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//------------------------------------------------------------------------------
// GraphBLAS/Demo/Program/wildtype_demo: an arbitrary user-defined type
//------------------------------------------------------------------------------
// SuiteSparse:GraphBLAS, Timothy A. Davis, (c) 2017-2025, All Rights Reserved.
// SPDX-License-Identifier: Apache-2.0
//------------------------------------------------------------------------------
#include "graphblas_demos.h"
//------------------------------------------------------------------------------
// the wildtype
//------------------------------------------------------------------------------
// Each "scalar" entry of this type consists of a 4x4 matrix and a string of
// length 64.
typedef struct
{
double stuff [4][4] ;
char whatstuff [64] ;
}
wildtype ; // C version of wildtype
// repeat the typedef as a string, to give to GraphBLAS
#define WILDTYPE_DEFN \
"typedef struct " \
"{ " \
"double stuff [4][4] ; " \
"char whatstuff [64] ; " \
"} " \
"wildtype ;"
GrB_Type WildType ; // GraphBLAS version of wildtype
//------------------------------------------------------------------------------
// wildtype_print: print a "scalar" value of wildtype
//------------------------------------------------------------------------------
void wildtype_print (const wildtype *x, const char *name)
{
printf ("\na wildtype scalar: %s [%s]\n", name, x->whatstuff) ;
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
printf ("%10.1f ", x->stuff [i][j]) ;
}
printf ("\n") ;
}
}
//------------------------------------------------------------------------------
// wildtype_print_matrix: print a matrix of wildtype scalars
//------------------------------------------------------------------------------
// This examines each entry of A, which is costly if A is very large. A better
// method would extract all the tuples via GrB_Matrix_extractTuples, and then
// to print those, or to use the GxB_*print methods. This function is just to
// illustrate the GrB_Matrix_extractElement_UDT method.
void wildtype_print_matrix (GrB_Matrix A, char *name)
{
printf ("\nPrinting the matrix with GxB_Matrix_fprint:\n") ;
GxB_Matrix_fprint (A, name, GxB_COMPLETE, stdout) ;
char typename [256] ;
size_t len = 0 ;
GrB_Matrix_get_SIZE (A, &len, GrB_EL_TYPE_STRING) ;
typename [0] = '\0' ;
if (len < 256)
{
GrB_Matrix_get_String (A, typename, GrB_EL_TYPE_STRING) ;
}
printf ("matrix type given name: [%s]\n", typename) ;
if (strcmp (typename, "WildType") != 0)
{
printf ("\nThe matrix %s is not wild enough to print.\n", name) ;
return ;
}
GrB_Index nvals, nrows, ncols ;
GrB_Matrix_nvals (&nvals, A) ;
GrB_Matrix_nrows (&nrows, A) ;
GrB_Matrix_ncols (&ncols, A) ;
printf ("\n============= printing the WildType matrix: %s (%d-by-%d"
" with %d entries)\n", name, (int) nrows, (int) ncols, (int) nvals) ;
for (int i = 0 ; i < (int) nrows ; i++)
{
for (int j = 0 ; j < (int) ncols ; j++)
{
wildtype scalar ;
GrB_Info info = GrB_Matrix_extractElement_UDT (&scalar, A, i, j) ;
if (info == GrB_SUCCESS)
{
printf ("\n----------- %s(%d,%d):\n", name, i, j) ;
wildtype_print (&scalar, "") ;
}
}
}
printf ("\n============= that was the WildType matrix %s\n", name) ;
}
//------------------------------------------------------------------------------
// add two wildtype "scalars"
//------------------------------------------------------------------------------
// strcpy is not available for use in a GPU kernel, so a while loop is used.
void wildadd (wildtype *z, const wildtype *x, const wildtype *y)
{
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
z->stuff [i][j] = x->stuff [i][j] + y->stuff [i][j] ;
}
}
const char *psrc = "this was added" ;
char *pdst = z->whatstuff ;
while ((*pdst++ = *psrc++)) ;
}
// The newlines (\n) in the definition below are optional. They just make
// GxB_print output readable. This example defines wildadd as either a
// macro or as a function.
#define WILDADD_DEFN \
"void wildadd (wildtype *z, const wildtype *x, const wildtype *y) \n" \
"{ \n" \
" for (int i = 0 ; i < 4 ; i++) \n" \
" { \n" \
" for (int j = 0 ; j < 4 ; j++) \n" \
" { \n" \
" z->stuff [i][j] = x->stuff [i][j] + y->stuff [i][j] ; \n" \
" } \n" \
" } \n" \
" const char *psrc = \"this was added\" ; \n" \
" char *pdst = z->whatstuff ; \n" \
" while ((*pdst++ = *psrc++)) ; \n" \
"}"
//------------------------------------------------------------------------------
// multiply two wildtypes "scalars"
//------------------------------------------------------------------------------
void wildmult (wildtype *z, const wildtype *x, const wildtype *y)
{
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
z->stuff [i][j] = 0 ;
for (int k = 0 ; k < 4 ; k++)
{
z->stuff [i][j] += (x->stuff [i][k] * y->stuff [k][j]) ;
}
}
}
const char *psrc = "this was multiplied" ;
char *pdst = z->whatstuff ;
while ((*pdst++ = *psrc++)) ;
}
#define WILDMULT_DEFN \
"void wildmult (wildtype *z, const wildtype *x, const wildtype *y) \n" \
"{ \n" \
" for (int i = 0 ; i < 4 ; i++) \n" \
" { \n" \
" for (int j = 0 ; j < 4 ; j++) \n" \
" { \n" \
" z->stuff [i][j] = 0 ; \n" \
" for (int k = 0 ; k < 4 ; k++) \n" \
" { \n" \
" z->stuff [i][j] += (x->stuff [i][k] * y->stuff [k][j]) ;\n" \
" } \n" \
" } \n" \
" } \n" \
" const char *psrc = \"this was multiplied\" ; \n" \
" char *pdst = z->whatstuff ; \n" \
" while ((*pdst++ = *psrc++)) ; \n" \
"}"
//------------------------------------------------------------------------------
// get_global_string: safely get a string from GraphBLAS
//------------------------------------------------------------------------------
// If the string is too long to fit in str [0:maxlen-1], then it is not
// retrieved from GraphBLAS. In this case, str is returned as empty. An
// alternative is to reallocate str as length len, which is enough for the
// call got GrB_Global_get_String.
void get_global_string (char *str, size_t maxlen, int option)
{
str [0] = '\0' ;
size_t len = 0 ;
GrB_Global_get_SIZE (GrB_GLOBAL, &len, option) ;
if (len <= maxlen)
{
GrB_Global_get_String (GrB_GLOBAL, str, option) ;
}
}
//------------------------------------------------------------------------------
// wildtype main program
//------------------------------------------------------------------------------
#define LINE \
"--------------------------------------------------------\n"
int main (void)
{
// start GraphBLAS
GrB_init (GrB_NONBLOCKING) ;
GrB_Global_set_INT32 (GrB_GLOBAL, true, GxB_BURBLE) ;
int nthreads ;
GrB_Global_get_INT32 (GrB_GLOBAL, &nthreads, GxB_GLOBAL_NTHREADS) ;
fprintf (stderr, "\n" LINE "wildtype_demo: nthreads: %d\n", nthreads ) ;
#define STRLEN 5000
char str [STRLEN+1] ;
get_global_string (str, STRLEN, GxB_LIBRARY_NAME) ;
fprintf (stderr, LINE "%s ", str) ;
int vmajor, vminor, vpatch ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vmajor, GrB_LIBRARY_VER_MAJOR) ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vminor, GrB_LIBRARY_VER_MINOR) ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vpatch, GrB_LIBRARY_VER_PATCH) ;
fprintf (stderr, "Version %d.%d.%d, ", vmajor, vminor, vpatch) ;
get_global_string (str, STRLEN, GxB_LIBRARY_DATE) ;
fprintf (stderr, "%s\n" LINE, str) ;
get_global_string (str, STRLEN, GxB_LIBRARY_ABOUT) ;
fprintf (stderr, "%s", str) ;
get_global_string (str, STRLEN, GxB_LIBRARY_URL) ;
fprintf (stderr, "(%s)\n" LINE, str) ;
get_global_string (str, STRLEN, GxB_LIBRARY_LICENSE) ;
fprintf (stderr, "License:\n%s" LINE, str) ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vmajor, GrB_API_VER_MAJOR) ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vminor, GrB_API_VER_MINOR) ;
GrB_Global_get_INT32 (GrB_GLOBAL, &vpatch, GrB_API_VER_PATCH) ;
fprintf (stderr, "GraphBLAS API Version %d.%d.%d", vmajor, vminor, vpatch) ;
get_global_string (str, STRLEN, GxB_API_DATE) ;
fprintf (stderr, ", %s ", str) ;
get_global_string (str, STRLEN, GxB_API_URL) ;
fprintf (stderr, "(%s)\n", str) ;
get_global_string (str, STRLEN, GxB_API_ABOUT) ;
fprintf (stderr, "%s" LINE, str) ;
get_global_string (str, STRLEN, GxB_LIBRARY_COMPILE_DATE) ;
fprintf (stderr, "compiled: %s", str) ;
get_global_string (str, STRLEN, GxB_LIBRARY_COMPILE_TIME) ;
fprintf (stderr, " %s\n", str) ;
GrB_Scalar Hyper ;
GrB_Scalar_new (&Hyper, GrB_FP64) ;
GrB_Global_get_Scalar (GrB_GLOBAL, Hyper, GxB_HYPER_SWITCH) ;
double hyper_switch ;
GrB_Scalar_extractElement_FP64 (&hyper_switch, Hyper) ;
fprintf (stderr, "hyper switch: %g\n", hyper_switch) ;
int format ;
GrB_Global_get_INT32 (GrB_GLOBAL, &format, GrB_STORAGE_ORIENTATION_HINT) ;
fprintf (stderr, "format: %s\n", (format == GrB_ROWMAJOR) ? "CSR" : "CSC") ;
int mode ;
GrB_Global_get_INT32 (GrB_GLOBAL, &mode, GrB_BLOCKING_MODE) ;
fprintf (stderr, "mode: %s\n", (mode == GrB_BLOCKING) ?
"blocking" : "non-blocking") ;
int nthreads_max ;
GrB_Global_get_INT32 (GrB_GLOBAL, &nthreads_max, GxB_GLOBAL_NTHREADS) ;
fprintf (stderr, "max # of threads used internally: %d\n", nthreads_max) ;
// create the WildType
GxB_Type_new (&WildType, sizeof (wildtype), "wildtype", WILDTYPE_DEFN) ;
GxB_Type_fprint (WildType, "WildType", GxB_COMPLETE, stdout) ;
GrB_Type_set_String (WildType, "WildType", GrB_NAME) ;
// get its properties
size_t s ;
GrB_Type_get_SIZE (WildType, &s, GrB_SIZE) ;
printf ("WildType size: %d\n", (int) s) ;
GxB_Type_fprint (WildType, "WildType", GxB_COMPLETE, stdout) ;
// create a 10-by-10 WildType matrix, each entry is a 'scalar' WildType
GrB_Matrix A ;
GrB_Matrix_new (&A, WildType, 10, 10) ;
wildtype scalar1, scalar2 ;
memset (&scalar1, 0, sizeof (wildtype)) ;
memset (&scalar2, 0, sizeof (wildtype)) ;
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
scalar1.stuff [i][j] = 100*i + j ;
}
}
strcpy (scalar1.whatstuff, "this is from scalar1") ;
wildtype_print (&scalar1, "scalar1") ;
// A(2,7) = scalar1
strcpy (scalar1.whatstuff, "this is A(2,7)") ;
GrB_Matrix_setElement_UDT (A, &scalar1, 2, 7) ;
// A(3,7) = scalar1 modified
scalar1.stuff [2][3] = 909 ;
strcpy (scalar1.whatstuff, "this is A(3,7)") ;
GrB_Matrix_setElement_UDT (A, &scalar1, 3, 7) ;
// A(2,4) = scalar1 modified again
scalar1.stuff [3][3] = 42 ;
strcpy (scalar1.whatstuff, "this is A(2,4)") ;
GrB_Matrix_setElement_UDT (A, &scalar1, 2, 4) ;
// C = A'
GrB_Matrix C ;
GrB_Matrix_new (&C, WildType, 10, 10) ;
GrB_transpose (C, NULL, NULL, A, NULL) ;
// scalar2 = C(7,2)
GrB_Info info = GrB_Matrix_extractElement_UDT (&scalar2, C, 7, 2) ;
if (info == GrB_SUCCESS)
{
wildtype_print (&scalar2, "got scalar2 = C(7,2)") ;
}
strcpy (scalar2.whatstuff, "here is scalar2") ;
// create the WildAdd operator
GrB_BinaryOp WildAdd ;
GxB_BinaryOp_new (&WildAdd,
(GxB_binary_function) wildadd, WildType, WildType, WildType,
"wildadd", WILDADD_DEFN) ;
GxB_BinaryOp_fprint (WildAdd, "WildAdd", GxB_COMPLETE, stdout) ;
// create the WildMult operator
GrB_BinaryOp WildMult ;
GxB_BinaryOp_new (&WildMult,
(GxB_binary_function) wildmult, WildType, WildType, WildType,
"wildmult", WILDMULT_DEFN) ;
GxB_BinaryOp_fprint (WildMult, "WildMult", GxB_COMPLETE, stdout) ;
// create a matrix B with B (7,2) = scalar2
GrB_Matrix B ;
GrB_Matrix_new (&B, WildType, 10, 10) ;
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
scalar2.stuff [i][j] = (double) (j - i) + 0.5 ;
}
}
wildtype_print (&scalar2, "scalar2") ;
// B(7,2) = scalar2
strcpy (scalar2.whatstuff, "this is B(7,2)") ;
GrB_Matrix_setElement_UDT (B, &scalar2, 7, 2) ;
// B(7,5) = scalar2 modified
scalar2.stuff [0][0] = -1 ;
strcpy (scalar2.whatstuff, "here is B(7,5)") ;
GrB_Matrix_setElement_UDT (B, &scalar2, 7, 5) ;
// B(4,2) = scalar2 changed
scalar2.stuff [0][3] = 77 ;
strcpy (scalar2.whatstuff, "finally, B(4,2)") ;
GrB_Matrix_setElement_UDT (B, &scalar2, 4, 2) ;
// create the WildAdder monoid
GrB_Monoid WildAdder ;
wildtype scalar_identity ;
memset (&scalar_identity, 0, sizeof (wildtype)) ;
for (int i = 0 ; i < 4 ; i++)
{
for (int j = 0 ; j < 4 ; j++)
{
scalar_identity.stuff [i][j] = 0 ;
}
}
strcpy (scalar_identity.whatstuff, "identity") ;
wildtype_print (&scalar_identity, "scalar_identity for the monoid") ;
GrB_Monoid_new_UDT (&WildAdder, WildAdd, &scalar_identity) ;
// create and print the InTheWild semiring
GrB_Semiring InTheWild ;
GrB_Semiring_new (&InTheWild, WildAdder, WildMult) ;
GxB_Semiring_fprint (InTheWild, "InTheWild", GxB_COMPLETE, stdout) ;
printf ("\nmultiplication C=A*B InTheWild semiring:\n") ;
wildtype_print_matrix (A, "input A") ;
wildtype_print_matrix (B, "input B") ;
// C = A*B
// Since there is no accum operator, this overwrites C with A*B; the old
// content of C is gone.
GrB_mxm (C, NULL, NULL, InTheWild, A, B, NULL) ;
wildtype_print_matrix (C, "output C") ;
// C<M> = C*C'
printf ("\n------ C<M>=C*C'----------------------------------------\n") ;
GrB_Matrix M ;
GrB_Matrix_new (&M, GrB_BOOL, 10, 10) ;
GrB_Matrix_setElement_BOOL (M, true, 2, 2) ;
GrB_Matrix_setElement_BOOL (M, true, 2, 3) ;
GrB_Matrix_setElement_BOOL (M, true, 3, 2) ;
GrB_Matrix_setElement_BOOL (M, true, 3, 3) ;
printf ("\nThe mask matrix M:\n") ;
GxB_Matrix_fprint (M, "M", GxB_COMPLETE, stdout) ;
// GrB_Global_set_INT32 (GrB_GLOBAL, true, GxB_BURBLE) ;
GrB_mxm (C, M, NULL, InTheWild, C, C, GrB_DESC_RST1) ;
wildtype_print_matrix (C, "output C") ;
// reduce C to a scalar using the WildAdder monoid
wildtype sum ;
memset (&sum, 0, sizeof (wildtype)) ;
GrB_Matrix_reduce_UDT (&sum, NULL, WildAdder, C, NULL) ;
wildtype_print (&sum, "sum (first time)") ;
// again, to test the JIT lookup
memset (&sum, 0, sizeof (wildtype)) ;
GrB_Matrix_reduce_UDT (&sum, NULL, WildAdder, C, NULL) ;
wildtype_print (&sum, "sum (again)") ;
// GrB_Global_set_INT32 (GrB_GLOBAL, false, GxB_BURBLE) ;
// set C to column-oriented format
GrB_Matrix_set_INT32 (C, GrB_COLMAJOR, GrB_STORAGE_ORIENTATION_HINT) ;
printf ("\nC is now stored by column, but it looks just the same to the\n"
"GraphBLAS user application. The difference is opaque, in the\n"
"internal data structure.\n") ;
wildtype_print_matrix (C, "output C") ;
// create a non-wild matrix D and try to print it
GrB_Matrix D ;
GrB_Matrix_new (&D, GrB_FP32, 10, 10) ;
wildtype_print_matrix (D, "D") ;
// apply some positional operators
GrB_Matrix E ;
GrB_Matrix_new (&E, GrB_INT64, 10, 10) ;
GrB_Matrix_apply (E, NULL, NULL, GxB_POSITIONI_INT64, A, NULL) ;
GxB_Matrix_fprint (E, "E (positional i)", GxB_COMPLETE, NULL) ;
GrB_Matrix_apply (E, NULL, NULL, GxB_POSITIONJ_INT64, A, NULL) ;
GxB_Matrix_fprint (E, "E (positional j)", GxB_COMPLETE, NULL) ;
// do something invalid
info = GrB_Matrix_eWiseAdd_BinaryOp (C, NULL, NULL, WildAdd, A, D, NULL) ;
if (info != GrB_SUCCESS)
{
const char *s ;
GrB_Matrix_error (&s, C) ;
printf ("\nThis is supposed to fail, as a demo of GrB_error:\n%s\n", s);
}
// free everyting
GrB_Matrix_free (&C) ;
GrB_Matrix_free (&A) ;
GrB_Matrix_free (&B) ;
GrB_Matrix_free (&D) ;
GrB_Matrix_free (&E) ;
GrB_Matrix_free (&M) ;
GrB_Semiring_free (&InTheWild) ;
GrB_Monoid_free (&WildAdder) ;
GrB_BinaryOp_free (&WildAdd) ;
GrB_BinaryOp_free (&WildMult) ;
GrB_Type_free (&WildType) ;
GrB_finalize ( ) ;
fprintf (stderr, "\n" LINE) ;
}
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