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
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
|
!
! Copyright (C) 2002-2018 Quantum ESPRESSO group
! This file is distributed under the terms of the
! GNU General Public License. See the file `License'
! in the root directory of the present distribution,
! or http://www.gnu.org/copyleft/gpl.txt .
!
! Utility functions to perform memcpy and memset on the device with CUDA Fortran
! dev_memXXX contains a CUF KERNEL to perform the selected operation
!
#ifdef _CUDA
# define __CUDA
#endif
MODULE dev_util_m
!
USE com, only: SP
!
IMPLICIT NONE
!
PUBLIC :: dev_memcpy, dev_memset
PUBLIC :: dev_conjg
!
INTERFACE dev_memcpy
MODULE PROCEDURE &
cuf_memcpy_r1d, &
cuf_memcpy_r2d, &
cuf_memcpy_r3d, &
cuf_memcpy_c1d, &
cuf_memcpy_c2d, &
cuf_memcpy_c3d, &
cuf_memcpy_c4d
END INTERFACE
!
INTERFACE dev_memset
MODULE PROCEDURE &
cuf_memset_r1d, &
cuf_memset_r2d, &
cuf_memset_r3d, &
cuf_memset_c1d, &
cuf_memset_c2d, &
cuf_memset_c3d
END INTERFACE
!
INTERFACE dev_conjg
MODULE PROCEDURE &
cuf_conjg_c1d, &
cuf_conjg_c2d, &
cuf_conjg_c3d, &
cuf_conjg_c4d
END INTERFACE
!
CONTAINS
!
SUBROUTINE cuf_memcpy_r1d(array_out, array_in, range1 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:)
REAL(SP), INTENT(IN) :: array_in(:)
INTEGER, INTENT(IN) :: range1(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
!
INTEGER :: i1, d1s, d1e
!
d1s = range1(1)
d1e = range1(2)
!
!$cuf kernel do(1)
DO i1 = d1s, d1e
array_out(i1 ) = array_in(i1 )
ENDDO
!
END SUBROUTINE cuf_memcpy_r1d
!
SUBROUTINE cuf_memcpy_r2d(array_out, array_in, range1, range2 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:,:)
REAL(SP), INTENT(IN) :: array_in(:,:)
INTEGER, INTENT(IN) :: range1(2), range2(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
!
!$cuf kernel do(2)
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2 ) = array_in(i1,i2 )
ENDDO
ENDDO
!
END SUBROUTINE cuf_memcpy_r2d
!
SUBROUTINE cuf_memcpy_r3d(array_out, array_in, range1, range2, range3 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:,:,:)
REAL(SP), INTENT(IN) :: array_in(:,:,:)
INTEGER, INTENT(IN) :: range1(2), range2(2), range3(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
!
!$cuf kernel do(3)
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2,i3 ) = array_in(i1,i2,i3 )
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_memcpy_r3d
!
SUBROUTINE cuf_memcpy_c1d(array_out, array_in, range1 )
!
IMPLICIT NONE
!
COMPLEX(SP), INTENT(INOUT) :: array_out(:)
COMPLEX(SP), INTENT(IN) :: array_in(:)
INTEGER, INTENT(IN) :: range1(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
!
INTEGER :: i1, d1s, d1e
!
d1s = range1(1)
d1e = range1(2)
!
!$cuf kernel do(1)
DO i1 = d1s, d1e
array_out(i1 ) = array_in(i1 )
ENDDO
!
END SUBROUTINE cuf_memcpy_c1d
!
SUBROUTINE cuf_memcpy_c2d(array_out, array_in, range1, range2 )
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array_out(:,:)
COMPLEX(SP), INTENT(IN) :: array_in(:,:)
INTEGER, INTENT(IN) :: range1(2), range2(2)
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
!
!$cuf kernel do(2)
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2 ) = array_in(i1,i2 )
ENDDO
ENDDO
!
END SUBROUTINE cuf_memcpy_c2d
!
SUBROUTINE cuf_memcpy_c3d(array_out, array_in, range1, range2, range3 )
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array_out(:,:,:)
COMPLEX(SP), INTENT(IN) :: array_in(:,:,:)
INTEGER, INTENT(IN) :: range1(2), range2(2), range3(2)
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
!
!$cuf kernel do(3)
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2,i3 ) = array_in(i1,i2,i3 )
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_memcpy_c3d
!
SUBROUTINE cuf_memcpy_c4d(array_out, array_in, range1, range2, range3, range4 )
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array_out(:,:,:,:)
COMPLEX(SP), INTENT(IN) :: array_in(:,:,:,:)
INTEGER, INTENT(IN) :: range1(2), range2(2), range3(2), range4(2)
#if defined(__CUDA)
attributes(DEVICE) :: array_out, array_in
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
INTEGER :: i4, d4s, d4e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
d4s = range4(1)
d4e = range4(2)
!
!$cuf kernel do(4)
DO i4 = d4s, d4e
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2,i3,i4) = array_in(i1,i2,i3,i4)
ENDDO
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_memcpy_c4d
!
!=====================
! cuf memset
!=====================
!
SUBROUTINE cuf_memset_r1d(array_out, val, range1 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:)
REAL(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
!
d1s = range1(1)
d1e = range1(2)
!
!$cuf kernel do(1)
DO i1 = d1s, d1e
array_out(i1 ) = val
ENDDO
!
END SUBROUTINE cuf_memset_r1d
!
SUBROUTINE cuf_memset_r2d(array_out, val, range1, range2 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:,:)
REAL(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2), range2(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
!
!$cuf kernel do(2)
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2 ) = val
ENDDO
ENDDO
!
END SUBROUTINE cuf_memset_r2d
!
SUBROUTINE cuf_memset_r3d(array_out, val, range1, range2, range3 )
!
IMPLICIT NONE
!
REAL(SP), INTENT(INOUT) :: array_out(:,:,:)
REAL(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2), range2(2), range3(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
!
!$cuf kernel do(3)
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2,i3 ) = val
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_memset_r3d
!
SUBROUTINE cuf_memset_c1d(array_out, val, range1 )
!
IMPLICIT NONE
!
COMPLEX(SP), INTENT(INOUT) :: array_out(:)
COMPLEX(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
!
d1s = range1(1)
d1e = range1(2)
!
!$cuf kernel do(1)
DO i1 = d1s, d1e
array_out(i1 ) = val
ENDDO
!
END SUBROUTINE cuf_memset_c1d
!
SUBROUTINE cuf_memset_c2d(array_out, val, range1, range2 )
!
IMPLICIT NONE
!
COMPLEX(SP), INTENT(INOUT) :: array_out(:,:)
COMPLEX(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2), range2(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
!
!$cuf kernel do(2)
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2 ) = val
ENDDO
ENDDO
!
END SUBROUTINE cuf_memset_c2d
!
SUBROUTINE cuf_memset_c3d(array_out, val, range1, range2, range3 )
!
IMPLICIT NONE
!
COMPLEX(SP), INTENT(INOUT) :: array_out(:,:,:)
COMPLEX(SP), INTENT(IN) :: val
INTEGER, INTENT(IN) :: range1(2), range2(2), range3(2)
!
#if defined(__CUDA)
attributes(DEVICE) :: array_out
#endif
!
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
!
!$cuf kernel do(3)
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array_out(i1,i2,i3 ) = val
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_memset_c3d
!
SUBROUTINE cuf_conjg_c1d(array, range1)
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array(:)
INTEGER, INTENT(IN) :: range1(2)
#if defined(__CUDA)
attributes(DEVICE) :: array
#endif
INTEGER :: i1, d1s, d1e
!
d1s = range1(1)
d1e = range1(2)
!
!$cuf kernel do(1)
DO i1 = d1s, d1e
array(i1) = conjg(array(i1))
ENDDO
!
END SUBROUTINE cuf_conjg_c1d
!
SUBROUTINE cuf_conjg_c2d(array, range1, range2)
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array(:,:)
INTEGER, INTENT(IN) :: range1(2)
INTEGER, INTENT(IN) :: range2(2)
#if defined(__CUDA)
attributes(DEVICE) :: array
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
!
!$cuf kernel do(2)
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array(i1,i2) = conjg(array(i1,i2))
ENDDO
ENDDO
!
END SUBROUTINE cuf_conjg_c2d
!
SUBROUTINE cuf_conjg_c3d(array, range1, range2, range3)
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array(:,:,:)
INTEGER, INTENT(IN) :: range1(2)
INTEGER, INTENT(IN) :: range2(2)
INTEGER, INTENT(IN) :: range3(2)
#if defined(__CUDA)
attributes(DEVICE) :: array
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
!
!$cuf kernel do(3)
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array(i1,i2,i3) = conjg(array(i1,i2,i3))
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_conjg_c3d
!
SUBROUTINE cuf_conjg_c4d(array, range1, range2, range3, range4)
IMPLICIT NONE
COMPLEX(SP), INTENT(INOUT) :: array(:,:,:,:)
INTEGER, INTENT(IN) :: range1(2)
INTEGER, INTENT(IN) :: range2(2)
INTEGER, INTENT(IN) :: range3(2)
INTEGER, INTENT(IN) :: range4(2)
#if defined(__CUDA)
attributes(DEVICE) :: array
#endif
INTEGER :: i1, d1s, d1e
INTEGER :: i2, d2s, d2e
INTEGER :: i3, d3s, d3e
INTEGER :: i4, d4s, d4e
!
d1s = range1(1)
d1e = range1(2)
d2s = range2(1)
d2e = range2(2)
d3s = range3(1)
d3e = range3(2)
d4s = range4(1)
d4e = range4(2)
!
!$cuf kernel do(4)
DO i4 = d4s, d4e
DO i3 = d3s, d3e
DO i2 = d2s, d2e
DO i1 = d1s, d1e
array(i1,i2,i3,i4) = conjg(array(i1,i2,i3,i4))
ENDDO
ENDDO
ENDDO
ENDDO
!
END SUBROUTINE cuf_conjg_c4d
!
END MODULE dev_util_m
!
!
! === TEMPLATE USED TO GENERATE THIS FILE ===
!
! MODULE cuda_util
! !
! USE util_param, ONLY : SP
! !
! IMPLICIT NONE
! !
! PUBLIC :: cuf_memcpy, cuf_memset
! !
! INTERFACE cuf_memcpy
! MODULE PROCEDURE &
! {%- for t in types %}
! {%- for d in range(dimensions) %}
! cuf_memcpy_{{t[0]|lower}}{{d+1}}d{% if not loop.last %}, &{%- endif %}
! {%- endfor %}{% if not loop.last %}, &{%- endif %}
! {%- endfor %}
! END INTERFACE
! !
! INTERFACE cuf_memset
! MODULE PROCEDURE &
! {%- for t in types %}
! {%- for d in range(dimensions) %}
! cuf_memset_{{t[0]|lower}}{{d+1}}d{% if not loop.last %}, &{%- endif %}
! {%- endfor %}{% if not loop.last %}, &{%- endif %}
! {%- endfor %}
! END INTERFACE
! !
! CONTAINS
! !
! {%- for t in types %}
! {%- for d in range(1,dimensions+1) %}
! SUBROUTINE cuf_memcpy_{{t[0]|lower}}{{d}}d(array_out, array_in,{% for dd in range(d) %} {{ "range%s"|format(dd+1) }}{% if not loop.last %}, {%- endif %}{% endfor %} )
! !
! IMPLICIT NONE
! !
! {{t}}(SP), INTENT(INOUT) :: array_out({% for dd in range(d) %}:{% if not loop.last %}, {%- endif %}{% endfor %})
! {{t}}(SP), INTENT(IN) :: array_in({% for dd in range(d) %}:{% if not loop.last %}, {%- endif %}{% endfor %})
! INTEGER, INTENT(IN) :: {% for dd in range(d) %} {{ "range%s(2)"|format(dd+1) }}{% if not loop.last %}, {%- endif %}{% endfor %}
! !
! #if defined(__CUDA)
! attributes(DEVICE) :: array_out, array_in
! #endif
! !
! {%- for dd in range(d) %}
! INTEGER :: i{{dd+1}}, d{{dd+1}}s, d{{dd+1}}e
! {%- endfor %}
! !
! {%- for dd in range(d) %}
! d{{dd+1}}s = range{{dd+1}}(1)
! d{{dd+1}}e = range{{dd+1}}(2)
! {%- endfor %}
! !
! !$cuf kernel do({{d}})
! {%- for dd in range(d,0,-1) %}
! DO i{{dd}} = d{{dd}}s, d{{dd}}e
! {%- endfor %}
! array_out( {%- for dd in range(d) %}i{{dd+1}}{% if not loop.last %}, {%- endif %} {%- endfor %} ) = array_in( {%- for dd in range(d) %}i{{dd+1}}{% if not loop.last %}, {%- endif %} {%- endfor %} )
! {%- for dd in range(d) %}
! ENDDO
! {%- endfor %}
! !
! END SUBROUTINE cuf_memcpy_{{t[0]|lower}}{{d}}d
! !
! {%- endfor %}
! {%- endfor %}
! !
! {%- for t in types %}
! {%- for d in range(1,dimensions+1) %}
! SUBROUTINE cuf_memset_{{t[0]|lower}}{{d}}d(array_out, val,{% for dd in range(d) %} {{ "range%s"|format(dd+1) }}{% if not loop.last %}, {%- endif %}{% endfor %} )
! !
! IMPLICIT NONE
! !
! {{t}}(SP), INTENT(INOUT) :: array_out({% for dd in range(d) %}:{% if not loop.last %}, {%- endif %}{% endfor %})
! {{t}}(SP), INTENT(IN) :: val
! INTEGER, INTENT(IN) :: {% for dd in range(d) %} {{ "range%s(2)"|format(dd+1) }}{% if not loop.last %}, {%- endif %}{% endfor %}
! !
! #if defined(__CUDA)
! attributes(DEVICE) :: array_out
! #endif
! !
! {%- for dd in range(d) %}
! INTEGER :: i{{dd+1}}, d{{dd+1}}s, d{{dd+1}}e
! {%- endfor %}
! !
! {%- for dd in range(d) %}
! d{{dd+1}}s = range{{dd+1}}(1)
! d{{dd+1}}e = range{{dd+1}}(2)
! {%- endfor %}
! !
! !$cuf kernel do({{d}})
! {%- for dd in range(d,0,-1) %}
! DO i{{dd}} = d{{dd}}s, d{{dd}}e
! {%- endfor %}
! array_out( {%- for dd in range(d) %}i{{dd+1}}{% if not loop.last %}, {%- endif %} {%- endfor %} ) = val
! {%- for dd in range(d) %}
! ENDDO
! {%- endfor %}
! !
! END SUBROUTINE cuf_memset_{{t[0]|lower}}{{d}}d
! !
! {%- endfor %}
! {%- endfor %}
! END MODULE cuda_util
!
! === CODE TO GENERATE THE f90 FILE ===
!
!import sys, os, jinja2
!
!def render(tpl_path, context):
! path, filename = os.path.split(tpl_path)
! return jinja2.Environment(undefined=jinja2.StrictUndefined,
! loader=jinja2.FileSystemLoader(path or './')
! ).get_template(filename).render(context)
!with open('cuda_util.f90', 'w') as f: f.write(render('cuda_util.jf90', {'types': ['REAL', 'COMPLEX'], 'dimensions': 3}))
!
|
