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#include <string.h>
#include "pdp_matrix.h"
#include "pdp_packet.h"
#include "pdp_symbol.h"
#include "pdp_internals.h" // for pdp_packet_new, which is not a proper constructor
#include "pdp_post.h"
#include "pdp_type.h"
/* the class object */
static t_pdp_class *matrix_class;
/* declare header and subheader variables and exit with errval if invalid */
#define VALID_MATRIX_HEADER(packet, header, subheader, mtype, errval) \
t_pdp * header = pdp_packet_header( packet ); \
t_matrix * subheader = (t_matrix *)pdp_packet_subheader( packet ); \
if (! header ) return errval; \
if (PDP_MATRIX != header->type) return errval; \
if (mtype) {if (subheader->type != mtype) return errval;}
int pdp_packet_matrix_isvalid(int p)
{
VALID_MATRIX_HEADER(p, h, m, 0, 0);
return 1;
}
void *pdp_packet_matrix_get_gsl_matrix(int p, u32 type)
{
VALID_MATRIX_HEADER(p, h, m, type, 0);
return &m->matrix;
}
void *pdp_packet_matrix_get_gsl_vector(int p, u32 type)
{
VALID_MATRIX_HEADER(p, h, m, type, 0);
return &m->vector;
}
int pdp_packet_matrix_get_type(int p)
{
VALID_MATRIX_HEADER(p, h, m, 0, 0);
return m->type;
}
int pdp_packet_matrix_isvector(int p)
{
VALID_MATRIX_HEADER(p, h, m, 0, 0);
return ((m->rows == 1) || (m->columns == 1));
}
int pdp_packet_matrix_ismatrix(int p)
{
VALID_MATRIX_HEADER(p, h, m, 0, 0);
return ((m->rows != 1) && (m->columns != 1));
}
/* gsl blas matrix/vector multiplication:
vector.vector
(const gsl_vector * x, const gsl_vector * y, double * result)
gsl_blas_sdot
gsl_blas_ddot
gsl_blas_cdot
gsl_blas_zdot
gsl_blas_cdotu
gsl_blas_zdotu
matrix.vector
(
CBLAS_TRANSPOSE_t
TransA,
double alpha,
const gsl_matrix * A,
const gsl_vector * x,
double beta,
gsl_vector * y
)
gsl_blas_sgemv
gsl_blas_dgemv
gsl_blas_cgemv
gsl_blas_zgemv
matrix.matrix
(
CBLAS_TRANSPOSE_t TransA,
CBLAS_TRANSPOSE_t TransB,
double alpha,
const gsl_matrix * A,
const gsl_matrix * B,
double beta,
gsl_matrix * C
)
gsl_blas_sgemm
gsl_blas_dgemm
gsl_blas_cgemm
gsl_blas_zgemm
*/
/* compute the matrix inverse using the LU decomposition */
/* it only works for double real/complex */
int pdp_packet_matrix_LU_to_inverse(int p)
{
int new_p;
u32 n;
int type = pdp_packet_matrix_get_type(p);
t_matrix *sheader = (t_matrix *)pdp_packet_subheader(p);
gsl_matrix *m = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(p, type);
gsl_matrix *im;
if (!m) return -1;
n = m->gsl_rows;
if (n != m->gsl_columns) return -1;
new_p = pdp_packet_new_matrix(n, n, type);
if (-1 == new_p) return -1;
im = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(new_p, type);
switch(type){
case PDP_MATRIX_TYPE_RDOUBLE:
gsl_linalg_LU_invert (m, &sheader->perm, im); break;
case PDP_MATRIX_TYPE_CDOUBLE:
gsl_linalg_complex_LU_invert ((gsl_matrix_complex *)m, &sheader->perm, (gsl_matrix_complex *)im); break;
default:
pdp_packet_mark_unused(new_p);
new_p = -1;
}
return new_p;
}
/* compute the LU decomposition of a square matrix */
/* it only works for double real/complex */
int pdp_packet_matrix_LU(int p)
{
int p_LU, bytes;
u32 n;
int type = pdp_packet_matrix_get_type(p);
t_matrix *sh_m_LU;
t_matrix *sh_m = (t_matrix *)pdp_packet_subheader(p);
gsl_matrix *m = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(p, type);
gsl_matrix *m_LU;
if (!m) return -1;
n = m->gsl_rows;
if (n != m->gsl_columns) return -1;
p_LU = pdp_packet_new_matrix(n, n, type);
if (-1 == p_LU) return -1;
sh_m_LU = (t_matrix *)pdp_packet_subheader(p_LU);
m_LU = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(p_LU, type);
/* copy matrix data: move this to copy method */
memcpy(pdp_packet_data(p_LU), pdp_packet_data(p), sh_m->block.size);
switch(type){
case PDP_MATRIX_TYPE_RDOUBLE:
gsl_linalg_LU_decomp (m_LU, &sh_m_LU->perm, &sh_m_LU->signum); break;
case PDP_MATRIX_TYPE_CDOUBLE:
gsl_linalg_complex_LU_decomp ((gsl_matrix_complex *)m_LU, &sh_m_LU->perm, &sh_m_LU->signum); break;
default:
pdp_packet_mark_unused(p_LU);
p_LU = -1;
}
return p_LU;
}
int pdp_packet_matrix_LU_solve(int p_matrix, int p_vector)
{
int type = pdp_packet_matrix_get_type(p_matrix);
int p_result_vector = pdp_packet_clone_rw(p_vector);
gsl_matrix *m = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(p_matrix, type);
gsl_vector *v = (gsl_vector *)pdp_packet_matrix_get_gsl_vector(p_vector, type);
gsl_vector *rv = (gsl_vector *)pdp_packet_matrix_get_gsl_vector(p_result_vector, type);
t_matrix *sh_m = (t_matrix *)pdp_packet_subheader(p_matrix);
if (!(m && v && rv)) goto error;
switch(type){
case PDP_MATRIX_TYPE_RDOUBLE:
if (gsl_linalg_LU_solve (m, &sh_m->perm, v, rv)) goto error; break;
case PDP_MATRIX_TYPE_CDOUBLE:
if(gsl_linalg_complex_LU_solve ((gsl_matrix_complex*)m, &sh_m->perm,
(gsl_vector_complex *)v, (gsl_vector_complex *)rv)) goto error; break;
default:
goto error;
}
return p_result_vector;
error:
pdp_packet_mark_unused(p_result_vector);
//post("error");
return -1;
}
/* matrix matrix mul: C is defining type
returns 0 on success */
int pdp_packet_matrix_blas_mm
(
CBLAS_TRANSPOSE_t TransA,
CBLAS_TRANSPOSE_t TransB,
int pA,
int pB,
int pC,
float scale_r,
float scale_i
)
{
gsl_complex_float cf_scale = {{scale_r, scale_i}};
gsl_complex cd_scale = {{(double)scale_r, (double)scale_i}};
gsl_complex_float cf_one = {{1.0f, 0.0f}};
gsl_complex cd_one = {{1.0, 0.0}};
gsl_matrix *mA, *mB, *mC;
int type;
type = pdp_packet_matrix_get_type(pC);
mA = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pA,type);
mB = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pB,type);
mC = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pC,type);
if (!(mA && mB)) return 1;
switch(type){
case PDP_MATRIX_TYPE_RFLOAT:
return gsl_blas_sgemm(TransA, TransB, scale_r, (gsl_matrix_float *)mA,
(gsl_matrix_float *)mB, 1.0f, (gsl_matrix_float *)mC);
case PDP_MATRIX_TYPE_RDOUBLE:
return gsl_blas_dgemm(TransA, TransB, (double)scale_r, (gsl_matrix *)mA,
(gsl_matrix *)mB, 1.0, (gsl_matrix *)mC);
case PDP_MATRIX_TYPE_CFLOAT:
return gsl_blas_cgemm(TransA, TransB, cf_scale, (gsl_matrix_complex_float *)mA,
(gsl_matrix_complex_float *)mB, cf_one, (gsl_matrix_complex_float *)mC);
case PDP_MATRIX_TYPE_CDOUBLE:
return gsl_blas_zgemm(TransA, TransB, cd_scale, (gsl_matrix_complex *)mA,
(gsl_matrix_complex *)mB, cd_one, (gsl_matrix_complex *)mC);
default:
return 0;
}
}
/* matrix vector mul: C is defining type
returns 0 on success */
int pdp_packet_matrix_blas_mv
(
CBLAS_TRANSPOSE_t TransA,
int pA,
int pb,
int pc,
float scale_r,
float scale_i
)
{
gsl_complex_float cf_scale = {{scale_r, scale_i}};
gsl_complex cd_scale = {{(double)scale_r, (double)scale_i}};
gsl_complex_float cf_one = {{1.0f, 0.0f}};
gsl_complex cd_one = {{1.0, 0.0}};
gsl_matrix *mA;
gsl_vector *vb, *vc;
int type;
type = pdp_packet_matrix_get_type(pA);
mA = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pA,type);
vb = (gsl_vector *)pdp_packet_matrix_get_gsl_vector(pb,type);
vc = (gsl_vector *)pdp_packet_matrix_get_gsl_vector(pc,type);
if (!(vb && vc)) return 1;
switch(type){
case PDP_MATRIX_TYPE_RFLOAT:
return gsl_blas_sgemv(TransA, scale_r, (gsl_matrix_float *)mA,
(gsl_vector_float *)vb, 1.0f, (gsl_vector_float *)vc);
case PDP_MATRIX_TYPE_RDOUBLE:
return gsl_blas_dgemv(TransA, (double)scale_r, (gsl_matrix *)mA,
(gsl_vector *)vb, 1.0, (gsl_vector *)vc);
case PDP_MATRIX_TYPE_CFLOAT:
return gsl_blas_cgemv(TransA, cf_scale, (gsl_matrix_complex_float *)mA,
(gsl_vector_complex_float *)vb, cf_one, (gsl_vector_complex_float *)vc);
case PDP_MATRIX_TYPE_CDOUBLE:
return gsl_blas_zgemv(TransA, cd_scale, (gsl_matrix_complex *)mA,
(gsl_vector_complex *)vb, cd_one, (gsl_vector_complex *)vc);
default:
return 0;
}
}
t_pdp_symbol *_pdp_matrix_get_description(t_pdp *header)
{
t_matrix *m = (t_matrix *)(&header->info.raw);
char description[100];
char *c = description;
int encoding;
if (!header) return pdp_gensym("invalid");
else if (!header->desc){
/* if description is not defined, try to reconstruct it (for backwards compat) */
if (header->type == PDP_MATRIX){
c += sprintf(c, "matrix");
switch(m->type){
case PDP_MATRIX_TYPE_RFLOAT: c += sprintf(c, "/float/real"); break;
case PDP_MATRIX_TYPE_CFLOAT: c += sprintf(c, "/float/complex"); break;
case PDP_MATRIX_TYPE_RDOUBLE: c += sprintf(c, "/double/real"); break;
case PDP_MATRIX_TYPE_CDOUBLE: c += sprintf(c, "/double/complex"); break;
default:
c += sprintf(c, "/unknown"); goto exit;
}
c += sprintf(c, "/%dx%d", (int)m->rows, (int)m->columns);
exit:
return pdp_gensym(description);
}
else return pdp_gensym("unknown");
}
else return header->desc;
}
static void _pdp_matrix_copy(t_pdp *dst, t_pdp *src);
static void _pdp_matrix_clone(t_pdp *dst, t_pdp *src);
static void _pdp_matrix_reinit(t_pdp *dst);
static void _pdp_matrix_cleanup(t_pdp *dst);
static size_t _pdp_matrix_mdata_byte_size(u32 rows, u32 columns, u32 type)
{
size_t dsize = rows * columns;
switch (type){
case PDP_MATRIX_TYPE_RFLOAT: dsize *= sizeof(float); break;
case PDP_MATRIX_TYPE_CFLOAT: dsize *= 2*sizeof(float); break;
case PDP_MATRIX_TYPE_RDOUBLE: dsize *= sizeof(double); break;
case PDP_MATRIX_TYPE_CDOUBLE: dsize *= 2*sizeof(double); break;
default: dsize = 0;
}
return dsize;
}
static size_t _pdp_matrix_pdata_vector_size(u32 rows, u32 columns)
{
return (rows>columns ? rows : columns);
}
static void _pdp_matrix_init(t_pdp *dst, u32 rows, u32 columns, u32 type)
{
int i;
t_matrix *m = (t_matrix *)(&dst->info.raw);
void *d = ((void *)dst) + PDP_HEADER_SIZE;
int matrix_bytesize = _pdp_matrix_mdata_byte_size(rows, columns, type);
int permsize = _pdp_matrix_pdata_vector_size(rows, columns);
/* set meta data */
m->type = type;
m->rows = rows;
m->columns = columns;
/* set the block data */
m->block.size = matrix_bytesize;
m->block.data = (double *)d;
/* set the vector view */
m->vector.size = (1==columns) ? rows : columns;
m->vector.stride = 1;
m->vector.data = (double *)d;
m->vector.block = &m->block;
m->vector.owner = 0;
/* set the matrix view */
m->matrix.gsl_rows = rows;
m->matrix.gsl_columns = columns;
m->matrix.tda = columns;
m->matrix.data = (double *)d;
m->matrix.block = &m->block;
m->matrix.owner = 0;
/* set the permutation object & init */
m->perm.size = permsize;
m->perm.data = (size_t *)(d + matrix_bytesize);
for(i=0; i<permsize; i++) m->perm.data[i] = i;
m->signum = -1;
/* init packet header */
dst->theclass = matrix_class;
dst->desc = _pdp_matrix_get_description(dst);
}
static void _pdp_matrix_clone(t_pdp *dst, t_pdp *src)
{
t_matrix *m = (t_matrix *)(&src->info.raw);
_pdp_matrix_init(dst, m->rows, m->columns, m->type);
}
static void _pdp_matrix_copy(t_pdp *dst, t_pdp *src)
{
_pdp_matrix_clone(dst, src);
memcpy(dst + PDP_HEADER_SIZE, src + PDP_HEADER_SIZE, src->size - PDP_HEADER_SIZE);
//post("matrix copy successful");
}
static void _pdp_matrix_reinit(t_pdp __attribute__((unused)) *dst)
{
/* nothing to do, assuming data is correct */
}
static void _pdp_matrix_cleanup(t_pdp __attribute__((unused)) *dst)
{
/* no extra memory to free */
}
int pdp_packet_new_matrix(u32 rows, u32 columns, u32 type)
{
t_pdp *header;
int dsize, p;
/* compute the blocksize for the matrix data */
/* if 0, something went wrong -> return invalid packet */
if (!(dsize = _pdp_matrix_mdata_byte_size(rows, columns, type))) return -1;
dsize += sizeof(size_t) * _pdp_matrix_pdata_vector_size(rows, columns);
p = pdp_packet_new(PDP_MATRIX, dsize);
if (-1 == p) return -1;
header = pdp_packet_header(p);
_pdp_matrix_init(header, rows, columns, type);
return p;
}
int pdp_packet_new_matrix_product_result(CBLAS_TRANSPOSE_t TransA, CBLAS_TRANSPOSE_t TransB, int pA, int pB)
{
gsl_matrix *mA, *mB;
u32 type = pdp_packet_matrix_get_type(pA);
u32 colA, colB, rowA, rowB;
/* check if A is a matrix */
if (!type) return -1;
mA = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pA, type);
mB = (gsl_matrix *)pdp_packet_matrix_get_gsl_matrix(pB, type);
/* check if A and B are same type */
if (!mB) return -1;
/* get dims A */
if (TransA == CblasNoTrans){
rowA = mA->gsl_rows;
colA = mA->gsl_columns;
}
else {
rowA = mA->gsl_columns;
colA = mA->gsl_rows;
}
/* get dims B */
if (TransB == CblasNoTrans){
rowB = mB->gsl_rows;
colB = mB->gsl_columns;
}
else {
rowB = mB->gsl_columns;
colB = mB->gsl_rows;
}
/* check if sizes are compatible */
if (colA != rowB) return -1;
/* create new packet */
return pdp_packet_new_matrix(rowA, colB, type);
}
void pdp_packet_matrix_setzero(int p)
{
t_matrix *m;
if (!pdp_packet_matrix_isvalid(p)) return;
m = (t_matrix *) pdp_packet_subheader(p);
memset(m->block.data, 0, m->block.size);
}
/* type conversion programs */
static int _pdp_packet_convert_matrix_to_greyimage(int packet, t_pdp_symbol __attribute__((unused)) *dest_template)
{
t_pdp *header = pdp_packet_header(packet);
t_matrix *matrix = (t_matrix *)pdp_packet_subheader(packet);
void *data = pdp_packet_data(packet);
s16 *new_data;
u32 c,r, nbelements;
int new_p;
u32 i;
c = matrix->columns;
r = matrix->rows;
nbelements = c*r;
new_p = pdp_packet_new_image_grey(c,r);
if (-1 == new_p) return -1;
new_data = (s16 *)pdp_packet_data(new_p);
/* convert first channel */
switch(matrix->type){
case PDP_MATRIX_TYPE_RFLOAT:
for (i=0; i<nbelements; i++) (new_data)[i] = (s16)(((float *)data)[i] * (float)0x8000); break;
case PDP_MATRIX_TYPE_CFLOAT: //only copy real channel
for (i=0; i<nbelements; i++) (new_data)[i] = (s16)(((float *)data)[i<<1] * (float)0x8000); break;
case PDP_MATRIX_TYPE_RDOUBLE:
for (i=0; i<nbelements; i++) (new_data)[i] = (s16)(((double *)data)[i] * (float)0x8000); break;
case PDP_MATRIX_TYPE_CDOUBLE: //only copy real channel
for (i=0; i<nbelements; i++) (new_data)[i] = (s16)(((double *)data)[i<<1] * (float)0x8000); break;
default:
pdp_packet_mark_unused(new_p);
new_p = -1;
}
return new_p;
}
static int _pdp_packet_convert_image_to_matrix(int packet, t_pdp_symbol __attribute__((unused)) *dest_template, int type)
{
t_pdp *header = pdp_packet_header(packet);
t_image *image = pdp_packet_image_info(packet);
s16 *data = (s16 *)pdp_packet_data(packet);
void *new_data;
u32 w,h, nbelements;
int new_p;
int encoding = image->encoding;
u32 i;
if (!pdp_packet_image_isvalid(packet)) return -1;
w = image->width;
h = image->height;
nbelements = w*h;
new_p = pdp_packet_new_matrix(h,w, type);
if (-1 == new_p) return -1;
new_data = pdp_packet_data(new_p);
switch (encoding){
case PDP_IMAGE_YV12:
case PDP_IMAGE_GREY:
case PDP_IMAGE_MCHP:
/* convert first channel */
switch(type){
case PDP_MATRIX_TYPE_RFLOAT:
for (i=0; i<nbelements; i++)
((float *)new_data)[i] = ((float)data[i]) * (1.0f / (float)0x8000); break;
case PDP_MATRIX_TYPE_RDOUBLE:
for (i=0; i<nbelements; i++)
((double *)new_data)[i] = ((double)data[i]) * (1.0f / (double)0x8000); break;
case PDP_MATRIX_TYPE_CFLOAT:
for (i=0; i<nbelements; i++){
((float *)new_data)[i*2] = ((float)data[i]) * (1.0f / (float)0x8000);
((float *)new_data)[i*2+1] = 0.0f;
}
break;
case PDP_MATRIX_TYPE_CDOUBLE:
for (i=0; i<nbelements; i++){
((double *)new_data)[i*2] = ((double)data[i]) * (1.0f / (double)0x8000);
((double *)new_data)[i*2+1] = 0.0;
}
break;
default:
pdp_post("_pdp_packet_convert_image_to_matrix: INTERNAL ERROR");
}
break;
default:
pdp_packet_mark_unused(new_p);
new_p = -1;
break;
}
return new_p;
}
static int _pdp_packet_convert_image_to_floatmatrix(int packet, t_pdp_symbol *dest_template){
return _pdp_packet_convert_image_to_matrix(packet, dest_template, PDP_MATRIX_TYPE_RFLOAT);}
static int _pdp_packet_convert_image_to_doublematrix(int packet, t_pdp_symbol *dest_template){
return _pdp_packet_convert_image_to_matrix(packet, dest_template, PDP_MATRIX_TYPE_RDOUBLE);}
static int _pdp_packet_convert_image_to_complexfloatmatrix(int packet, t_pdp_symbol *dest_template){
return _pdp_packet_convert_image_to_matrix(packet, dest_template, PDP_MATRIX_TYPE_CFLOAT);}
static int _pdp_packet_convert_image_to_complexdoublematrix(int packet, t_pdp_symbol *dest_template){
return _pdp_packet_convert_image_to_matrix(packet, dest_template, PDP_MATRIX_TYPE_CDOUBLE);}
static int _pdp_packet_matrix_convert_fallback(int packet, t_pdp_symbol *dest_template)
{
pdp_post("can't convert image type %s to %s",
pdp_packet_get_description(packet)->s_name, dest_template->s_name);
return -1;
}
/* this seems like a nice spot to place a dummy gsl signal handler */
static void _gsl_error_handler (const char __attribute__((unused)) *reason,
const char __attribute__((unused)) *file,
int __attribute__((unused)) line,
int __attribute__((unused)) gsl_errno)
{
//pdp_post("gsl error:\nREASON: %s\nFILE:%s\nLINE:%d\nERRNO:%d", reason, file, line, gsl_errno);
}
static int pdp_matrix_factory(t_pdp_symbol __attribute__((unused)) *type)
{
return -1;
}
void pdp_matrix_setup(void)
{
t_pdp_conversion_program *program;
/* setup the class */
matrix_class = pdp_class_new(pdp_gensym("matrix/*/*/*"), pdp_matrix_factory);
matrix_class->copy = _pdp_matrix_copy;
//matrix_class->clone = _pdp_matrix_clone; // is now solved through (symbol based) constructor
matrix_class->wakeup = _pdp_matrix_reinit;
matrix_class->cleanup = _pdp_matrix_cleanup;
/* image -> matrix: default = double/real (most ops available) */
program = pdp_conversion_program_new(_pdp_packet_convert_image_to_doublematrix, 0);
pdp_type_register_conversion(pdp_gensym("image/*/*"), pdp_gensym("matrix/double/real/*"), program);
program = pdp_conversion_program_new(_pdp_packet_convert_image_to_floatmatrix, 0);
pdp_type_register_conversion(pdp_gensym("image/*/*"), pdp_gensym("matrix/float/real/*"), program);
program = pdp_conversion_program_new(_pdp_packet_convert_image_to_complexdoublematrix, 0);
pdp_type_register_conversion(pdp_gensym("image/*/*"), pdp_gensym("matrix/double/complex/*"), program);
program = pdp_conversion_program_new(_pdp_packet_convert_image_to_complexfloatmatrix, 0);
pdp_type_register_conversion(pdp_gensym("image/*/*"), pdp_gensym("matrix/float/complex/*"), program);
/* matrix -> image */
program = pdp_conversion_program_new(_pdp_packet_convert_matrix_to_greyimage, 0);
pdp_type_register_conversion(pdp_gensym("matrix/*/*/*"), pdp_gensym("image/grey/*"), program);
/* fallbacks */
program = pdp_conversion_program_new(_pdp_packet_matrix_convert_fallback, 0);
pdp_type_register_conversion(pdp_gensym("matrix/*/*/*"), pdp_gensym("image/*/*"), program);
pdp_type_register_conversion(pdp_gensym("matrix/*/*/*"), pdp_gensym("bitmap/*/*"), program);
pdp_type_register_conversion(pdp_gensym("image/*/*"), pdp_gensym("matrix/*/*/*/*"), program);
pdp_type_register_conversion(pdp_gensym("bitmap/*/*"), pdp_gensym("matrix/*/*/*/*"), program);
/* setup gsl handler */
if(gsl_set_error_handler(_gsl_error_handler)){
pdp_post("pdp_matrix_setup: WARNING: overriding gsl error handler.");
}
}
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