/
test_sbt.py
1266 lines (929 loc) · 39.9 KB
/
test_sbt.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
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
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
"Test SBT code."
import json
import shutil
import os
import pytest
import sourmash
from sourmash import (load_one_signature, SourmashSignature,
load_file_as_signatures)
from sourmash.exceptions import IndexNotSupported
from sourmash.sbt import SBT, GraphFactory, Leaf, Node
from sourmash.sbtmh import (SigLeaf, load_sbt_index)
from sourmash.sbt_storage import (FSStorage, RedisStorage,
IPFSStorage, ZipStorage)
from sourmash.search import make_jaccard_search_query
from sourmash.picklist import SignaturePicklist, PickStyle
import sourmash_tst_utils as utils
def test_simple(runtmp, n_children):
factory = GraphFactory(5, 100, 3)
root = SBT(factory, d=n_children)
leaf1 = Leaf("a", factory())
leaf1.data.count('AAAAA')
leaf1.data.count('AAAAT')
leaf1.data.count('AAAAC')
leaf2 = Leaf("b", factory())
leaf2.data.count('AAAAA')
leaf2.data.count('AAAAT')
leaf2.data.count('AAAAG')
leaf3 = Leaf("c", factory())
leaf3.data.count('AAAAA')
leaf3.data.count('AAAAT')
leaf3.data.count('CAAAA')
leaf4 = Leaf("d", factory())
leaf4.data.count('AAAAA')
leaf4.data.count('CAAAA')
leaf4.data.count('GAAAA')
leaf5 = Leaf("e", factory())
leaf5.data.count('AAAAA')
leaf5.data.count('AAAAT')
leaf5.data.count('GAAAA')
root.add_node(leaf1)
root.add_node(leaf2)
root.add_node(leaf3)
root.add_node(leaf4)
root.add_node(leaf5)
# return True if leaf node contains nodegraph w/kmer
def search_kmer(leaf, kmer):
return leaf.data.get(kmer)
leaves = [leaf1, leaf2, leaf3, leaf4, leaf5 ]
kmers = [ "AAAAA", "AAAAT", "AAAAG", "CAAAA", "GAAAA" ]
# define an exhaustive search function that looks in all the leaf nodes.
def search_kmer_in_list(kmer):
x = []
for l in leaves:
if l.data.get(kmer):
x.append(l)
return set(x)
# for all k-mers, ensure that tree._find_nodes matches the exhaustive
# search.
for kmer in kmers:
assert set(root._find_nodes(search_kmer, kmer)) == search_kmer_in_list(kmer)
print('-----')
print([ x.metadata for x in root._find_nodes(search_kmer, "AAAAA") ])
print([ x.metadata for x in root._find_nodes(search_kmer, "AAAAT") ])
print([ x.metadata for x in root._find_nodes(search_kmer, "AAAAG") ])
print([ x.metadata for x in root._find_nodes(search_kmer, "CAAAA") ])
print([ x.metadata for x in root._find_nodes(search_kmer, "GAAAA") ])
# save SBT to a directory and then reload
root.save(runtmp.output('demo'))
root = SBT.load(runtmp.output('demo'))
for kmer in kmers:
new_result = {str(r) for r in root._find_nodes(search_kmer, kmer)}
print(*new_result, sep='\n')
assert new_result == {str(r) for r in search_kmer_in_list(kmer)}
def test_longer_search(n_children):
ksize = 5
factory = GraphFactory(ksize, 100, 3)
root = SBT(factory, d=n_children)
leaf1 = Leaf("a", factory())
leaf1.data.count('AAAAA')
leaf1.data.count('AAAAT')
leaf1.data.count('AAAAC')
leaf2 = Leaf("b", factory())
leaf2.data.count('AAAAA')
leaf2.data.count('AAAAT')
leaf2.data.count('AAAAG')
leaf3 = Leaf("c", factory())
leaf3.data.count('AAAAA')
leaf3.data.count('AAAAT')
leaf3.data.count('CAAAA')
leaf4 = Leaf("d", factory())
leaf4.data.count('AAAAA')
leaf4.data.count('CAAAA')
leaf4.data.count('GAAAA')
leaf5 = Leaf("e", factory())
leaf5.data.count('AAAAA')
leaf5.data.count('AAAAT')
leaf5.data.count('GAAAA')
root.add_node(leaf1)
root.add_node(leaf2)
root.add_node(leaf3)
root.add_node(leaf4)
root.add_node(leaf5)
def kmers(k, seq):
for start in range(len(seq) - k + 1):
yield seq[start:start + k]
def search_transcript(node, seq, threshold):
presence = [ node.data.get(kmer) for kmer in kmers(ksize, seq) ]
if sum(presence) >= int(threshold * (len(seq) - ksize + 1)):
return 1
return 0
try1 = [ x.metadata for x in root._find_nodes(search_transcript, "AAAAT", 1.0) ]
assert set(try1) == set([ 'a', 'b', 'c', 'e' ]), try1 # no 'd'
try2 = [ x.metadata for x in root._find_nodes(search_transcript, "GAAAAAT", 0.6) ]
assert set(try2) == set([ 'a', 'b', 'c', 'd', 'e' ])
try3 = [ x.metadata for x in root._find_nodes(search_transcript, "GAAAA", 1.0) ]
assert set(try3) == set([ 'd', 'e' ]), try3
#@pytest.mark.parametrize("old_version", ["v1", "v2", "v3", "v4", "v5"])
@pytest.mark.parametrize("old_version", ["v3", "v4", "v5"])
def test_tree_old_load(old_version):
tree_old = SBT.load(utils.get_test_data('{}.sbt.json'.format(old_version)),
leaf_loader=SigLeaf.load)
tree_cur = SBT.load(utils.get_test_data('v6.sbt.json'),
leaf_loader=SigLeaf.load)
testdata1 = utils.get_test_data(utils.SIG_FILES[0])
to_search = load_one_signature(testdata1)
print(list(tree_old.leaves()))
# note: earlier versions of this test did containment on
# the num MinHash in `to_search`, which doesn't work properly.
# (See test_sbt_no_containment_on_num for test). So, to
# fix the test for the new search API, we had to adjust
# the threshold.
search_obj = make_jaccard_search_query(threshold=0.05)
results_old = {str(s.signature) for s in tree_old.find(search_obj, to_search)}
results_cur = {str(s.signature) for s in tree_cur.find(search_obj, to_search)}
assert results_old == results_cur
assert len(results_old) == 4
def test_load_future(tmpdir):
with open(str(tmpdir.join("v9999.sbt.json")), 'w') as f:
json.dump({'version': 9999}, f)
with pytest.raises(IndexNotSupported) as excinfo:
SBT.load(str(tmpdir.join("v9999.sbt.json")))
assert "index format is not supported" in str(excinfo.value)
def test_tree_save_load(runtmp, n_children):
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=n_children)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
tree.save(runtmp.output('demo'))
tree = SBT.load(runtmp.output('demo'),
leaf_loader=SigLeaf.load)
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
def test_search_minhashes():
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory)
n_leaves = 0
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = next(iter(tree.leaves()))
# this fails if 'search_obj' is calc containment and not similarity.
search_obj = make_jaccard_search_query(threshold=0.08)
results = tree.find(search_obj, to_search.data)
n = 0
for n, sr in enumerate(results):
assert to_search.data.jaccard(sr.signature) >= 0.08
assert n == 1
def test_binary_nary_tree():
factory = GraphFactory(31, 1e5, 4)
trees = {}
trees[2] = SBT(factory)
trees[5] = SBT(factory, d=5)
trees[10] = SBT(factory, d=10)
n_leaves = 0
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
for tree in trees.values():
tree.add_node(leaf)
to_search = leaf
n_leaves += 1
assert all([len(list(t.leaves())) == n_leaves for t in trees.values()])
results = {}
print('*' * 60)
print("{}:".format(to_search.metadata))
for d, tree in trees.items():
search_obj = make_jaccard_search_query(threshold=0.1)
results[d] = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*results[2], sep='\n')
assert results[2] == results[5]
assert results[5] == results[10]
def test_sbt_combine(n_children):
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=n_children)
tree_1 = SBT(factory, d=n_children)
tree_2 = SBT(factory, d=n_children)
n_leaves = 0
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
if n_leaves < 4:
tree_1.add_node(leaf)
else:
tree_2.add_node(leaf)
n_leaves += 1
tree_1.combine(tree_2)
t1_leaves = {str(l) for l in tree_1.leaves()}
t_leaves = {str(l) for l in tree.leaves()}
assert len(t1_leaves) == n_leaves
assert len(t_leaves) == len(t1_leaves)
assert t1_leaves == t_leaves
to_search = load_one_signature(utils.get_test_data(utils.SIG_FILES[0]))
search_obj = make_jaccard_search_query(threshold=0.1)
t1_result = {str(s.signature) for s in tree_1.find(search_obj, to_search)}
tree_result = {str(s.signature) for s in tree.find(search_obj, to_search)}
assert t1_result == tree_result
# TODO: save and load both trees
# check if adding a new node will use the next empty position
next_empty = 0
for n, (d, _) in enumerate(tree_1):
if n != d:
next_empty = n
break
if not next_empty:
next_empty = n + 1
tree_1.add_node(SigLeaf(to_search.name, to_search))
assert tree_1.next_node == next_empty
def test_sbt_fsstorage(runtmp):
factory = GraphFactory(31, 1e5, 4)
# with utils.TempDirectory() as location:
tree = SBT(factory)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
with FSStorage(runtmp.location, '.fstree') as storage:
tree.save(runtmp.output('tree.sbt.json'), storage=storage)
tree = SBT.load(runtmp.output('tree.sbt.json'), leaf_loader=SigLeaf.load)
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
assert os.path.exists(runtmp.output(tree.storage.subdir))
assert os.path.exists(runtmp.output('.fstree'))
def test_sbt_zipstorage(tmpdir):
# create tree, save to a zip, then load and search.
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory)
for f in utils.SIG_FILES:
sig = next(load_file_as_signatures(utils.get_test_data(f)))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
with ZipStorage(str(tmpdir.join("tree.sbt.zip")), mode="w") as storage:
tree.save(str(tmpdir.join("tree.sbt.json")), storage=storage)
with ZipStorage(str(tmpdir.join("tree.sbt.zip"))) as storage:
tree = SBT.load(str(tmpdir.join("tree.sbt.json")),
leaf_loader=SigLeaf.load,
storage=storage)
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
def test_sbt_ipfsstorage(runtmp):
ipfshttpclient = pytest.importorskip('ipfshttpclient')
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
try:
with IPFSStorage() as storage:
tree.save(runtmp.output('tree.sbt.json'), storage=storage)
except ipfshttpclient.exceptions.ConnectionError:
pytest.xfail("ipfs not installed/functioning probably")
with IPFSStorage() as storage:
tree = SBT.load(runtmp.output('tree.sbt.json'),
leaf_loader=SigLeaf.load,
storage=storage)
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
def test_sbt_redisstorage(runtmp):
redis = pytest.importorskip('redis')
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
try:
with RedisStorage() as storage:
tree.save(runtmp.output('tree.sbt.json'), storage=storage)
except redis.exceptions.ConnectionError:
pytest.xfail("Couldn't connect to redis server")
with RedisStorage() as storage:
tree = SBT.load(runtmp.output('tree.sbt.json'),
leaf_loader=SigLeaf.load,
storage=storage)
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
def test_save_zip(tmpdir):
# load from zipped SBT, save to zipped SBT, and then search.
testdata = utils.get_test_data("v6.sbt.zip")
testsbt = tmpdir.join("v6.sbt.zip")
newsbt = tmpdir.join("new.sbt.zip")
shutil.copyfile(testdata, str(testsbt))
tree = SBT.load(str(testsbt), leaf_loader=SigLeaf.load)
tree.save(str(newsbt))
assert newsbt.exists()
new_tree = SBT.load(str(newsbt), leaf_loader=SigLeaf.load)
assert isinstance(new_tree.storage, ZipStorage)
assert new_tree.storage.list_sbts() == ['new.sbt.json']
to_search = load_one_signature(utils.get_test_data(utils.SIG_FILES[0]))
print("*" * 60)
print("{}:".format(to_search))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search)}
new_result = {str(s.signature) for s in new_tree.find(search_obj, to_search)}
print(*new_result, sep="\n")
assert old_result == new_result
assert len(new_result) == 2
def test_load_zip(tmpdir):
# search zipped SBT
testdata = utils.get_test_data("v6.sbt.zip")
testsbt = tmpdir.join("v6.sbt.zip")
shutil.copyfile(testdata, str(testsbt))
tree = SBT.load(str(testsbt), leaf_loader=SigLeaf.load)
to_search = load_one_signature(utils.get_test_data(utils.SIG_FILES[0]))
print("*" * 60)
print("{}:".format(to_search))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search)}
print(*new_result, sep="\n")
assert len(new_result) == 2
def test_load_zip_uncompressed(tmpdir):
# uncompress zipped SBT into a tmpdir and search unpacked SBT
import zipfile
testdata = utils.get_test_data("v6.sbt.zip")
testsbt = tmpdir.join("v6.sbt.json")
with zipfile.ZipFile(testdata, 'r') as z:
z.extractall(str(tmpdir))
tree = SBT.load(str(testsbt), leaf_loader=SigLeaf.load)
to_search = load_one_signature(utils.get_test_data(utils.SIG_FILES[0]))
print("*" * 60)
print("{}:".format(to_search))
search_obj = make_jaccard_search_query(threshold=0.1)
new_result = {str(s.signature) for s in tree.find(search_obj, to_search)}
print(*new_result, sep="\n")
assert len(new_result) == 2
def test_tree_repair():
tree_repair = SBT.load(utils.get_test_data('leaves.sbt.json'),
leaf_loader=SigLeaf.load)
tree_cur = SBT.load(utils.get_test_data('v3.sbt.json'),
leaf_loader=SigLeaf.load)
testdata1 = utils.get_test_data(utils.SIG_FILES[0])
to_search = load_one_signature(testdata1)
search_obj = make_jaccard_search_query(threshold=0.1)
results_repair = {str(s.signature) for s in tree_repair.find(search_obj, to_search)}
results_cur = {str(s.signature) for s in tree_cur.find(search_obj, to_search)}
assert results_repair == results_cur
assert len(results_repair) == 2
def test_tree_repair_insert():
tree_repair = SBT.load(utils.get_test_data('leaves.sbt.json'),
leaf_loader=SigLeaf.load)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree_repair.add_node(leaf)
for pos, node in tree_repair:
# Every parent of a node must be an internal node (and not a leaf),
# except for node 0 (the root), whose parent is None.
if pos != 0:
assert isinstance(tree_repair.parent(pos).node, Node)
# Leaf nodes can't have children
if isinstance(node, Leaf):
assert all(c.node is None for c in tree_repair.children(pos))
def test_save_sparseness(runtmp, n_children):
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=n_children)
for f in utils.SIG_FILES:
sig = load_one_signature(utils.get_test_data(f))
leaf = SigLeaf(os.path.basename(f), sig)
tree.add_node(leaf)
to_search = leaf
print('*' * 60)
print("{}:".format(to_search.metadata))
search_obj = make_jaccard_search_query(threshold=0.1)
old_result = {str(s.signature) for s in tree.find(search_obj, to_search.data)}
print(*old_result, sep='\n')
tree.save(runtmp.output('demo'), sparseness=1.0)
tree_loaded = SBT.load(runtmp.output('demo'),
leaf_loader=SigLeaf.load)
assert all(not isinstance(n, Node) for _, n in tree_loaded)
print('*' * 60)
print("{}:".format(to_search.metadata))
new_result = {str(s.signature) for s in tree_loaded.find(search_obj,
to_search.data)}
print(*new_result, sep='\n')
assert old_result == new_result
for pos, node in tree_loaded:
# Every parent of a node must be an internal node (and not a leaf),
# except for node 0 (the root), whose parent is None.
if pos != 0:
assert isinstance(tree_loaded.parent(pos).node, Node)
# Leaf nodes can't have children
if isinstance(node, Leaf):
assert all(c.node is None for c in tree_loaded.children(pos))
def test_sbt_as_index_select():
# test 'select' method from Index base class.
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
xx = tree.select(ksize=31)
assert xx == tree
xx = tree.select(moltype='DNA')
assert xx == tree
xx = tree.select(abund=False)
assert xx == tree
with pytest.raises(ValueError):
tree.select(ksize=21)
with pytest.raises(ValueError):
tree.select(moltype='protein')
with pytest.raises(ValueError):
tree.select(abund=True)
def test_sbt_as_index_select_picklist():
# test 'select' method from Index base class with a picklist
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
# construct a picklist...
picklist = SignaturePicklist('md5prefix8')
picklist.init(['09a08691'])
# select on picklist
tree = tree.select(picklist=picklist)
siglist = list(tree.signatures())
assert len(siglist) == 1
ss = siglist[0]
assert ss.minhash.ksize == 31
assert ss.md5sum().startswith('09a08691c')
def test_sbt_as_index_select_picklist_exclude():
# test 'select' method from Index base class with a picklist, exclude
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
# construct a picklist...
picklist = SignaturePicklist('md5prefix8', pickstyle=PickStyle.EXCLUDE)
picklist.init(['09a08691'])
# select on picklist
tree = tree.select(picklist=picklist)
siglist = list(tree.signatures())
assert len(siglist) == 1
ss = siglist[0]
assert ss.minhash.ksize == 31
assert ss.md5sum().startswith('38729c637')
def test_sbt_as_index_find_picklist():
# test 'select' method from Index base class with a picklist
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
# construct a picklist...
picklist = SignaturePicklist('md5prefix8')
picklist.init(['09a08691'])
# run a 'find' with sig63, should find 47 and 63 both.
search_obj = make_jaccard_search_query(do_containment=True, threshold=0.0)
results = list(tree.find(search_obj, sig63))
print(results)
assert len(results) == 2
# now, select on picklist and do another find...
tree = tree.select(picklist=picklist)
results = list(tree.find(search_obj, sig63))
print(results)
assert len(results) == 1
# and check that it is the expected one!
ss = results[0].signature
assert ss.minhash.ksize == 31
assert ss.md5sum().startswith('09a08691c')
def test_sbt_as_index_find_picklist_exclude():
# test 'select' method from Index base class with a picklist
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
# construct a picklist...
picklist = SignaturePicklist('md5prefix8', pickstyle=PickStyle.EXCLUDE)
picklist.init(['09a08691'])
# run a 'find' with sig63, should find 47 and 63 both.
search_obj = make_jaccard_search_query(do_containment=True, threshold=0.0)
results = list(tree.find(search_obj, sig63))
print(results)
assert len(results) == 2
# now, select on picklist and do another find...
tree = tree.select(picklist=picklist)
results = list(tree.find(search_obj, sig63))
print(results)
assert len(results) == 1
# and check that it is the expected one!
ss = results[0].signature
assert ss.minhash.ksize == 31
assert ss.md5sum().startswith('38729c637')
def test_sbt_as_index_find_picklist_twice():
# test 'select' method from Index base class with a picklist
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
# construct a picklist...
picklist = SignaturePicklist('md5prefix8')
picklist.init(['09a08691'])
# run a 'find' with sig63, should find 47 and 63 both.
search_obj = make_jaccard_search_query(do_containment=True, threshold=0.0)
results = list(tree.find(search_obj, sig63))
print(results)
assert len(results) == 2
# now, select twice on picklists...
tree = tree.select(picklist=picklist)
with pytest.raises(ValueError):
tree = tree.select(picklist=picklist)
assert "we do not (yet) support multiple picklists for SBT databases" in str(exc)
def test_sbt_as_index_signatures():
# test 'signatures' method from Index base class.
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'))
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'))
tree.insert(sig47)
tree.insert(sig63)
xx = list(tree.signatures())
assert len(xx) == 2
assert sig47 in xx
assert sig63 in xx
def test_sbt_gather_threshold_1():
# test gather() method, in some detail
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig2 = load_one_signature(utils.get_test_data('2.fa.sig'), ksize=31)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'), ksize=31)
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'), ksize=31)
tree.insert(sig47)
tree.insert(sig63)
tree.insert(sig2)
# now construct query signatures with specific numbers of hashes --
# note, these signatures all have scaled=1000.
mins = list(sorted(sig2.minhash.hashes.keys()))
new_mh = sig2.minhash.copy_and_clear()
# query with empty hashes
assert not new_mh
with pytest.raises(ValueError):
tree.best_containment(SourmashSignature(new_mh))
# add one hash
new_mh.add_hash(mins.pop())
assert len(new_mh) == 1
result = tree.best_containment(SourmashSignature(new_mh))
assert result
containment, match_sig, name = result
assert containment == 1.0
assert match_sig == sig2
assert name is None
# check with a threshold -> should be no results.
with pytest.raises(ValueError):
tree.best_containment(SourmashSignature(new_mh), threshold_bp=5000)
# add three more hashes => length of 4
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
assert len(new_mh) == 4
result = tree.best_containment(SourmashSignature(new_mh))
assert result
containment, match_sig, name = result
assert containment == 1.0
assert match_sig == sig2
assert name is None
# check with a too-high threshold -> should be no results.
print('len mh', len(new_mh))
with pytest.raises(ValueError):
tree.best_containment(SourmashSignature(new_mh), threshold_bp=5000)
def test_sbt_gather_threshold_5():
# test gather() method above threshold
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
sig2 = load_one_signature(utils.get_test_data('2.fa.sig'), ksize=31)
sig47 = load_one_signature(utils.get_test_data('47.fa.sig'), ksize=31)
sig63 = load_one_signature(utils.get_test_data('63.fa.sig'), ksize=31)
tree.insert(sig47)
tree.insert(sig63)
tree.insert(sig2)
# now construct query signatures with specific numbers of hashes --
# note, these signatures all have scaled=1000.
mins = list(sorted(sig2.minhash.hashes.keys()))
new_mh = sig2.minhash.copy_and_clear()
# add five hashes
for i in range(5):
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
new_mh.add_hash(mins.pop())
# should get a result with no threshold (any match at all is returned)
result = tree.best_containment(SourmashSignature(new_mh))
assert result
containment, match_sig, name = result
assert containment == 1.0
assert match_sig == sig2
assert name is None
# now, check with a threshold_bp that should be meet-able.
results = tree.best_containment(SourmashSignature(new_mh), threshold_bp=5000)
assert result
containment, match_sig, name = result
assert containment == 1.0
assert match_sig == sig2
assert name is None
@utils.in_tempdir
def test_gather_single_return(c):
# test gather() number of returns
sig2file = utils.get_test_data('2.fa.sig')
sig47file = utils.get_test_data('47.fa.sig')
sig63file = utils.get_test_data('63.fa.sig')
sig2 = load_one_signature(sig2file, ksize=31)
sig47 = load_one_signature(sig47file, ksize=31)
sig63 = load_one_signature(sig63file, ksize=31)
# construct SBT Database
factory = GraphFactory(31, 1e5, 4)
tree = SBT(factory, d=2)
tree.insert(sig2)
tree.insert(sig47)
tree.insert(sig63)
# now, run gather. how many results do we get, and are they in the
# right order?
result = tree.best_containment(sig63)
print(result)
assert result
assert result.score == 1.0
def test_sbt_jaccard_ordering(runtmp):
# this tests a tricky situation where for three sketches A, B, C,
# |A intersect B| is greater than |A intersect C|
# _but_
# |A jaccard B| is less than |A intersect B|
a = sourmash.MinHash(ksize=31, n=0, scaled=2)
b = a.copy_and_clear()
c = a.copy_and_clear()
a.add_many([1, 2, 3, 4])
b.add_many([1, 2, 3] + list(range(10, 30)))
c.add_many([1, 5])
def _intersect(x, y):
return x.intersection_and_union_size(y)[0]
print('a intersect b:', _intersect(a, b))
print('a intersect c:', _intersect(a, c))
print('a jaccard b:', a.jaccard(b))
print('a jaccard c:', a.jaccard(c))
assert _intersect(a, b) > _intersect(a, c)
assert a.jaccard(b) < a.jaccard(c)
# thresholds to use:
assert a.jaccard(b) < 0.15
assert a.jaccard(c) > 0.15
# now - make signatures, try out :)
ss_a = sourmash.SourmashSignature(a, name='A')
ss_b = sourmash.SourmashSignature(b, name='B')
ss_c = sourmash.SourmashSignature(c, name='C')
factory = GraphFactory(31, 1e5, 4)
db = SBT(factory, d=2)
db.insert(ss_a)
db.insert(ss_b)
db.insert(ss_c)
sr = db.search(ss_a, threshold=0.15)
print(sr)
assert len(sr) == 2
assert sr[0].signature == ss_a
assert sr[0].score == 1.0
assert sr[1].signature == ss_c
assert sr[1].score == 0.2
def test_sbt_protein_command_index(runtmp):
c = runtmp
# test command-line creation of SBT database with protein sigs
sigfile1 = utils.get_test_data('prot/protein/GCA_001593925.1_ASM159392v1_protein.faa.gz.sig')
sigfile2 = utils.get_test_data('prot/protein/GCA_001593935.1_ASM159393v1_protein.faa.gz.sig')
db_out = c.output('protein.sbt.zip')
c.run_sourmash('index', db_out, sigfile1, sigfile2,
'--scaled', '100', '-k', '19', '--protein')
# check to make sure .sbt.protein directory doesn't get created
assert not os.path.exists(c.output('.sbt.protein'))