void libxsmm_function_signature( libxsmm_generated_code* io_generated_code, const char* i_routine_name, const libxsmm_xgemm_descriptor* i_xgemm_desc ) { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; if ( io_generated_code->code_type > 1 ) { return; } else if ( io_generated_code->code_type == 1 ) { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, ".global %s\n.type %s, @function\n%s:\n", i_routine_name, i_routine_name, i_routine_name); } else { /* selecting the correct signature */ if (0 != (LIBXSMM_XGEMM_FLAG_F32PREC & i_xgemm_desc->flags)) { if (LIBXSMM_PREFETCH_NONE == i_xgemm_desc->prefetch) { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "void %s(const float* A, const float* B, float* C) {\n", i_routine_name); } else { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "void %s(const float* A, const float* B, float* C, const float* A_prefetch, const float* B_prefetch, const float* C_prefetch) {\n", i_routine_name); } } else { if (LIBXSMM_PREFETCH_NONE == i_xgemm_desc->prefetch) { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "void %s(const double* A, const double* B, double* C) {\n", i_routine_name); } else { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "void %s(const double* A, const double* B, double* C, const double* A_prefetch, const double* B_prefetch, const double* C_prefetch) {\n", i_routine_name); } } } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); }
void libxsmm_instruction_vec_shuffle_reg( libxsmm_generated_code* io_generated_code, const unsigned int i_instruction_set, const unsigned int i_vec_instr, const char i_vector_name, const unsigned int i_vec_reg_number_0, const unsigned int i_vec_reg_number_1, const unsigned int i_vec_reg_number_2, const unsigned int i_shuffle_operand ) { /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_instr_name[16]; libxsmm_get_x86_instr_name( i_vec_instr, l_instr_name, 15 ); if ( i_instruction_set != LIBXSMM_X86_SSE3 ) { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s $%i, %%%%%cmm%i, %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_shuffle_operand, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1, i_vector_name, i_vec_reg_number_2 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s $%i, %%%cmm%i, %%%cmm%i, %%%cmm%i\n", l_instr_name, i_shuffle_operand, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1, i_vector_name, i_vec_reg_number_2 ); } } else { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s $%i, %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_shuffle_operand, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s $%i, %%%cmm%i, %%%cmm%i\n", l_instr_name, i_shuffle_operand, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_instruction_alu_reg( libxsmm_generated_code* io_generated_code, const unsigned int i_alu_instr, const unsigned int i_gp_reg_number_src, const unsigned int i_gp_reg_number_dest) { /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_name_src[4]; char l_gp_reg_name_dest[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_number_src, l_gp_reg_name_src, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_number_dest, l_gp_reg_name_dest, 3 ); char l_instr_name[16]; libxsmm_get_x86_instr_name( i_alu_instr, l_instr_name, 15 ); if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %%%%%s, %%%%%s\\n\\t\"\n", l_instr_name, l_gp_reg_name_src, l_gp_reg_name_dest ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %%%s, %%%s\n", l_instr_name, l_gp_reg_name_src, l_gp_reg_name_dest ); } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_instruction_register_jump_label( libxsmm_generated_code* io_generated_code, libxsmm_loop_label_tracker* io_loop_label_tracker ) { /* check if we still have lable we can jump to */ if ( io_loop_label_tracker->label_count == 32 ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_EXCEED_JMPLBL ); return; } /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] = io_loop_label_tracker->label_count; if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%i:\\n\\t\"\n", io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %i:\n", io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] ); } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); io_loop_label_tracker->label_count++; } }
void libxsmm_instruction_prefetch( libxsmm_generated_code* io_generated_code, const unsigned int i_prefetch_instr, const unsigned int i_gp_reg_base, const unsigned int i_gp_reg_idx, const unsigned int i_scale, const int i_displacement ) { #ifndef NDEBUG if ( i_gp_reg_idx != LIBXSMM_X86_GP_REG_UNDEF ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_NO_INDEX_SCALE_ADDR ); return; } #endif /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_base_name[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_base, l_gp_reg_base_name, 3 ); char l_instr_name[16]; libxsmm_get_x86_instr_name( i_prefetch_instr, l_instr_name, 15 ); if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s)\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base_name ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s)\n", l_instr_name, i_displacement, l_gp_reg_base_name ); } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_close_function( libxsmm_generated_code* io_generated_code ) { if ( io_generated_code->code_type == 0 ) { char l_new_code[512]; const int l_max_code_length = 511; const int l_code_length = LIBXSMM_SNPRINTF( l_new_code, l_max_code_length, "}\n\n" ); libxsmm_append_code_as_string(io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_instruction_jump_back_to_label( libxsmm_generated_code* io_generated_code, const unsigned int i_jmp_instr, libxsmm_loop_label_tracker* io_loop_label_tracker ) { /* check that we just handle jl */ if ( i_jmp_instr != LIBXSMM_X86_INSTR_JL) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_UNSUPPORTED_JUMP ); return; } /* check if we still have lable we can jump to */ if ( io_loop_label_tracker->label_count == 0 ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_NO_JMPLBL_AVAIL ); return; } /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_instr_name[16]; libxsmm_get_x86_instr_name( i_jmp_instr, l_instr_name, 15 ); io_loop_label_tracker->label_count--; if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %ib\\n\\t\"\n", l_instr_name, io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %ib\n", l_instr_name, io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] ); } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); io_loop_label_tracker->label_address[io_loop_label_tracker->label_count] = 0; } }
void libxsmm_instruction_mask_move( libxsmm_generated_code* io_generated_code, const unsigned int i_mask_instr, const unsigned int i_gp_reg_number, const unsigned int i_mask_reg_number ) { /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_name[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_number, l_gp_reg_name, 3 ); char l_instr_name[16]; libxsmm_get_x86_instr_name( i_mask_instr, l_instr_name, 15 ); char l_prefix = '\0'; /* check if we need to add a prefix for accessing 32bit in a 64bit register */ if ( i_gp_reg_number == LIBXSMM_X86_GP_REG_R8 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R9 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R10 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R11 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R12 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R13 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R14 || i_gp_reg_number == LIBXSMM_X86_GP_REG_R15 ) { l_prefix = 'd'; } if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %%%%%s%c, %%%%k%i\\n\\t\"\n", l_instr_name, l_gp_reg_name, l_prefix, i_mask_reg_number ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %%%s%c, %%k%i\n", l_instr_name, l_gp_reg_name, l_prefix, i_mask_reg_number ); } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
LIBXSMM_INTERNAL_API_DEFINITION void libxsmm_generator_gemm_add_flop_counter( libxsmm_generated_code* io_generated_code, const libxsmm_gemm_descriptor* i_xgemm_desc ) { if ( io_generated_code->code_type == 0 ) { char l_new_code[512]; const unsigned int l_max_code_length = sizeof(l_new_code) - 1; int l_code_length = 0; l_code_length = LIBXSMM_SNPRINTF( l_new_code, l_max_code_length, "#ifndef NDEBUG\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, "#ifdef _OPENMP\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 omp atomic\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, "#endif\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, "libxsmm_num_total_flops += %u;\n", 2u * i_xgemm_desc->m * i_xgemm_desc->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, "#endif\n" ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
LIBXSMM_API_INTERN void libxsmm_sparse_csc_asparse_innerloop_four_vector( libxsmm_generated_code* io_generated_code, const libxsmm_gemm_descriptor* i_xgemm_desc, const unsigned int i_k, const unsigned int i_z, const unsigned int* i_row_idx, const unsigned int* i_column_idx ) { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; if ( LIBXSMM_GEMM_PRECISION_F64 == LIBXSMM_GETENUM_INP( i_xgemm_desc->datatype ) ) { unsigned int l_i; unsigned int l_z = i_z; 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 ); l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " __m256d c%u_%u = _mm256_loadu_pd(&C[(l_n*%u)+%u]);\n", i_k, i_z, (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z] ); 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, " __m256d a%u_%u = _mm256_loadu_pd(&A[%u]);\n", i_k, i_z, i_column_idx[i_k] + i_z ); 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%u_%u = _mm256_add_pd(c%u_%u, _mm256_mul_pd(a%u_%u, b%u));\n", i_k, i_z, i_k, i_z, i_k, i_z, i_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, " _mm256_storeu_pd(&C[(l_n*%u)+%u], c%u_%u);\n", (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z], i_k, i_z ); 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, "#endif\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, "#if defined(__SSE3__) && !defined(__AVX__)\n"); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); for ( l_i = 0; l_i < 2; l_i++ ) { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " __m128d c%u_%u = _mm_loadu_pd(&C[(l_n*%u)+%u]);\n", i_k, l_z, (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + l_z] ); 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, " __m128d a%u_%u = _mm_loadu_pd(&A[%u]);\n", i_k, l_z, i_column_idx[i_k] + l_z ); 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%u_%u = _mm_add_pd(c%u_%u, _mm_mul_pd(a%u_%u, b%u));\n", i_k, l_z, i_k, l_z, i_k, l_z, i_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, " _mm_storeu_pd(&C[(l_n*%u)+%u], c%u_%u);\n", (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + l_z], i_k, l_z ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); l_z += 2; } l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, "#endif\n"); 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, " __m128 c%u_%u = _mm_loadu_ps(&C[(l_n*%u)+%u]);\n", i_k, i_z, (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z] ); 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, " __m128 a%u_%u = _mm_loadu_ps(&A[%u]);\n", i_k, i_z, i_column_idx[i_k] + i_z ); 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%u_%u = _mm_add_ps(c%u_%u, _mm_mul_ps(a%u_%u, b%u));\n", i_k, i_z, i_k, i_z, i_k, i_z, i_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, " _mm_storeu_ps(&C[(l_n*%u)+%u], c%u_%u);\n", (unsigned int)i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z], i_k, i_z ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_generator_sparse_bsparse( libxsmm_generated_code* io_generated_code, const libxsmm_xgemm_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; 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 ( i_xgemm_desc->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", 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 ( i_xgemm_desc->single_precision == 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", 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", 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, " }\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) && (i_xgemm_desc->aligned_a != 0) && (i_xgemm_desc->aligned_c != 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, "knc" ) == 0 ) || ( strcmp( i_arch, "knl" ) == 0 ) || ( strcmp( i_arch, "skx" ) == 0 ) ) { if ( (i_xgemm_desc->m > 1) && (i_xgemm_desc->aligned_a != 0) && (i_xgemm_desc->aligned_c != 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", i_xgemm_desc->m); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); unsigned int l_n; unsigned int l_z; unsigned int l_column_elements; unsigned int l_flop_count = 0; for ( l_n = 0; l_n < 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] < 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 * i_xgemm_desc->m); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); }
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 ); }
void libxsmm_sparse_asparse_innerloop_scalar( libxsmm_generated_code* io_generated_code, const libxsmm_gemm_descriptor* i_xgemm_desc, const unsigned int i_k, const unsigned int i_z, const unsigned int* i_row_idx, const unsigned int* i_column_idx ) { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; if ( (LIBXSMM_GEMM_FLAG_F32PREC & i_xgemm_desc->flags) == 0 ) { l_code_length = LIBXSMM_SNPRINTF(l_new_code, l_max_code_length, " __m128d c%u_%u = _mm_load_sd(&C[(l_n*%u)+%u]);\n", i_k, i_z, i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z] ); 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, " __m128d a%u_%u = _mm_load_sd(&A[%u]);\n", i_k, i_z, i_column_idx[i_k] + i_z ); 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"); 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%u_%u = _mm_add_sd(c%u_%u, _mm_mul_sd(a%u_%u, _mm256_castpd256_pd128(b%u)));\n", i_k, i_z, i_k, i_z, i_k, i_z, i_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, "#endif\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, "#if defined(__SSE3__) && !defined(__AVX__)\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, " c%u_%u = _mm_add_sd(c%u_%u, _mm_mul_sd(a%u_%u, b%u));\n", i_k, i_z, i_k, i_z, i_k, i_z, i_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, "#endif\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, " _mm_store_sd(&C[(l_n*%u)+%u], c%u_%u);\n", i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z], i_k, i_z ); 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, " __m128 c%u_%u = _mm_load_ss(&C[(l_n*%u)+%u]);\n", i_k, i_z, i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z] ); 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, " __m128 a%u_%u = _mm_load_ss(&A[%u]);\n", i_k, i_z, i_column_idx[i_k] + i_z ); 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%u_%u = _mm_add_ss(c%u_%u, _mm_mul_ss(a%u_%u, b%u));\n", i_k, i_z, i_k, i_z, i_k, i_z, i_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, " _mm_store_ss(&C[(l_n*%u)+%u], c%u_%u);\n", i_xgemm_desc->ldc, i_row_idx[i_column_idx[i_k] + i_z], i_k, i_z ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_instruction_vec_move( libxsmm_generated_code* io_generated_code, const unsigned int i_instruction_set, const unsigned int i_vmove_instr, const unsigned int i_gp_reg_base, const unsigned int i_gp_reg_idx, const unsigned int i_scale, const int i_displacement, const char i_vector_name, const unsigned int i_vec_reg_number_0, const unsigned int i_use_masking, const unsigned int i_is_store ) { #ifndef NDEBUG if ( i_gp_reg_idx != LIBXSMM_X86_GP_REG_UNDEF ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_NO_INDEX_SCALE_ADDR ); return; } #endif /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_base_name[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_base, l_gp_reg_base_name, 3 ); char l_instr_name[16]; libxsmm_get_x86_instr_name( i_vmove_instr, l_instr_name, 15 ); if ( (i_instruction_set == LIBXSMM_X86_AVX512) && (i_use_masking != 0) ) { /* build vmovpd/ps/sd/ss instruction, load use */ if ( i_is_store == 0 ) { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s), %%%%%cmm%i%%{%%%%k%i%%}%%{z%%}\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0, LIBXSMM_X86_IMCI_AVX512_MASK ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s), %%%cmm%i{%%k%i}{z}\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0, LIBXSMM_X86_IMCI_AVX512_MASK ); } } else { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %%%%%cmm%i, %i(%%%%%s)%%{%%%%k%i%%}\\n\\t\"\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name, LIBXSMM_X86_IMCI_AVX512_MASK ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %%%cmm%i, %i(%%%s){%%k%i}\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name, LIBXSMM_X86_IMCI_AVX512_MASK ); } } } else if ( (i_instruction_set == LIBXSMM_X86_IMCI) && (i_use_masking != 0) ) { /* build vmovpd/ps/sd/ss instruction, load use */ if ( i_is_store == 0 ) { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s), %%%%%cmm%i%%{%%%%k%i%%}\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0, LIBXSMM_X86_IMCI_AVX512_MASK ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s), %%%cmm%i{%%k%i}\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0, LIBXSMM_X86_IMCI_AVX512_MASK ); } } else { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %%%%%cmm%i, %i(%%%%%s)%%{%%%%k%i%%}\\n\\t\"\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name, LIBXSMM_X86_IMCI_AVX512_MASK ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %%%cmm%i, %i(%%%s){%%k%i}\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name, LIBXSMM_X86_IMCI_AVX512_MASK ); } } } else { /* build vmovpd/ps/sd/ss instruction, load use */ if ( i_is_store == 0 ) { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s), %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s), %%%cmm%i\n", l_instr_name, i_displacement, l_gp_reg_base_name, i_vector_name, i_vec_reg_number_0 ); } } else { if ( io_generated_code->code_type == 0 ) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %%%%%cmm%i, %i(%%%%%s)\\n\\t\"\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %%%cmm%i, %i(%%%s)\n", l_instr_name, i_vector_name, i_vec_reg_number_0, i_displacement, l_gp_reg_base_name ); } } } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }
void libxsmm_generator_dense_x86_open_instruction_stream( libxsmm_generated_code* io_generated_code, const libxsmm_gp_reg_mapping* i_gp_reg_mapping, const char* i_arch, const char* i_prefetch) { /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ /* @TODO-GREG: how do we interface here? */ /* this is start of the xGEMM kernel, the registers are in the variables */ } else if ( io_generated_code->code_type == 1 ) { /* @TODO this is currently System V AMD64 RTL(C) ABI only */ char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_name[4]; if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_a ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_A ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_b ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_B ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_c ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_C ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_a_prefetch ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_A_PREF ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_b_prefetch ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_B_PREF ); return; } if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_mloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_mloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " pushq %%%s\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_nloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_nloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " pushq %%%s\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_kloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_kloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " pushq %%%s\n", l_gp_reg_name ); 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, " pushq %rbx\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, " pushq %r12\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, " pushq %r13\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, " pushq %r14\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, " pushq %r15\n" ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_name[4]; /* loading b pointer in assembley */ libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_b, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " __asm__ __volatile__(\"movq %%0, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); /* loading a pointer in assembley */ libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_a, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%1, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); /* loading c pointer in assembley */ libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_c, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%2, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); /* loading b prefetch pointer in assembly */ if ( ( strcmp(i_prefetch, "BL2viaC") == 0 ) || ( strcmp(i_prefetch, "curAL2_BL2viaC") == 0 ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_b_prefetch, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%3, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); /* loading a prefetch pointer in assembly */ } else if ( ( strcmp(i_prefetch, "AL2jpst") == 0 ) || ( strcmp(i_prefetch, "AL2") == 0 ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_a_prefetch, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%3, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); /* loading a and b prefetch pointer in assembly */ } else if ( ( strcmp(i_prefetch, "AL2jpst_BL2viaC") == 0 ) || ( strcmp(i_prefetch, "AL2_BL2viaC") == 0 ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_a_prefetch, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%3, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_b_prefetch, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " \"movq %%4, %%%%%s\\n\\t\"\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } else {} } /* reset loop counters */ libxsmm_instruction_alu_imm( io_generated_code, LIBXSMM_X86_INSTR_MOVQ, i_gp_reg_mapping->gp_reg_mloop, 0 ); libxsmm_instruction_alu_imm( io_generated_code, LIBXSMM_X86_INSTR_MOVQ, i_gp_reg_mapping->gp_reg_nloop, 0 ); libxsmm_instruction_alu_imm( io_generated_code, LIBXSMM_X86_INSTR_MOVQ, i_gp_reg_mapping->gp_reg_kloop, 0 ); }
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 ); }
void libxsmm_generator_dense_x86_close_instruction_stream( libxsmm_generated_code* io_generated_code, const libxsmm_gp_reg_mapping* i_gp_reg_mapping, const char* i_arch, const char* i_prefetch) { /* @TODO add checks in debug mode */ if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ /* @TODO-GREG: how do we interface here? */ /* this is start of the xGEMM kernel, the registers are in the variables */ } else if ( io_generated_code->code_type == 1 ) { /* @TODO this is currently System V AMD64 RTL(C) ABI only */ char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_name[4]; if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_kloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_kloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " popq %%%s\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_nloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_nloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " popq %%%s\n", l_gp_reg_name ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_mloop ) ) { libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_mloop, l_gp_reg_name, 3 ); l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " popq %%%s\n", l_gp_reg_name ); 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, " popq %r15\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, " popq %r14\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, " popq %r13\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, " popq %r12\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, " popq %rbx\n" ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_b_prefetch ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_B_PREF ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_a_prefetch ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_A_PREF ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_c ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_C ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_b ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_B ); return; } if ( libxsmm_check_x86_gp_reg_name_callee_save( i_gp_reg_mapping->gp_reg_a ) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_CALLEE_SAVE_A ); return; } /* @TODO: I don't know if this is the correct placement in the generation process */ l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " retq\n" ); libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } else { char l_new_code[1024]; int l_max_code_length = 1023; int l_code_length = 0; char l_gp_reg_a[4]; char l_gp_reg_b[4]; char l_gp_reg_c[4]; char l_gp_reg_pre_a[4]; char l_gp_reg_pre_b[4]; char l_gp_reg_mloop[4]; char l_gp_reg_nloop[4]; char l_gp_reg_kloop[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_a, l_gp_reg_a, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_b, l_gp_reg_b, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_c, l_gp_reg_c, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_a_prefetch, l_gp_reg_pre_a, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_b_prefetch, l_gp_reg_pre_b, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_mloop, l_gp_reg_mloop, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_nloop, l_gp_reg_nloop, 3 ); libxsmm_get_x86_gp_reg_name( i_gp_reg_mapping->gp_reg_kloop, l_gp_reg_kloop, 3 ); if ( ( strcmp(i_prefetch, "BL2viaC") == 0 ) || ( strcmp(i_prefetch, "curAL2_BL2viaC") == 0 ) ) { if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(B_prefetch) : \"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"xmm0\",\"xmm1\",\"xmm2\",\"xmm3\",\"xmm4\",\"xmm5\",\"xmm6\",\"xmm7\",\"xmm8\",\"xmm9\",\"xmm10\",\"xmm11\",\"xmm12\",\"xmm13\",\"xmm14\",\"xmm15\");\n", l_gp_reg_a, l_gp_reg_b, l_gp_reg_c, l_gp_reg_pre_b, l_gp_reg_mloop, l_gp_reg_nloop, l_gp_reg_kloop); } else { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(B_prefetch) : \"k1\",\"rax\",\"rbx\",\"rcx\",\"rdx\",\"rdi\",\"rsi\",\"r8\",\"r9\",\"r10\",\"r12\",\"r13\",\"r14\",\"r15\",\"zmm0\",\"zmm1\",\"zmm2\",\"zmm3\",\"zmm4\",\"zmm5\",\"zmm6\",\"zmm7\",\"zmm8\",\"zmm9\",\"zmm10\",\"zmm11\",\"zmm12\",\"zmm13\",\"zmm14\",\"zmm15\",\"zmm16\",\"zmm17\",\"zmm18\",\"zmm19\",\"zmm20\",\"zmm21\",\"zmm22\",\"zmm23\",\"zmm24\",\"zmm25\",\"zmm26\",\"zmm27\",\"zmm28\",\"zmm29\",\"zmm30\",\"zmm31\");\n"); } } else if ( ( strcmp(i_prefetch, "AL2jpst") == 0 ) || ( strcmp(i_prefetch, "AL2") == 0 ) ) { if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(A_prefetch) : \"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"xmm0\",\"xmm1\",\"xmm2\",\"xmm3\",\"xmm4\",\"xmm5\",\"xmm6\",\"xmm7\",\"xmm8\",\"xmm9\",\"xmm10\",\"xmm11\",\"xmm12\",\"xmm13\",\"xmm14\",\"xmm15\");\n", l_gp_reg_a, l_gp_reg_b, l_gp_reg_c, l_gp_reg_pre_a, l_gp_reg_mloop, l_gp_reg_nloop, l_gp_reg_kloop); } else { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(A_prefetch) : \"k1\",\"rax\",\"rbx\",\"rcx\",\"rdx\",\"rdi\",\"rsi\",\"r8\",\"r9\",\"r10\",\"r12\",\"r13\",\"r14\",\"r15\",\"zmm0\",\"zmm1\",\"zmm2\",\"zmm3\",\"zmm4\",\"zmm5\",\"zmm6\",\"zmm7\",\"zmm8\",\"zmm9\",\"zmm10\",\"zmm11\",\"zmm12\",\"zmm13\",\"zmm14\",\"zmm15\",\"zmm16\",\"zmm17\",\"zmm18\",\"zmm19\",\"zmm20\",\"zmm21\",\"zmm22\",\"zmm23\",\"zmm24\",\"zmm25\",\"zmm26\",\"zmm27\",\"zmm28\",\"zmm29\",\"zmm30\",\"zmm31\");\n"); } } else if ( ( strcmp(i_prefetch, "AL2jpst_BL2viaC") == 0 ) || ( strcmp(i_prefetch, "AL2_BL2viaC") == 0 ) ) { if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(A_prefetch), \"m\"(B_prefetch) : \"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"xmm0\",\"xmm1\",\"xmm2\",\"xmm3\",\"xmm4\",\"xmm5\",\"xmm6\",\"xmm7\",\"xmm8\",\"xmm9\",\"xmm10\",\"xmm11\",\"xmm12\",\"xmm13\",\"xmm14\",\"xmm15\");\n", l_gp_reg_a, l_gp_reg_b, l_gp_reg_c, l_gp_reg_pre_a, l_gp_reg_pre_b, l_gp_reg_mloop, l_gp_reg_nloop, l_gp_reg_kloop); } else { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C), \"m\"(A_prefetch), \"m\"(B_prefetch) : \"k1\",\"rax\",\"rbx\",\"rcx\",\"rdx\",\"rdi\",\"rsi\",\"r8\",\"r9\",\"r10\",\"r12\",\"r13\",\"r14\",\"r15\",\"zmm0\",\"zmm1\",\"zmm2\",\"zmm3\",\"zmm4\",\"zmm5\",\"zmm6\",\"zmm7\",\"zmm8\",\"zmm9\",\"zmm10\",\"zmm11\",\"zmm12\",\"zmm13\",\"zmm14\",\"zmm15\",\"zmm16\",\"zmm17\",\"zmm18\",\"zmm19\",\"zmm20\",\"zmm21\",\"zmm22\",\"zmm23\",\"zmm24\",\"zmm25\",\"zmm26\",\"zmm27\",\"zmm28\",\"zmm29\",\"zmm30\",\"zmm31\");\n"); } } else { if ( (strcmp(i_arch, "wsm") == 0) || (strcmp(i_arch, "snb") == 0) || (strcmp(i_arch, "hsw") == 0) ) { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C) : \"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"%s\",\"xmm0\",\"xmm1\",\"xmm2\",\"xmm3\",\"xmm4\",\"xmm5\",\"xmm6\",\"xmm7\",\"xmm8\",\"xmm9\",\"xmm10\",\"xmm11\",\"xmm12\",\"xmm13\",\"xmm14\",\"xmm15\");\n", l_gp_reg_a, l_gp_reg_b, l_gp_reg_c, l_gp_reg_mloop, l_gp_reg_nloop, l_gp_reg_kloop); } else { l_code_length = libxsmm_snprintf( l_new_code, l_max_code_length, " : : \"m\"(B), \"m\"(A), \"m\"(C) : \"k1\",\"rax\",\"rbx\",\"rcx\",\"rdx\",\"rdi\",\"rsi\",\"r8\",\"r9\",\"r10\",\"r12\",\"r13\",\"r14\",\"r15\",\"zmm0\",\"zmm1\",\"zmm2\",\"zmm3\",\"zmm4\",\"zmm5\",\"zmm6\",\"zmm7\",\"zmm8\",\"zmm9\",\"zmm10\",\"zmm11\",\"zmm12\",\"zmm13\",\"zmm14\",\"zmm15\",\"zmm16\",\"zmm17\",\"zmm18\",\"zmm19\",\"zmm20\",\"zmm21\",\"zmm22\",\"zmm23\",\"zmm24\",\"zmm25\",\"zmm26\",\"zmm27\",\"zmm28\",\"zmm29\",\"zmm30\",\"zmm31\");\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_instruction_vec_compute_mem( libxsmm_generated_code* io_generated_code, const unsigned int i_instruction_set, const unsigned int i_vec_instr, const unsigned int i_use_broadcast, const unsigned int i_gp_reg_base, const unsigned int i_gp_reg_idx, const unsigned int i_scale, const int i_displacement, const char i_vector_name, const unsigned int i_vec_reg_number_0, const unsigned int i_vec_reg_number_1 ) { /* @TODO add checks in debug mode */ if ( (i_instruction_set != LIBXSMM_X86_IMCI) && (i_instruction_set != LIBXSMM_X86_AVX512) && (i_use_broadcast != 0) ) { libxsmm_handle_error( io_generated_code, LIBXSMM_ERR_NO_IMCI_AVX512_BCAST ); return; } if ( io_generated_code->code_type > 1 ) { /* @TODO-GREG call encoding here */ } else { char l_new_code[512]; int l_max_code_length = 511; int l_code_length = 0; char l_gp_reg_base[4]; char l_gp_reg_idx[4]; libxsmm_get_x86_gp_reg_name( i_gp_reg_base, l_gp_reg_base, 3 ); char l_instr_name[16]; libxsmm_get_x86_instr_name( i_vec_instr, l_instr_name, 15 ); char l_broadcast[8]; unsigned int l_single_precision = libxsmm_is_x86_vec_instr_single_precision( i_vec_instr ); if (l_single_precision == 0) { libxsmm_snprintf( l_broadcast, 7, "1to8" ); } else { libxsmm_snprintf( l_broadcast, 7, "1to16" ); } /* build vXYZpd/ps/sd/ss instruction pure register use*/ if ( i_gp_reg_idx == LIBXSMM_X86_GP_REG_UNDEF ) { if ( io_generated_code->code_type == 0 ) { if (i_use_broadcast != 0) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s)%%{%s%%}, %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base, l_broadcast, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s), %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } } else { if (i_use_broadcast != 0) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s){%s}, %%%cmm%i, %%%cmm%i\n", l_instr_name, i_displacement, l_gp_reg_base, l_broadcast, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s), %%%cmm%i, %%%cmm%i\n", l_instr_name, i_displacement, l_gp_reg_base, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } } } else { libxsmm_get_x86_gp_reg_name( i_gp_reg_idx, l_gp_reg_idx, 3 ); if ( io_generated_code->code_type == 0 ) { if (i_use_broadcast != 0) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s,%%%%%s,%i)%%{%s%%}, %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base, l_gp_reg_idx, i_scale, l_broadcast, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " \"%s %i(%%%%%s,%%%%%s,%i), %%%%%cmm%i, %%%%%cmm%i\\n\\t\"\n", l_instr_name, i_displacement, l_gp_reg_base, l_gp_reg_idx, i_scale, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } } else { if (i_use_broadcast != 0) { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s,%%%s,%i){%s}, %%%cmm%i, %%%cmm%i\n", l_instr_name, i_displacement, l_gp_reg_base, l_gp_reg_idx, i_scale, l_broadcast, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } else { l_code_length = libxsmm_snprintf(l_new_code, l_max_code_length, " %s %i(%%%s,%%%s,%i), %%%cmm%i, %%%cmm%i\n", l_instr_name, i_displacement, l_gp_reg_base, l_gp_reg_idx, i_scale, i_vector_name, i_vec_reg_number_0, i_vector_name, i_vec_reg_number_1 ); } } } libxsmm_append_code_as_string( io_generated_code, l_new_code, l_code_length ); } }