual other results to be valid */
const int depth0 = LIBXSMM_MAX(0 != filter_mindepth ? *filter_mindepth : internal_trace_mindepth, 0);
assert(0 != stream/*otherwise fprintf handle the error*/);
if ((0 == filter_threadid && 0 > internal_trace_threadid) || (0 != filter_threadid && 0 > *filter_threadid)) {
fprintf(stream, "%*s%s@%u\n", (int)(depth1 - depth0), "", name, threadid);
}
else {
fprintf(stream, "%*s%s\n", (int)(depth1 - depth0), "", name);
}
}
#else /* suppress warning */
LIBXSMM_UNUSED(stream); LIBXSMM_UNUSED(depth);
LIBXSMM_UNUSED(filter_threadid);
LIBXSMM_UNUSED(filter_mindepth);
LIBXSMM_UNUSED(filter_maxnsyms);
#endif
}
LIBXSMM_API int libxsmm_trace_init(int filter_threadid, int filter_mindepth, int filter_maxnsyms)
{
int result = EXIT_SUCCESS;
internal_trace_initialized = -1; /* disabled */
#if defined(LIBXSMM_TRACE)
# if defined(_WIN32) || defined(__CYGWIN__)
SymSetOptions(SYMOPT_DEFERRED_LOADS | SYMOPT_UNDNAME);
result = (FALSE != SymInitialize(GetCurrentProcess(), NULL, TRUE) ? EXIT_SUCCESS : GetLastError());
# elif !defined(LIBXSMM_NO_SYNC)
result = pthread_key_create(&internal_trace_key, internal_delete);
# endif
if (EXIT_SUCCESS == result) {
internal_trace_threadid = filter_threadid;
internal_trace_maxnsyms = filter_maxnsyms;
internal_trace_mindepth = filter_mindepth;
internal_trace_initialized = 0; /* enabled */
}
#else
LIBXSMM_UNUSED(filter_threadid);
LIBXSMM_UNUSED(filter_mindepth);
LIBXSMM_UNUSED(filter_maxnsyms);
#endif
return result;
}
LIBXSMM_API void __cyg_profile_func_enter(void* this_fn, void* call_site)
{
#if defined(LIBXSMM_TRACE)
# if !defined(LIBXSMM_TRACE_DLINFO)
LIBXSMM_UNUSED(this_fn); LIBXSMM_UNUSED(call_site); /* suppress warning */
libxsmm_trace(stderr, 2/*no need for parent (0) but parent of parent (1)*/,
/* inherit global settings from libxsmm_trace_init */
NULL, NULL, NULL);
# else
if (0 <= internal_trace_initialized && 0 != internal_trace_maxnsyms) {
# if 1
Dl_info info;
# else
struct {
const char* dli_fname;
/* address at which shared object is loaded */
void* dli_fbase;
/* name of nearest symbol with address lower than address */
const char* dli_sname;
void* dli_saddr;
} info;
# endif
if (0 != dladdr(this_fn, (Dl_info*)&info)) {
if (0 != info.dli_sname) {
fprintf(stderr, "%s\n", info.dli_sname);
}
else if (0 != info.dli_saddr) {
fprintf(stderr, "0x%llx\n", (unsigned long long)info.dli_saddr);
}
}
}
# endif
#else
LIBXSMM_UNUSED(this_fn); LIBXSMM_UNUSED(call_site); /* suppress warning */
#endif
}
LIBXSMM_INTERNAL_API_DEFINITION
void libxsmm_generator_gemm_footer_kloop( libxsmm_generated_code* io_generated_code,
libxsmm_loop_label_tracker* io_loop_label_tracker,
const libxsmm_gp_reg_mapping* i_gp_reg_mapping,
const libxsmm_micro_kernel_config* i_micro_kernel_config,
const libxsmm_gemm_descriptor* i_xgemm_desc,
const unsigned int i_m_blocking,
const unsigned int i_max_blocked_k,
const unsigned int i_kloop_complete ) {
LIBXSMM_UNUSED(i_m_blocking);
libxsmm_x86_instruction_alu_imm( io_generated_code, i_micro_kernel_config->alu_cmp_instruction, i_gp_reg_mapping->gp_reg_kloop, i_max_blocked_k );
libxsmm_x86_instruction_jump_back_to_label( io_generated_code, i_micro_kernel_config->alu_jmp_instruction, io_loop_label_tracker );
if ( i_kloop_complete != 0 ) {
libxsmm_x86_instruction_alu_imm( io_generated_code, i_micro_kernel_config->alu_sub_instruction,
i_gp_reg_mapping->gp_reg_b, (i_xgemm_desc->k)*(i_micro_kernel_config->datatype_size) );
}
}
void libxsmm_generator_dense_noarch_kernel( libxsmm_generated_code* io_generated_code,
const libxsmm_xgemm_descriptor* i_xgemm_desc,
const char* i_arch ) {
char l_new_code[512];
int l_max_code_length = 511;
int l_code_length = 0;
LIBXSMM_UNUSED(i_arch);
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_m = 0;\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_n = 0;\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_k = 0;\n\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_n = 0; l_n < %u; l_n++ ) {\n", i_xgemm_desc->n);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
if ( i_xgemm_desc->beta == 0 ) {
if ( (LIBXSMM_XGEMM_FLAG_F32PREC & i_xgemm_desc->flags) == 0 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++ ) { C[(l_n*%u)+l_m] = 0.0; }\n\n", i_xgemm_desc->m, i_xgemm_desc->ldc);
} else {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++ ) { C[(l_n*%u)+l_m] = 0.0f; }\n\n", i_xgemm_desc->m, i_xgemm_desc->ldc);
}
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_k = 0; l_k < %u; l_k++ ) {\n", i_xgemm_desc->k);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++ ) {\n", i_xgemm_desc->m);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " C[(l_n*%u)+l_m] += A[(l_k*%u)+l_m] * B[(l_n*%u)+l_k];\n", i_xgemm_desc->ldc, i_xgemm_desc->lda, i_xgemm_desc->ldb);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
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_DEFINITION void libxsmm_gemm_configure(int archid, int prefetch)
{
int config = 0;
LIBXSMM_UNUSED(prefetch);
internal_gemm_prefetch = LIBXSMM_PREFETCH_AL2_AHEAD;
internal_gemm_nt = 2;
internal_gemm = 2;
{
/* behaviour of libxsmm_omp_?gemm routines or LD_PRELOAD ?GEMM routines
* 0: sequential below-threshold routine (no OpenMP); may fall-back to BLAS,
* 1: OpenMP-parallelized but without internal parallel region,
* 2: OpenMP-parallelized with internal parallel region" )
*/
const char *const env = getenv("LIBXSMM_GEMM");
if (0 != env && 0 != *env) {
internal_gemm = atoi(env);
}
}
#if defined(LIBXSMM_EXT_GEMM_TASKS)
{ /* consider user input about using (OpenMP-)tasks; this code must be here
* because maybe only this translation unit is compiled with OpenMP support
*/
const char *const env_tasks = getenv("LIBXSMM_TASKS");
if (0 != env_tasks && 0 != *env_tasks) {
internal_gemm_tasks = atoi(env_tasks);
}
}
#endif
#if defined(__MIC__)
LIBXSMM_UNUSED(archid);
#else
if (LIBXSMM_X86_AVX512_MIC == archid)
#endif
{
internal_gemm_nt = 4;
config = 1;
}
{ /* attempt to setup tile sizes from the environment (LIBXSMM_M, LIBXSMM_N, and LIBXSMM_K) */
const int tile_configs[/*configs*/][2/*DP/SP*/][3/*TILE_M,TILE_N,TILE_K*/] = {
{ { 72, 32, 16 }, { 72, 32, 16 } }, /*generic*/
{ { 72, 32, 16 }, { 72, 32, 16 } } /*knl*/
};
const char* env[3];
env[0] = getenv("LIBXSMM_M"); env[1] = getenv("LIBXSMM_N"); env[2] = getenv("LIBXSMM_K");
internal_gemm_tile[0/*DP*/][0/*M*/] = (env[0] ? atoi(env[0]) : 0);
internal_gemm_tile[0/*DP*/][1/*N*/] = (env[1] ? atoi(env[1]) : 0);
internal_gemm_tile[0/*DP*/][2/*K*/] = (env[2] ? atoi(env[2]) : 0);
/* environment-defined tile sizes applies for DP and SP */
internal_gemm_tile[1/*SP*/][0/*M*/] = internal_gemm_tile[0/*DP*/][0];
internal_gemm_tile[1/*SP*/][1/*N*/] = internal_gemm_tile[0/*DP*/][1];
internal_gemm_tile[1/*SP*/][2/*K*/] = internal_gemm_tile[0/*DP*/][2];
/* load predefined configuration if tile size is not setup by the environment */
if (0 >= internal_gemm_tile[0/*DP*/][0/*M*/]) internal_gemm_tile[0][0] = tile_configs[config][0][0];
if (0 >= internal_gemm_tile[0/*DP*/][1/*N*/]) internal_gemm_tile[0][1] = tile_configs[config][0][1];
if (0 >= internal_gemm_tile[0/*DP*/][2/*K*/]) internal_gemm_tile[0][2] = tile_configs[config][0][2];
if (0 >= internal_gemm_tile[1/*SP*/][0/*M*/]) internal_gemm_tile[1][0] = tile_configs[config][1][0];
if (0 >= internal_gemm_tile[1/*SP*/][1/*N*/]) internal_gemm_tile[1][1] = tile_configs[config][1][1];
if (0 >= internal_gemm_tile[1/*SP*/][2/*K*/]) internal_gemm_tile[1][2] = tile_configs[config][1][2];
}
#if defined(__STATIC) && defined(LIBXSMM_BUILD) && !defined(__CYGWIN__) && \
!(defined(__APPLE__) && defined(__MACH__) /*&& defined(__clang__)*/)
if (0 == libxsmm_original_sgemm) {
libxsmm_original_sgemm = LIBXSMM_FSYMBOL(__real_sgemm);
}
#endif
#if !defined(__BLAS) || (0 != __BLAS)
if (0 == libxsmm_original_sgemm) {
libxsmm_original_sgemm = LIBXSMM_FSYMBOL(sgemm);
}
#endif
#if defined(LIBXSMM_RTLD_NEXT)
if (0 == libxsmm_original_sgemm) {
union { const void* pv; libxsmm_sgemm_function pf; } gemm = { NULL };
gemm.pv = dlsym(RTLD_NEXT, LIBXSMM_STRINGIFY(LIBXSMM_FSYMBOL(sgemm)));
libxsmm_original_sgemm = gemm.pf;
}
#endif
#if defined(__STATIC) && defined(LIBXSMM_BUILD) && !defined(__CYGWIN__) && \
!(defined(__APPLE__) && defined(__MACH__) /*&& defined(__clang__)*/)
if (0 == libxsmm_original_dgemm) {
libxsmm_original_dgemm = LIBXSMM_FSYMBOL(__real_dgemm);
}
#endif
#if !defined(__BLAS) || (0 != __BLAS)
if (0 == libxsmm_original_dgemm) {
libxsmm_original_dgemm = LIBXSMM_FSYMBOL(dgemm);
}
#endif
#if defined(LIBXSMM_RTLD_NEXT)
if (0 == libxsmm_original_dgemm) {
union { const void* pv; libxsmm_dgemm_function pf; } gemm = { NULL };
gemm.pv = dlsym(RTLD_NEXT, LIBXSMM_STRINGIFY(LIBXSMM_FSYMBOL(dgemm)));
libxsmm_original_dgemm = gemm.pf;
}
#endif
}
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;
}
void LIBXSMM_FSYMBOL(sgemm)(
const char* transa, const char* transb,
const libxsmm_blasint* m, const libxsmm_blasint* n, const libxsmm_blasint* k,
const float* alpha, const float* a, const libxsmm_blasint* lda,
const float* b, const libxsmm_blasint* ldb,
const float* beta, float* c, const libxsmm_blasint* ldc)
{
#if !defined(NDEBUG) /* library code is expected to be mute */
static int error_once = 0;
if (1 == LIBXSMM_ATOMIC_ADD_FETCH(&error_once, 1, LIBXSMM_ATOMIC_RELAXED)) {
fprintf(stderr, "LIBXSMM: application must be linked against a LAPACK/BLAS implementation!\n");
}
#endif
LIBXSMM_UNUSED(transa); LIBXSMM_UNUSED(transb); LIBXSMM_UNUSED(m); LIBXSMM_UNUSED(n); LIBXSMM_UNUSED(k);
LIBXSMM_UNUSED(alpha); LIBXSMM_UNUSED(a); LIBXSMM_UNUSED(lda); LIBXSMM_UNUSED(b); LIBXSMM_UNUSED(ldb);
LIBXSMM_UNUSED(beta); LIBXSMM_UNUSED(c); LIBXSMM_UNUSED(ldc);
}
void libxsmm_generator_sparse_asparse( 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 double* i_values ) {
char l_new_code[512];
int l_max_code_length = 511;
int l_code_length = 0;
unsigned int l_k;
unsigned int l_flop_count = 0;
LIBXSMM_UNUSED(i_arch);
LIBXSMM_UNUSED(i_values);
/* loop over columns in C in generated code, we fully unroll inside each column */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_n = 0;\n #pragma nounroll_and_jam\n for ( l_n = 0; l_n < %u; l_n++) {\n", i_xgemm_desc->n);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* reset the current column in C if needed */
if ( i_xgemm_desc->beta == 0 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_m = 0;\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
if ( i_xgemm_desc->m > 1 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
if ( (LIBXSMM_GEMM_FLAG_F32PREC & i_xgemm_desc->flags) == 0 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++) {\n C[(l_n*%u)+l_m] = 0.0;\n }\n", i_xgemm_desc->m, i_xgemm_desc->ldc);
} else {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++) {\n C[(l_n*%u)+l_m] = 0.0f;\n }\n", i_xgemm_desc->m, i_xgemm_desc->ldc);
}
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
/* loop over columns in A, rows in B and fully unroll */
for ( l_k = 0; l_k < i_xgemm_desc->k; l_k++ ) {
unsigned int l_column_elements = i_column_idx[l_k + 1] - i_column_idx[l_k];
unsigned int l_z = 0;
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#if defined(__SSE3__) || defined(__AVX__)\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
if ( l_column_elements > 0 ) {
if ( (LIBXSMM_GEMM_FLAG_F32PREC & i_xgemm_desc->flags) == 0 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#if defined(__SSE3__) && defined(__AVX__)\n __m256d b%u = _mm256_broadcast_sd(&B[(l_n*%u)+%u]);\n#endif\n", l_k, i_xgemm_desc->ldb, l_k);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#if defined(__SSE3__) && !defined(__AVX__)\n __m128d b%u = _mm_loaddup_pd(&B[(l_n*%u)+%u]);\n#endif\n", l_k, i_xgemm_desc->ldb, l_k);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
} else {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#if defined(__SSE3__) && defined(__AVX__)\n __m128 b%u = _mm_broadcast_ss(&B[(l_n*%u)+%u]);\n#endif\n", l_k, i_xgemm_desc->ldb, l_k);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#if defined(__SSE3__) && !defined(__AVX__)\n __m128 b%u = _mm_load_ss(&B[(l_n*%u)+%u]); b%u = _mm_shuffle_ps(b%u, b%u, 0x00);\n#endif\n", l_k, i_xgemm_desc->ldb, l_k, l_k, l_k, l_k);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
}
/* loop over the columns of A and look for vectorization potential */
for ( l_z = 0; l_z < l_column_elements; l_z++ ) {
/* 4 element vector might be possible */
if ( (l_z < (l_column_elements - 3)) && (l_column_elements > 3) ) {
/* check for 256bit vector instruction */
if ((i_row_idx[i_column_idx[l_k] + l_z] + 1 == i_row_idx[i_column_idx[l_k] + l_z + 1]) &&
(i_row_idx[i_column_idx[l_k] + l_z] + 2 == i_row_idx[i_column_idx[l_k] + l_z + 2]) &&
(i_row_idx[i_column_idx[l_k] + l_z] + 3 == i_row_idx[i_column_idx[l_k] + l_z + 3]) &&
(i_row_idx[i_column_idx[l_k] + l_z + 3] < i_xgemm_desc->m)) {
libxsmm_sparse_asparse_innerloop_four_vector(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
l_z += 3;
/* check for 128bit vector instruction */
} else if ((i_row_idx[i_column_idx[l_k] + l_z] + 1 == i_row_idx[i_column_idx[l_k] + l_z + 1]) &&
(i_row_idx[i_column_idx[l_k] + l_z + 1] < i_xgemm_desc->m) ) {
libxsmm_sparse_asparse_innerloop_two_vector(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
l_z++;
/* scalare instruction */
} else {
if ( (i_row_idx[i_column_idx[l_k] + l_z] < i_xgemm_desc->m) ) {
libxsmm_sparse_asparse_innerloop_scalar(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
}
}
/* 2 element vector might be possible */
} else if ( (l_z < (l_column_elements - 1)) && (l_column_elements > 1)) {
/* check for 128bit vector instruction */
if ((i_row_idx[i_column_idx[l_k] + l_z] + 1 == i_row_idx[i_column_idx[l_k] + l_z + 1]) &&
(i_row_idx[i_column_idx[l_k] + l_z + 1] < i_xgemm_desc->m) ) {
libxsmm_sparse_asparse_innerloop_two_vector(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
l_z++;
/* scalare instruction */
} else {
if ( (i_row_idx[i_column_idx[l_k] + l_z] < i_xgemm_desc->m) ) {
libxsmm_sparse_asparse_innerloop_scalar(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
}
}
/* scalar anayways */
} else {
if ( (i_row_idx[i_column_idx[l_k] + l_z] < i_xgemm_desc->m) ) {
libxsmm_sparse_asparse_innerloop_scalar(io_generated_code, i_xgemm_desc, l_k, l_z, i_row_idx, i_column_idx);
}
}
}
/* C fallback code */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#else\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* loop over the columns of A */
for ( l_z = 0; l_z < l_column_elements; l_z++ ) {
if ( (i_row_idx[i_column_idx[l_k] + l_z] < i_xgemm_desc->m) ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " C[(l_n*%u)+%u] += A[%u] * B[(l_n*%u)+%u];\n", i_xgemm_desc->ldc, i_row_idx[i_column_idx[l_k] + l_z], i_column_idx[l_k] + l_z, i_xgemm_desc->ldb, l_k );
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_flop_count += 2;
}
}
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#endif\n\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* add flop counter */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "\n#ifndef NDEBUG\n#ifdef _OPENMP\n#pragma omp atomic\n#endif\nlibxsmm_num_total_flops += %u;\n#endif\n", l_flop_count * i_xgemm_desc->n);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
LIBXSMM_API_INTERN
void libxsmm_generator_spgemm_csc_bsparse( 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 double* i_values ) {
unsigned int l_n;
unsigned int l_z;
unsigned int l_column_elements;
unsigned int l_flop_count = 0;
char l_new_code[512];
int l_max_code_length = 511;
int l_code_length = 0;
LIBXSMM_UNUSED(i_values);
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_m = 0;\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* reset C if beta is zero */
if (0 != (LIBXSMM_GEMM_FLAG_BETA_0 & i_xgemm_desc->flags)) { /* Beta=0 */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " unsigned int l_n = 0;\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_n = 0; l_n < %u; l_n++) {\n", (unsigned int)i_xgemm_desc->n);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
if ( i_xgemm_desc->m > 1 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma vector aligned\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
if ( LIBXSMM_GEMM_PRECISION_F64 == LIBXSMM_GETENUM_INP( i_xgemm_desc->datatype ) ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++) { C[(l_n*%u)+l_m] = 0.0; }\n", (unsigned int)i_xgemm_desc->m, (unsigned int)i_xgemm_desc->ldc);
} else {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++) { C[(l_n*%u)+l_m] = 0.0f; }\n", (unsigned int)i_xgemm_desc->m, (unsigned int)i_xgemm_desc->ldc);
}
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* determine the correct simd pragma for each architecture */
if ( ( strcmp( i_arch, "noarch" ) == 0 ) ||
( strcmp( i_arch, "wsm" ) == 0 ) ||
( strcmp( i_arch, "snb" ) == 0 ) ||
( strcmp( i_arch, "hsw" ) == 0 ) ) {
if ( i_xgemm_desc->m > 7 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd vectorlength(8)\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
} else if ( i_xgemm_desc->m > 3 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd vectorlength(4)\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
} else if ( i_xgemm_desc->m > 1 ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd vectorlength(2)\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
} else {}
if ( (i_xgemm_desc->m > 1) &&
((LIBXSMM_GEMM_FLAG_ALIGN_A & i_xgemm_desc->flags) != 0) &&
((LIBXSMM_GEMM_FLAG_ALIGN_C & i_xgemm_desc->flags) != 0) ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma vector aligned\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
} else if ( ( strcmp( i_arch, "knl" ) == 0 ) ||
( strcmp( i_arch, "skx" ) == 0 ) ||
( strcmp( i_arch, "clx" ) == 0 ) ||
( strcmp( i_arch, "cpx" ) == 0 ) ) {
if ( (i_xgemm_desc->m > 1) &&
((LIBXSMM_GEMM_FLAG_ALIGN_A & i_xgemm_desc->flags) != 0) &&
((LIBXSMM_GEMM_FLAG_ALIGN_C & i_xgemm_desc->flags) != 0) ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " #pragma simd vectorlength(32)\n #pragma vector aligned\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
} else {
LIBXSMM_HANDLE_ERROR( io_generated_code, LIBXSMM_ERR_ARCH );
return;
}
/* generate the actuel kernel */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " for ( l_m = 0; l_m < %u; l_m++) {\n", (unsigned int)i_xgemm_desc->m);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
for ( l_n = 0; l_n < (unsigned int)i_xgemm_desc->n; l_n++ ) {
l_column_elements = i_column_idx[l_n+1] - i_column_idx[l_n];
for ( l_z = 0; l_z < l_column_elements; l_z++ ) {
/* check k such that we just use rows which actually need to be multiplied */
if ( i_row_idx[i_column_idx[l_n] + l_z] < (unsigned int)i_xgemm_desc->k ) {
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " C[%u+l_m] += A[%u+l_m] * B[%u];\n", l_n * i_xgemm_desc->ldc, i_row_idx[i_column_idx[l_n] + l_z]*i_xgemm_desc->lda, i_column_idx[l_n] + l_z);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
l_flop_count += 2;
}
}
}
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " }\n");
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
/* add flop counter */
l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "\n#ifndef NDEBUG\n#ifdef _OPENMP\n#pragma omp atomic\n#endif\nlibxsmm_num_total_flops += %u;\n#endif\n", l_flop_count * (unsigned int)i_xgemm_desc->m);
libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length );
}
void LIBXSMM_FSYMBOL(dgemm)(LIBXSMM_GEMM_CONST char* transa, LIBXSMM_GEMM_CONST char* transb,
LIBXSMM_GEMM_CONST libxsmm_blasint* m, LIBXSMM_GEMM_CONST libxsmm_blasint* n, LIBXSMM_GEMM_CONST libxsmm_blasint* k,
LIBXSMM_GEMM_CONST double* alpha, LIBXSMM_GEMM_CONST double* a, LIBXSMM_GEMM_CONST libxsmm_blasint* lda,
LIBXSMM_GEMM_CONST double* b, LIBXSMM_GEMM_CONST libxsmm_blasint* ldb,
LIBXSMM_GEMM_CONST double* beta, double* c, LIBXSMM_GEMM_CONST libxsmm_blasint* ldc)
{
#if !defined(NDEBUG) /* library code is expected to be mute */
static int error_once = 0;
if (1 == LIBXSMM_ATOMIC_ADD_FETCH(&error_once, 1, LIBXSMM_ATOMIC_RELAXED)) {
fprintf(stderr, "LIBXSMM ERROR: application must be linked against LAPACK/BLAS!\n");
}
#endif
LIBXSMM_UNUSED(transa); LIBXSMM_UNUSED(transb); LIBXSMM_UNUSED(m); LIBXSMM_UNUSED(n); LIBXSMM_UNUSED(k);
LIBXSMM_UNUSED(alpha); LIBXSMM_UNUSED(a); LIBXSMM_UNUSED(lda); LIBXSMM_UNUSED(b); LIBXSMM_UNUSED(ldb);
LIBXSMM_UNUSED(beta); LIBXSMM_UNUSED(c); LIBXSMM_UNUSED(ldc);
}
LIBXSMM_API void __cyg_profile_func_exit(void* this_fn, void* call_site)
{
LIBXSMM_UNUSED(this_fn); LIBXSMM_UNUSED(call_site); /* suppress warning */
}