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|
/*
* reax.c
*
* A new auto-indexer
*
* (c) 2011 Thomas White <taw@physics.org>
*
* Part of CrystFEL - crystallography with a FEL
*
*/
#ifdef HAVE_CONFIG_H
#include <config.h>
#endif
#include <stdlib.h>
#include <stdio.h>
#include <math.h>
#include <assert.h>
#include <fftw3.h>
#include <fenv.h>
#include <gsl/gsl_matrix.h>
#include <gsl/gsl_vector.h>
#include <gsl/gsl_linalg.h>
#include <gsl/gsl_eigen.h>
#include <gsl/gsl_blas.h>
#include "image.h"
#include "utils.h"
#include "peaks.h"
#include "cell.h"
#include "index.h"
#include "index-priv.h"
struct dvec
{
double x;
double y;
double z;
double th;
double ph;
};
struct reax_private
{
IndexingPrivate base;
struct dvec *directions;
int n_dir;
double angular_inc;
double *fft_in;
fftw_complex *fft_out;
fftw_plan plan;
int nel;
fftw_complex *r_fft_in;
fftw_complex *r_fft_out;
fftw_plan r_plan;
int ch;
int cw;
};
static double check_dir(struct dvec *dir, ImageFeatureList *flist,
int nel, double pmax, double *fft_in,
fftw_complex *fft_out, fftw_plan plan,
int smin, int smax,
const char *rg, struct detector *det)
{
int n, i;
double tot;
for ( i=0; i<nel; i++ ) {
fft_in[i] = 0.0;
}
n = image_feature_count(flist);
for ( i=0; i<n; i++ ) {
struct imagefeature *f;
double val;
int idx;
f = image_get_feature(flist, i);
if ( f == NULL ) continue;
if ( rg != NULL ) {
struct panel *p;
p = find_panel(det, f->fs, f->ss);
assert(p != NULL);
if ( p->rigid_group != rg ) continue;
}
val = f->rx*dir->x + f->ry*dir->y + f->rz*dir->z;
idx = nel/2 + nel*val/(2.0*pmax);
fft_in[idx]++;
}
fftw_execute_dft_r2c(plan, fft_in, fft_out);
tot = 0.0;
for ( i=smin; i<=smax; i++ ) {
double re, im;
re = fft_out[i][0];
im = fft_out[i][1];
tot += sqrt(re*re + im*im);
}
return tot;
}
/* Refine a direct space vector. From Clegg (1984) */
static double iterate_refine_vector(double *x, double *y, double *z,
ImageFeatureList *flist)
{
int fi, n, err;
gsl_matrix *C;
gsl_vector *A;
gsl_vector *t;
gsl_matrix *s_vec;
gsl_vector *s_val;
double dtmax;
A = gsl_vector_calloc(3);
C = gsl_matrix_calloc(3, 3);
n = image_feature_count(flist);
fesetround(1);
for ( fi=0; fi<n; fi++ ) {
struct imagefeature *f;
double val;
double kn, kno;
double xv[3];
int i, j;
f = image_get_feature(flist, fi);
if ( f == NULL ) continue;
kno = f->rx*(*x) + f->ry*(*y) + f->rz*(*z); /* Sorry ... */
kn = nearbyint(kno);
if ( kn - kno > 0.3 ) continue;
xv[0] = f->rx; xv[1] = f->ry; xv[2] = f->rz;
for ( i=0; i<3; i++ ) {
val = gsl_vector_get(A, i);
gsl_vector_set(A, i, val+xv[i]*kn);
for ( j=0; j<3; j++ ) {
val = gsl_matrix_get(C, i, j);
gsl_matrix_set(C, i, j, val+xv[i]*xv[j]);
}
}
}
s_val = gsl_vector_calloc(3);
s_vec = gsl_matrix_calloc(3, 3);
err = gsl_linalg_SV_decomp_jacobi(C, s_vec, s_val);
if ( err ) {
ERROR("SVD failed: %s\n", gsl_strerror(err));
gsl_matrix_free(s_vec);
gsl_vector_free(s_val);
gsl_matrix_free(C);
gsl_vector_free(A);
return 0.0;
}
t = gsl_vector_calloc(3);
err = gsl_linalg_SV_solve(C, s_vec, s_val, A, t);
if ( err ) {
ERROR("Matrix solution failed: %s\n", gsl_strerror(err));
gsl_matrix_free(s_vec);
gsl_vector_free(s_val);
gsl_matrix_free(C);
gsl_vector_free(A);
gsl_vector_free(t);
return 0.0;
}
gsl_matrix_free(s_vec);
gsl_vector_free(s_val);
dtmax = fabs(*x - gsl_vector_get(t, 0));
dtmax += fabs(*y - gsl_vector_get(t, 1));
dtmax += fabs(*z - gsl_vector_get(t, 2));
*x = gsl_vector_get(t, 0);
*y = gsl_vector_get(t, 1);
*z = gsl_vector_get(t, 2);
gsl_matrix_free(C);
gsl_vector_free(A);
return dtmax;
}
static void refine_cell(struct image *image, UnitCell *cell,
ImageFeatureList *flist)
{
double ax, ay, az;
double bx, by, bz;
double cx, cy, cz;
int i;
double sm;
cell_get_cartesian(cell, &ax, &ay, &az, &bx, &by, &bz, &cx, &cy, &cz);
i = 0;
do {
sm = iterate_refine_vector(&ax, &ay, &az, flist);
sm += iterate_refine_vector(&bx, &by, &bz, flist);
sm += iterate_refine_vector(&cx, &cy, &cz, flist);
i++;
} while ( (sm > 0.001e-9) && (i<10) );
cell_set_cartesian(cell, ax, ay, az, bx, by, bz, cx, cy, cz);
if ( i == 10 ) {
cell_free(image->indexed_cell);
image->indexed_cell = NULL;
}
}
static void fine_search(struct reax_private *p, ImageFeatureList *flist,
int nel, double pmax, double *fft_in,
fftw_complex *fft_out, fftw_plan plan,
int smin, int smax, double th_cen, double ph_cen,
double *x, double *y, double *z)
{
double fom = 0.0;
double th, ph;
double inc;
struct dvec dir;
int i, s;
double max, modv;
inc = p->angular_inc / 100.0;
for ( th=th_cen-p->angular_inc; th<=th_cen+p->angular_inc; th+=inc ) {
for ( ph=ph_cen-p->angular_inc; ph<=ph_cen+p->angular_inc; ph+=inc ) {
double new_fom;
dir.x = cos(ph) * sin(th);
dir.y = sin(ph) * sin(th);
dir.z = cos(th);
new_fom = check_dir(&dir, flist, nel, pmax, fft_in, fft_out,
plan, smin, smax, NULL, NULL);
if ( new_fom > fom ) {
fom = new_fom;
*x = dir.x; *y = dir.y; *z = dir.z;
}
}
}
s = -1;
max = 0.0;
for ( i=smin; i<=smax; i++ ) {
double re, im, m;
re = fft_out[i][0];
im = fft_out[i][1];
m = sqrt(re*re + im*im);
if ( m > max ) {
max = m;
s = i;
}
}
assert(s>0);
modv = (double)s / (2.0*pmax);
*x *= modv; *y *= modv; *z *= modv;
}
static double get_model_phase(double x, double y, double z, ImageFeatureList *f,
int nel, double pmax, double *fft_in,
fftw_complex *fft_out, fftw_plan plan,
int smin, int smax, const char *rg,
struct detector *det)
{
struct dvec dir;
int s, i;
double max;
double re, im;
dir.x = x; dir.y = y; dir.z = z;
check_dir(&dir, f, nel, pmax, fft_in,fft_out, plan, smin, smax,
rg, det);
s = -1;
max = 0.0;
for ( i=smin; i<=smax; i++ ) {
double re, im, m;
re = fft_out[i][0];
im = fft_out[i][1];
m = sqrt(re*re + im*im);
if ( m > max ) {
max = m;
s = i;
}
}
re = fft_out[s][0];
im = fft_out[s][1];
return atan2(im, re);
}
static void refine_rigid_group(struct image *image, UnitCell *cell,
const char *rg, int nel, double pmax,
double *fft_in, fftw_complex *fft_out,
fftw_plan plan, int smin, int smax,
struct detector *det, struct reax_private *pr)
{
double ax, ay, az, ma;
double bx, by, bz, mb;
double cx, cy, cz, mc;
double pha, phb, phc;
struct panel *p;
int i, j;
fftw_complex *r_fft_in;
fftw_complex *r_fft_out;
double m2m;
signed int aix, aiy;
signed int bix, biy;
signed int cix, ciy;
double max;
int max_i, max_j;
cell_get_cartesian(cell, &ax, &ay, &az, &bx, &by, &bz, &cx, &cy, &cz);
ma = modulus(ax, ay, az);
mb = modulus(bx, by, bz);
mc = modulus(cx, cy, cz);
pha = get_model_phase(ax/ma, ay/ma, az/ma, image->features, nel, pmax,
fft_in, fft_out, plan, smin, smax, rg, det);
phb = get_model_phase(bx/mb, by/mb, bz/mb, image->features, nel, pmax,
fft_in, fft_out, plan, smin, smax, rg, det);
phc = get_model_phase(cx/mc, cy/mc, cz/mc, image->features, nel, pmax,
fft_in, fft_out, plan, smin, smax, rg, det);
for ( i=0; i<det->n_panels; i++ ) {
if ( det->panels[i].rigid_group == rg ) {
p = &det->panels[i];
break;
}
}
r_fft_in = fftw_malloc(pr->cw*pr->ch*sizeof(fftw_complex));
r_fft_out = fftw_malloc(pr->cw*pr->ch*sizeof(fftw_complex));
for ( i=0; i<pr->cw; i++ ) {
for ( j=0; j<pr->ch; j++ ) {
r_fft_in[i+pr->cw*j][0] = 0.0;
r_fft_in[i+pr->cw*j][1] = 0.0;
}
}
ma = modulus(ax, ay, 0.0);
mb = modulus(bx, by, 0.0);
mc = modulus(cx, cy, 0.0);
m2m = ma;
if ( mb > m2m ) m2m = mb;
if ( mc > m2m ) m2m = mc;
aix = (pr->cw/2)*ax/m2m; aiy = (pr->ch/2)*ay/m2m;
bix = (pr->cw/2)*bx/m2m; biy = (pr->ch/2)*by/m2m;
cix = (pr->cw/2)*cx/m2m; ciy = (pr->ch/2)*cy/m2m;
if ( aix < 0 ) aix += pr->cw/2;
if ( bix < 0 ) bix += pr->cw/2;
if ( cix < 0 ) cix += pr->cw/2;
if ( aiy < 0 ) aiy += pr->ch/2;
if ( biy < 0 ) biy += pr->ch/2;
if ( ciy < 0 ) ciy += pr->ch/2;
r_fft_in[aix + pr->cw*aiy][0] = cos(pha);
r_fft_in[aix + pr->cw*aiy][1] = sin(pha);
r_fft_in[pr->cw-aix + pr->cw*(pr->ch-aiy)][0] = cos(pha);
r_fft_in[pr->cw-aix + pr->cw*(pr->ch-aiy)][1] = -sin(pha);
r_fft_in[bix + pr->cw*biy][0] = cos(phb);
r_fft_in[bix + pr->cw*biy][1] = sin(phb);
r_fft_in[pr->cw-bix + pr->cw*(pr->ch-biy)][0] = cos(phb);
r_fft_in[pr->cw-bix + pr->cw*(pr->ch-biy)][1] = -sin(phb);
r_fft_in[cix + pr->cw*ciy][0] = cos(phc);
r_fft_in[cix + pr->cw*ciy][1] = sin(phc);
r_fft_in[pr->cw-cix + pr->cw*(pr->ch-ciy)][0] = cos(phc);
r_fft_in[pr->cw-cix + pr->cw*(pr->ch-ciy)][1] = -sin(phc);
const int tidx = 1;
r_fft_in[tidx][0] = 1.0;
r_fft_in[tidx][1] = 0.0;
// STATUS("%i %i\n", aix, aiy);
// STATUS("%i %i\n", bix, biy);
// STATUS("%i %i\n", cix, ciy);
fftw_execute_dft(pr->r_plan, r_fft_in, r_fft_out);
max = 0.0;
FILE *fh = fopen("centering.dat", "w");
for ( i=0; i<pr->cw; i++ ) {
for ( j=0; j<pr->ch; j++ ) {
double re, im, am, ph;
re = r_fft_out[i + pr->cw*j][0];
im = r_fft_out[i + pr->cw*j][1];
am = sqrt(re*re + im*im);
ph = atan2(im, re);
if ( am > max ) {
max = am;
max_i = i;
max_j = j;
}
fprintf(fh, "%f ", am);
}
fprintf(fh, "\n");
}
// STATUS("Max at %i, %i\n", max_i, max_j);
fclose(fh);
exit(1);
// STATUS("Offsets for '%s': %.2f, %.2f pixels\n", rg, dx, dy);
}
static void refine_all_rigid_groups(struct image *image, UnitCell *cell,
int nel, double pmax,
double *fft_in, fftw_complex *fft_out,
fftw_plan plan, int smin, int smax,
struct detector *det,
struct reax_private *p)
{
int i;
for ( i=0; i<image->det->num_rigid_groups; i++ ) {
refine_rigid_group(image, cell, image->det->rigid_groups[i],
nel, pmax, fft_in, fft_out, plan, smin, smax,
det, p);
}
}
void reax_index(IndexingPrivate *pp, struct image *image, UnitCell *cell)
{
int i;
struct reax_private *p;
double fom;
double ax, ay, az;
double bx, by, bz;
double cx, cy, cz;
double mod_a, mod_b, mod_c;
double al, be, ga;
double th, ph;
double *fft_in;
fftw_complex *fft_out;
int smin, smax;
double amin, amax;
double bmin, bmax;
double cmin, cmax;
double pmax;
int n;
const double ltol = 5.0; /* Direct space axis length
* tolerance in percent */
const double angtol = deg2rad(1.5); /* Direct space angle tolerance
* in radians */
assert(pp->indm == INDEXING_REAX);
p = (struct reax_private *)pp;
fft_in = fftw_malloc(p->nel*sizeof(double));
fft_out = fftw_malloc((p->nel/2 + 1)*sizeof(fftw_complex));
cell_get_cartesian(cell, &ax, &ay, &az, &bx, &by, &bz, &cx, &cy, &cz);
mod_a = modulus(ax, ay, az);
amin = mod_a * (1.0-ltol/100.0);
amax = mod_a * (1.0+ltol/100.0);
mod_b = modulus(bx, by, bz);
bmin = mod_b * (1.0-ltol/100.0);
bmax = mod_b * (1.0+ltol/100.0);
mod_c = modulus(cx, cy, cz);
cmin = mod_c * (1.0-ltol/100.0);
cmax = mod_c * (1.0+ltol/100.0);
al = angle_between(bx, by, bz, cx, cy, cz);
be = angle_between(ax, ay, az, cx, cy, cz);
ga = angle_between(ax, ay, az, bx, by, bz);
pmax = 0.0;
n = image_feature_count(image->features);
for ( i=0; i<n; i++ ) {
struct imagefeature *f;
double val;
f = image_get_feature(image->features, i);
if ( f == NULL ) continue;
val = modulus(f->rx, f->ry, f->rz);
if ( val > pmax ) pmax = val;
}
/* Sanity check */
if ( pmax < 1e4 ) return;
/* Search for a */
smin = 2.0*pmax * amin;
smax = 2.0*pmax * amax;
fom = 0.0; th = 0.0; ph = 0.0;
for ( i=0; i<p->n_dir; i++ ) {
double new_fom;
new_fom = check_dir(&p->directions[i], image->features,
p->nel, pmax, fft_in, fft_out, p->plan,
smin, smax, NULL, NULL);
if ( new_fom > fom ) {
fom = new_fom;
th = p->directions[i].th;
ph = p->directions[i].ph;
}
}
fine_search(p, image->features, p->nel, pmax, fft_in, fft_out,
p->plan, smin, smax, th, ph, &ax, &ay, &az);
/* Search for b */
smin = 2.0*pmax * bmin;
smax = 2.0*pmax * bmax;
fom = 0.0; th = 0.0; ph = 0.0;
for ( i=0; i<p->n_dir; i++ ) {
double new_fom, ang;
ang = angle_between(p->directions[i].x, p->directions[i].y,
p->directions[i].z, ax, ay, az);
if ( fabs(ang-ga) > angtol ) continue;
new_fom = check_dir(&p->directions[i], image->features,
p->nel, pmax, fft_in, fft_out, p->plan,
smin, smax, NULL, NULL);
if ( new_fom > fom ) {
fom = new_fom;
th = p->directions[i].th;
ph = p->directions[i].ph;
}
}
fine_search(p, image->features, p->nel, pmax, fft_in, fft_out,
p->plan, smin, smax, th, ph, &bx, &by, &bz);
/* Search for c */
smin = 2.0*pmax * cmin;
smax = 2.0*pmax * cmax;
fom = 0.0; th = 0.0; ph = 0.0;
for ( i=0; i<p->n_dir; i++ ) {
double new_fom, ang;
ang = angle_between(p->directions[i].x, p->directions[i].y,
p->directions[i].z, ax, ay, az);
if ( fabs(ang-be) > angtol ) continue;
ang = angle_between(p->directions[i].x, p->directions[i].y,
p->directions[i].z, bx, by, bz);
if ( fabs(ang-al) > angtol ) continue;
new_fom = check_dir(&p->directions[i], image->features,
p->nel, pmax, fft_in, fft_out, p->plan,
smin, smax, NULL, NULL);
if ( new_fom > fom ) {
fom = new_fom;
th = p->directions[i].th;
ph = p->directions[i].ph;
}
}
fine_search(p, image->features, p->nel, pmax, fft_in, fft_out,
p->plan, smin, smax, th, ph, &cx, &cy, &cz);
image->candidate_cells[0] = cell_new();
cell_set_cartesian(image->candidate_cells[0],
ax, ay, az, bx, by, bz, cx, cy, cz);
refine_all_rigid_groups(image, image->candidate_cells[0], p->nel, pmax,
fft_in, fft_out, p->plan, smin, smax,
image->det, p);
map_all_peaks(image);
refine_cell(image, image->candidate_cells[0], image->features);
fftw_free(fft_in);
fftw_free(fft_out);
image->ncells = 1;
}
IndexingPrivate *reax_prepare()
{
struct reax_private *p;
int samp;
double th;
p = calloc(1, sizeof(*p));
if ( p == NULL ) return NULL;
p->base.indm = INDEXING_REAX;
p->angular_inc = deg2rad(1.7); /* From Steller (1997) */
/* Reserve memory, over-estimating the number of directions */
samp = 2.0*M_PI / p->angular_inc;
p->directions = malloc(samp*samp*sizeof(struct dvec));
if ( p == NULL) {
free(p);
return NULL;
}
STATUS("Allocated space for %i directions\n", samp*samp);
/* Generate vectors for 1D Fourier transforms */
fesetround(1); /* Round to nearest */
p->n_dir = 0;
for ( th=0.0; th<M_PI_2; th+=p->angular_inc ) {
double ph, phstep, n_phstep;
n_phstep = 2.0*M_PI*sin(th)/p->angular_inc;
n_phstep = nearbyint(n_phstep);
phstep = 2.0*M_PI/n_phstep;
for ( ph=0.0; ph<2.0*M_PI; ph+=phstep ) {
struct dvec *dir;
assert(p->n_dir<samp*samp);
dir = &p->directions[p->n_dir++];
dir->x = cos(ph) * sin(th);
dir->y = sin(ph) * sin(th);
dir->z = cos(th);
dir->th = th;
dir->ph = ph;
}
}
STATUS("Generated %i directions (angular increment %.3f deg)\n",
p->n_dir, rad2deg(p->angular_inc));
p->nel = 1024;
/* These arrays are not actually used */
p->fft_in = fftw_malloc(p->nel*sizeof(double));
p->fft_out = fftw_malloc((p->nel/2 + 1)*sizeof(fftw_complex));
p->plan = fftw_plan_dft_r2c_1d(p->nel, p->fft_in, p->fft_out,
FFTW_MEASURE);
p->cw = 128; p->ch = 128;
/* Also not used */
p->r_fft_in = fftw_malloc(p->cw*p->ch*sizeof(fftw_complex));
p->r_fft_out = fftw_malloc(p->cw*p->ch*sizeof(fftw_complex));
p->r_plan = fftw_plan_dft_2d(p->cw, p->ch, p->r_fft_in, p->r_fft_out,
1, FFTW_MEASURE);
return (IndexingPrivate *)p;
}
void reax_cleanup(IndexingPrivate *pp)
{
struct reax_private *p;
assert(pp->indm == INDEXING_REAX);
p = (struct reax_private *)pp;
fftw_destroy_plan(p->plan);
fftw_free(p->fft_in);
fftw_free(p->fft_out);
fftw_destroy_plan(p->r_plan);
fftw_free(p->r_fft_in);
fftw_free(p->r_fft_out);
free(p);
}
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