-
Notifications
You must be signed in to change notification settings - Fork 86
Expand file tree
/
Copy pathFast5File.py
More file actions
589 lines (495 loc) · 14.1 KB
/
Fast5File.py
File metadata and controls
589 lines (495 loc) · 14.1 KB
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
import sys
import os
import glob
import tarfile
import shutil
import h5py
#logging
import logging
logger = logging.getLogger('poretools')
# poretools imports
import formats
from Event import Event
fastq_paths = {'template' : '/Analyses/Basecall_2D_000/BaseCalled_template',
'complement' : '/Analyses/Basecall_2D_000/BaseCalled_complement',
'twodirections' : '/Analyses/Basecall_2D_000/BaseCalled_2D'}
FAST5SET_FILELIST = 0
FAST5SET_DIRECTORY = 1
FAST5SET_SINGLEFILE = 2
FAST5SET_TARBALL = 3
PORETOOLS_TMPDIR = '.poretools_tmp'
class Fast5FileSet(object):
def __init__(self, fileset):
if isinstance(fileset, list):
self.fileset = fileset
elif isinstance(fileset, str):
self.fileset = [fileset]
self.set_type = None
self.num_files_in_set = None
self._extract_fast5_files()
def get_num_files(self):
"""
Return the number of files in the FAST5 set.
"""
if self.num_files_in_set is None and self.set_type == FAST5SET_TARBALL:
self.num_files_in_set = len(self.files)
return self.num_files_in_set
def __iter__(self):
return self
def next(self):
try:
return Fast5File(self.files.next())
except Exception as e:
# cleanup our mess
if self.set_type == FAST5SET_TARBALL:
shutil.rmtree(PORETOOLS_TMPDIR)
raise StopIteration
def _extract_fast5_files(self):
# return as-is if list of files
if len(self.fileset) > 1:
self.files = iter(self.fileset)
self.num_files_in_set = len(self.fileset)
self.set_type = FAST5SET_FILELIST
elif len(self.fileset) == 1:
# e.g. ['/path/to/dir'] or ['/path/to/file']
f = self.fileset[0]
# is it a directory?
if os.path.isdir(f):
files = []
for (dirpath, dirnames, names) in os.walk(f):
files += [os.path.join(dirpath, n) for n in names if self._fast5_filename_filter(n)]
self.files = iter(files)
self.num_files_in_set = len(files)
self.set_type = FAST5SET_DIRECTORY
if not len(files):
logger.warning("Directory is empty!")
# is it a tarball?
elif os.path.isfile(f) and tarfile.is_tarfile(f):
if os.path.isdir(PORETOOLS_TMPDIR):
shutil.rmtree(PORETOOLS_TMPDIR)
os.mkdir(PORETOOLS_TMPDIR)
self.files = TarballFileIterator(f, self._fast5_filename_filter)
# set to None to delay initialisation
self.num_files_in_set = None
self.set_type = FAST5SET_TARBALL
# just a single FAST5 file.
else:
self.files = iter([f])
self.num_files_in_set = 1
self.set_type = FAST5SET_SINGLEFILE
else:
logger.error("Directory %s could not be opened. Exiting.\n" % dir)
sys.exit()
def _fast5_filename_filter(self, filename):
return os.path.basename(filename).endswith('.fast5') and not os.path.basename(filename).startswith('.')
class TarballFileIterator:
def __init__(self, tarball, filename_filter = None):
self._tarball = tarball
self._tarfile = tarfile.open(tarball)
self._filename_filter = filename_filter
def __del__(self):
self._tarfile.close()
def __iter__(self):
return self
def next(self):
while True:
tarinfo = self._tarfile.next()
if tarinfo is None:
raise StopIteration
elif self._filename_filter is None or self._filename_filter(tarinfo.name):
break
self._tarfile.extract(tarinfo, path=PORETOOLS_TMPDIR)
return os.path.join(PORETOOLS_TMPDIR, tarinfo.name)
def __len__(self):
with tarfile.open(self._tarball) as tar:
return len(tar.getnames())
class Fast5File(object):
def __init__(self, filename):
self.filename = filename
self.is_open = self.open()
self.fastas = {}
self.fastqs = {}
# pre-load the FASTQ data
#self._extract_fastqs_from_fast5()
# booleans for lazy loading (speed)
self.have_fastqs = False
self.have_fastas = False
self.have_templates = False
self.have_complements = False
self.have_metadata = False
####################################################################
# Public API methods
####################################################################
def open(self):
"""
Open an ONT Fast5 file, assuming HDF5 format
"""
try:
self.hdf5file = h5py.File(self.filename, 'r')
return True
except Exception, e:
logger.warning("Cannot open file: %s. Perhaps it is corrupt? Moving on.\n" % self.filename)
return False
def close(self):
"""
Close an open an ONT Fast5 file, assuming HDF5 format
"""
if self.is_open:
self.hdf5file.close()
def has_2D(self):
"""
Return TRUE if the FAST5 has a 2D base-called sequence.
Return FALSE otherwise.
"""
if self.have_fastas is False:
self._extract_fastas_from_fast5()
self.have_fastas = True
if self.fastas.get('twodirections') is not None:
return True
return False
def get_fastqs(self, choice):
"""
Return the set of base called sequences in the FAST5
in FASTQ format.
"""
if self.have_fastqs is False:
self._extract_fastqs_from_fast5()
self.have_fastqs = True
# TODO "best". What is "best"?
fqs = []
if choice == "all":
for fastq in self.fastqs:
fqs.append(self.fastqs[fastq])
elif choice == "fwd":
fqs.append(self.fastqs.get('template'))
elif choice == "rev":
fqs.append(self.fastqs.get('complement'))
elif choice == "2D":
fqs.append(self.fastqs.get('twodirections'))
elif choice == "fwd,rev":
fqs.append(self.fastqs.get('template'))
fqs.append(self.fastqs.get('complement'))
return fqs
def get_fastas(self, choice):
"""
Return the set of base called sequences in the FAST5
in FASTQ format.
"""
if self.have_fastas is False:
self._extract_fastas_from_fast5()
self.have_fastas = True
# TODO "best". What is "best"?
fas = []
if choice == "all":
for fasta in self.fastas:
fas.append(self.fastas[fasta])
elif choice == "fwd":
fas.append(self.fastas.get('template'))
elif choice == "rev":
fas.append(self.fastas.get('complement'))
elif choice == "2D":
fas.append(self.fastas.get('twodirections'))
elif choice == "fwd,rev":
fas.append(self.fastas.get('template'))
fas.append(self.fastas.get('complement'))
return fas
def get_fastas_dict(self):
"""
Return the set of base called sequences in the FAST5
in FASTQ format.
"""
if self.have_fastas is False:
self._extract_fastas_from_fast5()
self.have_fastas = True
return self.fastas
def get_fastq(self):
"""
Return the base called sequence in the FAST5
in FASTQ format. Try 2D then template, then complement.
If all fail, return None
"""
if self.have_fastqs is False:
self._extract_fastqs_from_fast5()
self.have_fastqs = True
if not self.fastqs:
return None
elif self.fastqs.get('twodirections') is not None:
return self.fastqs.get('twodirections')
elif self.fastqs.get('template') is not None:
return self.fastqs.get('template')
elif self.fastqs.get('complement') is not None:
return self.fastqs.get('complement')
def get_fasta(self):
"""
Return the base called sequence in the FAST5
in FASTA format. Try 2D then template, then complement.
If all fail, return None
"""
if not self.fastas:
return None
elif self.fastas.get('twodirections') is not None:
return self.fastas.get('twodirections')
elif self.fastas.get('template') is not None:
return self.fastas.get('template')
elif self.fastas.get('complement') is not None:
return self.fastas.get('complement')
def get_template_events(self):
"""
Return the table of event data for the template strand
"""
if self.have_templates is False:
self._extract_template_events()
self.have_templates = True
return self.template_events
def get_complement_events(self):
"""
Return the table of event data for the complement strand
"""
if self.have_complements is False:
self._extract_complement_events()
self.have_complements = True
return self.complement_events
####################################################################
# Flowcell Metadata methods
####################################################################
def get_exp_start_time(self):
"""
Return the starting time at which signals were collected
for the given read.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['exp_start_time']
except:
return None
def get_channel_number(self):
"""
Return the channel (pore) number at which signals were collected
for the given read.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['channel_id'].attrs['channel_number']
except:
pass
try:
return self.keyinfo['read_id'].attrs['channel_number']
except:
return None
def find_read_number_block(self):
path = "/Analyses/Basecall_2D_000"
basecall = self.hdf5file[path]
path = basecall.get('InputEvents', getlink=True)
# the soft link target seems broken?
newpath = "/" + "/".join(path.path.split("/")[:-1])
node = self.hdf5file[newpath]
return node
def find_event_timing_block(self):
path = "/Analyses/Basecall_2D_000/BaseCalled_template"
try:
node = self.hdf5file[path]
path = node.get('Events')
#, getlink=True)
return path
except Exception:
return None
def get_read_number(self):
"""
Return the read number for the pore representing the given read.
"""
node = self.find_read_number_block()
if node:
try:
return node.attrs['read_number']
except:
return None
return None
def get_duration(self):
node = self.find_event_timing_block()
if node:
return int(node.attrs['duration'])
return None
def get_start_time(self):
exp_start_time = self.get_exp_start_time()
node = self.find_event_timing_block()
if node:
return int(exp_start_time) + int(node.attrs['start_time'])
return None
def get_end_time(self):
exp_start_time = self.get_exp_start_time()
start_time = self.get_start_time()
duration = self.get_duration()
if start_time and duration:
return start_time + duration
else:
return None
def get_version_name(self):
"""
Return the flow cell version name.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['version_name']
except:
return None
def get_run_id(self):
"""
Return the run id.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['run_id']
except:
return None
def get_heatsink_temp(self):
"""
Return the heatsink temperature.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['heatsink_temp']
except:
return None
def get_asic_temp(self):
"""
Return the ASIC temperature.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['asic_temp']
except:
return None
def get_flowcell_id(self):
"""
Return the flowcell_id.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['flowcell_id']
except:
return None
def get_run_purpose(self):
"""
Return the exp_script_purpose.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['exp_script_purpose']
except:
return None
def get_asic_id(self):
"""
Return the flowcell's ASIC id.
"""
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
try:
return self.keyinfo['tracking_id'].attrs['asic_id']
except:
return None
if self.have_metadata is False:
self._get_metadata()
self.have_metadata = True
def get_device_id(self):
"""
Return the flowcell's device id.
"""
try:
return self.keyinfo['tracking_id'].attrs['device_id']
except:
return None
def get_template_events_count(self):
"""
Pull out the event count for the template strand
"""
try:
table = self.hdf5file[fastq_paths['template']]
return len(table['Events'][()])
except Exception, e:
return 0
def get_complement_events_count(self):
"""
Pull out the event count for the complementary strand
"""
try:
table = self.hdf5file[fastq_paths['complement']]
return len(table['Events'][()])
except Exception, e:
return 0
def is_high_quality(self):
if self.get_complement_events_count() > \
self.get_template_events_count():
return True
else:
return False
####################################################################
# Private API methods
####################################################################
def _extract_fastqs_from_fast5(self):
"""
Return the sequence in the FAST5 file in FASTQ format
"""
for id, h5path in fastq_paths.iteritems():
try:
table = self.hdf5file[h5path]
fq = formats.Fastq(table['Fastq'][()])
fq.name += "_" + id + ":" + self.filename
self.fastqs[id] = fq
except Exception, e:
pass
def _extract_fastas_from_fast5(self):
"""
Return the sequence in the FAST5 file in FASTA format
"""
for id, h5path in fastq_paths.iteritems():
try:
table = self.hdf5file[h5path]
fa = formats.Fasta(table['Fastq'][()])
fa.name += "_" + id + " " + self.filename
self.fastas[id] = fa
except Exception, e:
pass
def _extract_template_events(self):
"""
Pull out the event information for the template strand
"""
try:
table = self.hdf5file[fastq_paths['template']]
self.template_events = [Event(x) for x in table['Events'][()]]
except Exception, e:
self.template_events = []
def _extract_complement_events(self):
"""
Pull out the event information for the complementary strand
"""
try:
table = self.hdf5file[fastq_paths['complement']]
self.complement_events = [Event(x) for x in table['Events'][()]]
except Exception, e:
self.complement_events = []
def _get_metadata(self):
try:
self.keyinfo = self.hdf5file['/UniqueGlobalKey']
except Exception, e:
try:
self.keyinfo = self.hdf5file['/Key']
except Exception, e:
self.keyinfo = None
logger.warning("Cannot find keyinfo. Exiting.\n")