-
Notifications
You must be signed in to change notification settings - Fork 27
/
CheckEnvs.py
479 lines (386 loc) · 22.6 KB
/
CheckEnvs.py
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
import os
import sys
import argparse
import shlex
import subprocess
import platform
from collections import defaultdict
from argparse import SUPPRESS
from distutils.version import LooseVersion
import shared.param_p as param
from shared.interval_tree import bed_tree_from
from shared.utils import file_path_from, folder_path_from, subprocess_popen, str2bool, \
legal_range_from, log_error, log_warning, get_header, str_none
MIN_CHUNK_LENGTH = 200000
MAX_CHUNK_LENGTH = 20000000
major_contigs = {"chr" + str(a) for a in list(range(1, 23)) + ["X", "Y"]}.union(
{str(a) for a in list(range(1, 23)) + ["X", "Y"]})
major_contigs_order = ["chr" + str(a) for a in list(range(1, 23)) + ["X", "Y"]] + [str(a) for a in
list(range(1, 23)) + ["X", "Y"]]
required_tool_version = {
'python': LooseVersion('3.6.10'),
'pypy': LooseVersion('3.6'),
'samtools': LooseVersion('1.10'),
'whatshap': LooseVersion('1.0'),
'parallel': LooseVersion('20191122'),
}
def check_version(tool, pos=None, is_pypy=False):
try:
if is_pypy:
proc = subprocess.run("{} -c 'import sys; print (sys.version)'".format(tool), stdout=subprocess.PIPE,
shell=True)
else:
proc = subprocess.run([tool, "--version"], stdout=subprocess.PIPE)
if proc.returncode != 0:
return None
first_line = proc.stdout.decode().split("\n", 1)[0]
version = first_line.split()[pos]
version = LooseVersion(version)
except Exception:
return None
return version
def check_python_path():
python_path = subprocess.run("which python", stdout=subprocess.PIPE, shell=True).stdout.decode().rstrip()
sys.exit(log_error("[ERROR] Current python execution path: {}".format(python_path)))
def check_tools_version(tool_version, required_tool_version):
for tool, version in tool_version.items():
required_version = required_tool_version[tool]
# whatshap cannot be installed in Mac arm64 system
if platform.system() == "Darwin" and tool == 'whatshap':
continue
if version is None:
print(log_error("[ERROR] {} not found, please check you are in clair3 virtual environment".format(tool)))
check_python_path()
elif version < required_version:
print(log_error("[ERROR] Tool version not match, please check you are in clair3 virtual environment"))
print(' '.join([str(item).ljust(10) for item in ["Tool", "Version", "Required"]]))
error_info = ' '.join([str(item).ljust(10) for item in [tool, version, '>=' + str(required_version)]])
print(error_info)
check_python_path()
return
def check_contig_in_bam(bam_fn, sorted_contig_list, samtools):
bai_process = subprocess_popen(shlex.split("{} idxstats {}".format(samtools, bam_fn)))
contig_with_read_support_set = set()
for row_id, row in enumerate(bai_process.stdout):
row = row.split('\t')
if len(row) != 4:
continue
contig_name, contig_length, mapped_reads, unmapped_reads = row
if contig_name not in sorted_contig_list:
continue
if int(mapped_reads) > 0:
contig_with_read_support_set.add(contig_name)
for contig_name in sorted_contig_list:
if contig_name not in contig_with_read_support_set:
print(log_warning(
"[WARNING] Contig name {} provided but no mapped reads in BAM, skip!".format(contig_name)))
filtered_sorted_contig_list = [item for item in sorted_contig_list if item in contig_with_read_support_set]
found_contig = True
if len(filtered_sorted_contig_list) == 0:
found_contig = False
print(log_warning(
"[WARNING] No mapped reads support in BAM for provided contigs set {}".format(
' '.join(sorted_contig_list))))
return filtered_sorted_contig_list, found_contig
def split_extend_vcf(vcf_fn, output_fn):
expand_region_size = param.no_of_positions
output_ctg_dict = defaultdict(list)
unzip_process = subprocess_popen(shlex.split("gzip -fdc %s" % (vcf_fn)))
for row_id, row in enumerate(unzip_process.stdout):
if row[0] == '#':
continue
columns = row.strip().split(maxsplit=3)
ctg_name = columns[0]
center_pos = int(columns[1])
ctg_start, ctg_end = center_pos - 1, center_pos
if ctg_start < 0:
sys.exit(
log_error("[ERROR] Invalid VCF input in {}-th row {} {} {}".format(row_id + 1, ctg_name, center_pos)))
if ctg_start - expand_region_size < 0:
continue
expand_ctg_start = ctg_start - expand_region_size
expand_ctg_end = ctg_end + expand_region_size
output_ctg_dict[ctg_name].append(
' '.join([ctg_name, str(expand_ctg_start), str(expand_ctg_end)]))
for key, value in output_ctg_dict.items():
ctg_output_fn = os.path.join(output_fn, key)
with open(ctg_output_fn, 'w') as output_file:
output_file.write('\n'.join(value))
unzip_process.stdout.close()
unzip_process.wait()
know_vcf_contig_set = set(list(output_ctg_dict.keys()))
return know_vcf_contig_set
def split_extend_bed(bed_fn, output_fn, contig_set=None):
expand_region_size = param.no_of_positions
output_ctg_dict = defaultdict(list)
unzip_process = subprocess_popen(shlex.split("gzip -fdc %s" % (bed_fn)))
for row_id, row in enumerate(unzip_process.stdout):
if row[0] == '#':
continue
columns = row.strip().split()
ctg_name = columns[0]
if contig_set and ctg_name not in contig_set:
continue
ctg_start, ctg_end = int(columns[1]), int(columns[2])
if ctg_end < ctg_start or ctg_start < 0 or ctg_end < 0:
sys.exit(log_error(
"[ERROR] Invalid BED input in {}-th row {} {} {}".format(row_id + 1, ctg_name, ctg_start, ctg_end)))
expand_ctg_start = max(0, ctg_start - expand_region_size)
expand_ctg_end = max(0, ctg_end + expand_region_size)
output_ctg_dict[ctg_name].append(
' '.join([ctg_name, str(expand_ctg_start), str(expand_ctg_end)]))
for key, value in output_ctg_dict.items():
ctg_output_fn = os.path.join(output_fn, key)
with open(ctg_output_fn, 'w') as output_file:
output_file.write('\n'.join(value))
unzip_process.stdout.close()
unzip_process.wait()
def output_header(output_fn, reference_file_path, cmd_fn=None, sample_name='SAMPLE'):
output_file = open(output_fn, "w")
header_str = get_header(reference_file_path=reference_file_path, cmd_fn=cmd_fn, sample_name=sample_name)
output_file.write(header_str)
output_file.close()
def compress_index_vcf(input_vcf):
# use bgzip to compress vcf -> vcf.gz
# use tabix to index vcf.gz
proc = subprocess.run('bgzip -f {}'.format(input_vcf), shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE)
proc = subprocess.run('tabix -f -p vcf {}.gz'.format(input_vcf), shell=True, stdout=subprocess.PIPE,
stderr=subprocess.PIPE)
def CheckEnvs(args):
basedir = os.path.dirname(__file__)
bam_fn = file_path_from(args.bam_fn, exit_on_not_found=True)
ref_fn = file_path_from(args.ref_fn, exit_on_not_found=True)
fai_fn = file_path_from(args.ref_fn, suffix=".fai", exit_on_not_found=True, sep='.')
bai_fn = file_path_from(args.bam_fn, suffix=".bai", sep='.')
csi_fn = file_path_from(args.bam_fn, suffix=".csi", sep='.')
crai_fn = file_path_from(args.bam_fn, suffix=".crai", sep='.')
if bai_fn is None and csi_fn is None and crai_fn is None:
sys.exit(log_error("[ERROR] Neither Bam index file {} or {} or found".format(args.bam_fn + '.bai',
args.bam_fn + '.csi', args.bam_fn + '.crai')))
bed_fn = file_path_from(args.bed_fn)
vcf_fn = file_path_from(args.vcf_fn)
tree = bed_tree_from(bed_file_path=bed_fn)
# create temp file folder
output_fn_prefix = args.output_fn_prefix
output_fn_prefix = folder_path_from(output_fn_prefix, create_not_found=True)
log_path = folder_path_from(os.path.join(output_fn_prefix, 'log'), create_not_found=True)
tmp_file_path = folder_path_from(os.path.join(output_fn_prefix, 'tmp'), create_not_found=True)
split_bed_path = folder_path_from(os.path.join(tmp_file_path, 'split_beds'),
create_not_found=True) if bed_fn or vcf_fn else None
pileup_vcf_path = folder_path_from(os.path.join(tmp_file_path, 'pileup_output'), create_not_found=True)
merge_vcf_path = folder_path_from(os.path.join(tmp_file_path, 'merge_output'), create_not_found=True)
phase_output_path = folder_path_from(os.path.join(tmp_file_path, 'phase_output'), create_not_found=True)
gvcf_temp_output_path = folder_path_from(os.path.join(tmp_file_path, 'gvcf_tmp_output'), create_not_found=True)
full_alignment_output_path = folder_path_from(os.path.join(tmp_file_path, 'full_alignment_output'),
create_not_found=True)
phase_vcf_path = folder_path_from(os.path.join(phase_output_path, 'phase_vcf'), create_not_found=True)
phase_bam_path = folder_path_from(os.path.join(phase_output_path, 'phase_bam'), create_not_found=True)
candidate_bed_path = folder_path_from(os.path.join(full_alignment_output_path, 'candidate_bed'),
create_not_found=True)
# environment parameters
pypy = args.pypy
samtools = args.samtools
whatshap = args.whatshap
parallel = args.parallel
qual = args.qual
var_pct_full = args.var_pct_full
ref_pct_full = args.ref_pct_full
snp_min_af = args.snp_min_af
indel_min_af = args.indel_min_af
min_contig_size = args.min_contig_size
sample_name = args.sampleName
contig_name_list = os.path.join(tmp_file_path, 'CONTIGS')
chunk_list = os.path.join(tmp_file_path, 'CHUNK_LIST')
cmd_fn = args.cmd_fn
legal_range_from(param_name="qual", x=qual, min_num=0, exit_out_of_range=True)
legal_range_from(param_name="var_pct_full", x=var_pct_full, min_num=0, max_num=1, exit_out_of_range=True)
legal_range_from(param_name="ref_pct_full", x=ref_pct_full, min_num=0, max_num=1, exit_out_of_range=True)
legal_range_from(param_name="snp_min_af", x=snp_min_af, min_num=0, max_num=1, exit_out_of_range=True)
legal_range_from(param_name="indel_min_af", x=indel_min_af, min_num=0, max_num=1, exit_out_of_range=True)
if ref_pct_full > 0.3:
print(log_warning(
"[WARNING] For efficiency, we use a maximum 30% reference candidates for full-alignment calling"))
tool_version = {
'python': LooseVersion(sys.version.split()[0]),
'pypy': check_version(tool=pypy, pos=0, is_pypy=True),
'samtools': check_version(tool=samtools, pos=1),
'whatshap': check_version(tool=whatshap, pos=0),
'parallel': check_version(tool=parallel, pos=2),
}
check_tools_version(tool_version, required_tool_version)
is_include_all_contigs = args.include_all_ctgs
is_bed_file_provided = bed_fn is not None
is_known_vcf_file_provided = vcf_fn is not None
if is_known_vcf_file_provided and is_bed_file_provided:
sys.exit(log_error("[ERROR] Please provide either --vcf_fn or --bed_fn only"))
if is_known_vcf_file_provided:
know_vcf_contig_set = split_extend_vcf(vcf_fn=vcf_fn, output_fn=split_bed_path)
ctg_name_list = args.ctg_name
is_ctg_name_list_provided = ctg_name_list is not None and ctg_name_list != "EMPTY"
contig_set = set(ctg_name_list.split(',')) if is_ctg_name_list_provided else set()
if is_ctg_name_list_provided and is_bed_file_provided:
print(log_warning("[WARNING] both --ctg_name and --bed_fn provided, will only proceed contigs in intersection"))
if is_ctg_name_list_provided and is_known_vcf_file_provided:
print(log_warning("[WARNING] both --ctg_name and --vcf_fn provided, will only proceed contigs in intersection"))
if is_ctg_name_list_provided:
contig_set = contig_set.intersection(
set(tree.keys())) if is_bed_file_provided else contig_set
contig_set = contig_set.intersection(
know_vcf_contig_set) if is_known_vcf_file_provided else contig_set
else:
contig_set = contig_set.union(
set(tree.keys())) if is_bed_file_provided else contig_set
contig_set = contig_set.union(
know_vcf_contig_set) if is_known_vcf_file_provided else contig_set
# if each split region is too small(long) for given default chunk num, will increase(decrease) the total chunk num
default_chunk_num = args.chunk_num
DEFAULT_CHUNK_SIZE = args.chunk_size
contig_length_list = []
contig_chunk_num = {}
with open(fai_fn, 'r') as fai_fp:
for row in fai_fp:
columns = row.strip().split("\t")
contig_name, contig_length = columns[0], int(columns[1])
if not is_include_all_contigs and (
not (is_bed_file_provided or is_ctg_name_list_provided or is_known_vcf_file_provided)) and str(
contig_name) not in major_contigs:
continue
if is_bed_file_provided and contig_name not in tree:
continue
if is_ctg_name_list_provided and contig_name not in contig_set:
continue
if is_known_vcf_file_provided and contig_name not in contig_set:
continue
if min_contig_size > 0 and contig_length < min_contig_size:
print(log_warning(
"[WARNING] {} contig length {} is smaller than minimum contig size {}, will skip it!".format(contig_name, contig_length, min_contig_size)))
if contig_name in contig_set:
contig_set.remove(contig_name)
continue
contig_set.add(contig_name)
contig_length_list.append(contig_length)
chunk_num = int(
contig_length / float(DEFAULT_CHUNK_SIZE)) + 1 if contig_length % DEFAULT_CHUNK_SIZE else int(
contig_length / float(DEFAULT_CHUNK_SIZE))
contig_chunk_num[contig_name] = max(chunk_num, 1)
if default_chunk_num > 0:
min_chunk_length = min(contig_length_list) / float(default_chunk_num)
max_chunk_length = max(contig_length_list) / float(default_chunk_num)
contigs_order = major_contigs_order + list(contig_set)
sorted_contig_list = sorted(list(contig_set), key=lambda x: contigs_order.index(x))
found_contig = True
if not len(contig_set):
if is_bed_file_provided:
all_contig_in_bed = ' '.join(list(tree.keys()))
print(log_warning("[WARNING] No contig intersection found by --bed_fn, contigs in BED {}: {}".format(bed_fn, all_contig_in_bed)))
if is_known_vcf_file_provided:
all_contig_in_vcf = ' '.join(list(know_vcf_contig_set))
print(log_warning("[WARNING] No contig intersection found by --vcf_fn, contigs in VCF {}: {}".format(vcf_fn, all_contig_in_vcf)))
if is_ctg_name_list_provided:
all_contig_in_ctg_name = ' '.join(ctg_name_list.split(','))
print(log_warning("[WARNING] No contig intersection found by --ctg_name, contigs in contigs list: {}".format(all_contig_in_ctg_name)))
found_contig = False
else:
for c in sorted_contig_list:
if c not in contig_chunk_num:
print(log_warning(("[WARNING] Contig {} given but not found in reference fai file".format(c))))
# check contig in bam have support reads
sorted_contig_list, found_contig = check_contig_in_bam(bam_fn=bam_fn, sorted_contig_list=sorted_contig_list,
samtools=samtools)
if not found_contig:
# output header only to merge_output.vcf.gz
output_fn = os.path.join(output_fn_prefix, "merge_output.vcf")
output_header(output_fn=output_fn, reference_file_path=ref_fn, cmd_fn=cmd_fn, sample_name=sample_name)
compress_index_vcf(output_fn)
print(log_warning(
("[WARNING] No contig intersection found, output header only in {}").format(output_fn + ".gz")))
with open(contig_name_list, 'w') as output_file:
output_file.write("")
return
print('[INFO] Call variant in contigs: {}'.format(' '.join(sorted_contig_list)))
print('[INFO] Chunk number for each contig: {}'.format(
' '.join([str(contig_chunk_num[c]) for c in sorted_contig_list])))
if default_chunk_num > 0 and max_chunk_length > MAX_CHUNK_LENGTH:
print(log_warning(
'[WARNING] Current maximum chunk size {} is larger than default maximum chunk size {}, You may set a larger chunk_num by setting --chunk_num=$ for better parallelism.'.format(
min_chunk_length, MAX_CHUNK_LENGTH)))
elif default_chunk_num > 0 and min_chunk_length < MIN_CHUNK_LENGTH:
print(log_warning(
'[WARNING] Current minimum chunk size {} is smaller than default minimum chunk size {}, You may set a smaller chunk_num by setting --chunk_num=$.'.format(
min_chunk_length, MIN_CHUNK_LENGTH)))
if default_chunk_num == 0 and max(contig_length_list) < DEFAULT_CHUNK_SIZE / 5:
print(log_warning(
'[WARNING] Current maximum contig length {} is much smaller than default chunk size {}, You may set a smaller chunk size by setting --chunk_size=$ for better parallelism.'.format(
max(contig_length_list), DEFAULT_CHUNK_SIZE)))
if is_bed_file_provided:
split_extend_bed(bed_fn=bed_fn, output_fn=split_bed_path, contig_set=contig_set)
with open(contig_name_list, 'w') as output_file:
output_file.write('\n'.join(sorted_contig_list))
with open(chunk_list, 'w') as output_file:
for contig_name in sorted_contig_list:
chunk_num = contig_chunk_num[contig_name]
for chunk_id in range(1, chunk_num + 1):
output_file.write(contig_name + ' ' + str(chunk_id) + ' ' + str(chunk_num) + '\n')
def main():
parser = argparse.ArgumentParser(
description="Check the environment and the validity of the input variables, preprocess the BED input if necessary")
parser.add_argument('--bam_fn', type=str, default=None,
help="BAM file input, default: %(default)s")
parser.add_argument('--output_fn_prefix', type=str, default=None,
help="Path to the output folder")
parser.add_argument('--ctg_name', type=str, default='EMPTY',
help="The name of sequence to be processed, separated by comma")
parser.add_argument('--bed_fn', type=str, nargs='?', action="store", default=None,
help="Call variant only in these regions. Will take an intersection if --ctg_name is set")
parser.add_argument('--vcf_fn', type=str, default=None,
help="Candidate sites VCF file input, if provided, variants will only be called at the sites in the VCF file, default: %(default)s")
parser.add_argument('--ref_fn', type=str, default="ref.fa",
help="Reference fasta file input, default: %(default)s")
parser.add_argument('--chunk_size', type=int, default=5000000,
help="The size of each chuck for parallel processing, default: 5Mbp")
parser.add_argument('--include_all_ctgs', type=str2bool, default=False,
help="Call variants on all contigs, default: chr{1..22,X,Y,M,MT} and {1..22,X,Y,MT}")
parser.add_argument('--threads', type=int, default=16,
help="Max #threads to be used. The full genome will be divided into small chucks for parallel processing")
parser.add_argument('--samtools', type=str, default="samtools",
help="Path to the 'samtools', samtools version >= 1.10 is required, default: %(default)s")
parser.add_argument('--pypy', type=str, default="pypy3",
help="Path to the 'pypy', pypy3 version >= 3.6 is required, default: %(default)s")
parser.add_argument('--python', type=str, default="python3",
help="Path to the 'python3', default: %(default)s")
parser.add_argument('--parallel', type=str, default="parallel",
help="Path to the 'parallel', default: %(default)s")
parser.add_argument('--whatshap', type=str, default="whatshap",
help="Path to the 'whatshap', default: %(default)s")
parser.add_argument('--sampleName', type=str, default="SAMPLE",
help="Define the sample name to be shown in the VCF file, optional")
parser.add_argument('--qual', type=int, default=None,
help="If set, variants with >=$qual will be marked 'PASS', or 'LowQual' otherwise, optional")
parser.add_argument('--var_pct_full', type=float, default=0.3,
help="Default variant call proportion for raw alignment or remove low quality proportion for whatshap phasing. (default: %(default)f)")
parser.add_argument('--ref_pct_full', type=float, default=0.3,
help="Default reference call proportion for raw alignment or remove low quality proportion for whatshap phasing. (default: %(default)f)")
parser.add_argument('--snp_min_af', type=float, default=0.08,
help="Minimum SNP allele frequency for a site to be considered as a candidate site, default: %(default)f")
parser.add_argument('--indel_min_af', type=float, default=0.08,
help="Minimum Indel allele frequency for a site to be considered as a candidate site, default: %(default)f")
parser.add_argument('--min_contig_size', type=int, default=0,
help="Minimum Indel allele frequency for a site to be considered as a candidate site, default: %(default)f")
parser.add_argument('--cmd_fn', type=str_none, default=None,
help="If defined, added command line into VCF header")
# options for internal process control
## The number of chucks to be divided into for parallel processing
parser.add_argument('--chunk_num', type=int, default=0,
help=SUPPRESS)
args = parser.parse_args()
if len(sys.argv[1:]) == 0:
parser.print_help()
sys.exit(1)
if not args.include_all_ctgs and args.ctg_name == 'EMPTY':
print("[INFO] --include_all_ctgs not enabled, use chr{1..22,X,Y} and {1..22,X,Y} by default")
elif args.include_all_ctgs:
print("[INFO] --include_all_ctgs enabled")
print(log_warning("[WARNING] Please enable --no_phasing_for_fa if calling variant in non-diploid organisms"))
CheckEnvs(args)
if __name__ == "__main__":
main()