1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
|
/*
* rejection.c
*
* Crystal rejection for scaling
*
* Copyright © 2012-2018 Deutsches Elektronen-Synchrotron DESY,
* a research centre of the Helmholtz Association.
*
* Authors:
* 2010-2018 Thomas White <taw@physics.org>
*
* This file is part of CrystFEL.
*
* CrystFEL is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* CrystFEL is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with CrystFEL. If not, see <http://www.gnu.org/licenses/>.
*
*/
#ifdef HAVE_CONFIG_H
#include <config.h>
#endif
#include <stdlib.h>
#include <assert.h>
#include <gsl/gsl_statistics.h>
#include "crystal.h"
#include "reflist.h"
#include "rejection.h"
#include "cell-utils.h"
#include "post-refinement.h"
static double mean_intensity(RefList *list)
{
Reflection *refl;
RefListIterator *iter;
double total = 0.0;
int n = 0;
for ( refl = first_refl(list, &iter);
refl != NULL;
refl = next_refl(refl, iter) )
{
total += get_intensity(refl);
n++;
}
return total/n;
}
/* Reject really obvious outliers */
void early_rejection(Crystal **crystals, int n)
{
int i;
double m = 0.0;
double mean_m;
FILE *fh = fopen("reject.dat", "w");
int n_flag = 0;
for ( i=0; i<n; i++ ) {
double u;
RefList *list = crystal_get_reflections(crystals[i]);
u = mean_intensity(list);
m += u;
fprintf(fh, "%i %f\n", i, u);
}
mean_m = m/n;
for ( i=0; i<n; i++ ) {
double u;
RefList *list = crystal_get_reflections(crystals[i]);
u = mean_intensity(list);
if ( u/mean_m < 0.2 ) {
crystal_set_user_flag(crystals[i], 5);
n_flag++;
}
}
fclose(fh);
STATUS("Mean intensity/peak = %f ADU\n", m/n);
STATUS("%i crystals flagged\n", n_flag);
}
static double calculate_cchalf(RefList *template, RefList *full,
Crystal *exclude, int *pnref)
{
Reflection *trefl;
RefListIterator *iter;
double sig2E, sig2Y;
int n = 0;
signed int oh = 0;
signed int ok = 0;
signed int ol = 0;
double wSum = 0.0;
double wSum2 = 0.0;
double mean = 0.0;
double S = 0.0;
double all_sum_var = 0.0;
long int total_contribs = 0;
/* Iterate over all reflections */
for ( trefl = first_refl(template, &iter);
trefl != NULL;
trefl = next_refl(trefl, iter) )
{
struct reflection_contributions *c;
int j;
double refl_sum;
double refl_sumsq;
double refl_mean, refl_var;
signed int h, k, l;
int nc = 0;
Reflection *refl;
double res;
get_indices(trefl, &h, &k, &l);
/* next_refl() will iterate over multiple copies of the same
* unique reflection, but we are only interested in seeing each
* unique reflection once. */
if ( (h==oh) && (k==ok) && (l==ol) ) continue;
oh = h; ok = k; ol = l;
refl = find_refl(full, h, k, l);
if ( refl == NULL ) continue;
c = get_contributions(refl);
assert(c != NULL);
/* Calculate the resolution just once, using the cell from the
* first crystal to contribute, otherwise it takes too long */
res = resolution(crystal_get_cell(c->contrib_crystals[0]),
h, k, l);
/* Mean of contributions */
refl_sum = 0.0;
for ( j=0; j<c->n_contrib; j++ ) {
double Ii, G, B;
if ( c->contrib_crystals[j] == exclude ) {
continue;
}
G = crystal_get_osf(c->contrib_crystals[j]);
B = crystal_get_Bfac(c->contrib_crystals[j]);
Ii = get_intensity(c->contribs[j]);
/* Total (multiplicative) correction factor */
Ii *= 1.0/G * exp(B*res*res) * get_lorentz(c->contribs[j])
/ get_partiality(c->contribs[j]);
refl_sum += Ii;
nc++;
}
if ( nc < 2 ) continue;
refl_mean = refl_sum / nc;
/* Variance of contributions */
refl_sumsq = 0.0;
for ( j=0; j<c->n_contrib; j++ ) {
double Ii, G, B;
if ( c->contrib_crystals[j] == exclude ) {
continue;
}
G = crystal_get_osf(c->contrib_crystals[j]);
B = crystal_get_Bfac(c->contrib_crystals[j]);
Ii = get_intensity(c->contribs[j]);
/* Total (multiplicative) correction factor */
Ii *= 1.0/G * exp(B*res*res) * get_lorentz(c->contribs[j])
/ get_partiality(c->contribs[j]);
refl_sumsq += (Ii-refl_mean)*(Ii-refl_mean);
/* (nc already summed above) */
}
refl_var = refl_sumsq/(nc-1.0);
refl_var /= (nc/2.0);
all_sum_var += refl_var;
n++;
total_contribs += nc;
double w = 1.0;
wSum += w;
wSum2 += w*w;
double meanOld = mean;
mean = meanOld + (w/wSum) * (refl_mean - meanOld);
S += w * (refl_mean - meanOld) * (refl_mean - mean);
}
sig2E = all_sum_var / n;
sig2Y = S / (wSum - 1.0);
if ( pnref != NULL ) {
*pnref = n;
}
return (sig2Y - 0.5*sig2E) / (sig2Y + 0.5*sig2E);
}
static void check_deltacchalf(Crystal **crystals, int n, RefList *full)
{
double cchalf;
int i;
int nref;
double *vals;
double mean, sd;
cchalf = calculate_cchalf(full, full, NULL, &nref);
STATUS("Overall CChalf = %f (%i reflections)\n", cchalf*100.0, nref);
vals = malloc(n*sizeof(double));
if ( vals == NULL ) {
ERROR("Not enough memory for deltaCChalf check\n");
return;
}
for ( i=0; i<n; i++ ) {
double cchalf, cchalfi;
RefList *template = crystal_get_reflections(crystals[i]);
cchalf = calculate_cchalf(template, full, NULL, NULL);
cchalfi = calculate_cchalf(template, full, crystals[i], &nref);
//STATUS("Frame %i:", i);
//STATUS(" With = %f ", cchalf*100.0);
//STATUS("Without = %f", cchalfi*100.0);
//STATUS(" Delta = %f ", (cchalf - cchalfi)*100.0);
//STATUS("(nref = %i)\n", nref);
vals[i] = cchalf - cchalfi;
progress_bar(i, n-1, "Calculating deltaCChalf");
}
mean = gsl_stats_mean(vals, 1, n);
sd = gsl_stats_sd_m(vals, 1, n, mean);
STATUS("deltaCChalf = %f ± %f %%\n", mean*100.0, sd*100.0);
for ( i=0; i<n; i++ ) {
if ( vals[i] < mean-2.0*sd ) {
crystal_set_user_flag(crystals[i], PRFLAG_DELTACCHALF);
}
}
free(vals);
}
static void show_duds(Crystal **crystals, int n_crystals)
{
int j;
int bads[32];
int any_bad = 0;
for ( j=0; j<32; j++ ) bads[j] = 0;
for ( j=0; j<n_crystals; j++ ) {
int flag;
flag = crystal_get_user_flag(crystals[j]);
assert(flag < 32);
bads[flag]++;
if ( flag != PRFLAG_OK ) any_bad++;
}
if ( any_bad ) {
STATUS("%i bad crystals:\n", any_bad);
for ( j=0; j<32; j++ ) {
if ( bads[j] ) {
STATUS(" %i %s\n", bads[j], str_prflag(j));
}
}
}
}
void check_rejection(Crystal **crystals, int n, RefList *full, double max_B,
int no_deltacchalf)
{
int i;
int n_acc = 0;
/* Check according to delta CC½ */
if ( !no_deltacchalf && (full != NULL) ) {
check_deltacchalf(crystals, n, full);
}
for ( i=0; i<n; i++ ) {
if ( fabs(crystal_get_Bfac(crystals[i])) > max_B ) {
crystal_set_user_flag(crystals[i], PRFLAG_BIGB);
}
if ( crystal_get_user_flag(crystals[i]) == 0 ) n_acc++;
}
show_duds(crystals, n);
if ( n_acc < 2 ) {
ERROR("Not enough crystals left to proceed (%i). Sorry.\n",
n_acc);
exit(1);
}
}
|