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Use main brainch for diamond and '=' to pass --diamond-args
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short-read-mngs/idseq_utils/idseq_utils/diamond_scatter.py
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Original file line number | Diff line number | Diff line change |
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import os | ||
import shutil | ||
import sys | ||
import errno | ||
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from argparse import ArgumentParser | ||
from glob import glob | ||
from multiprocessing import Pool | ||
from os.path import abspath, basename, join | ||
from subprocess import run, PIPE | ||
from tempfile import NamedTemporaryFile, TemporaryDirectory | ||
from typing import Iterable | ||
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from Bio import SeqIO | ||
from Bio.Seq import Seq | ||
from Bio.SeqRecord import SeqRecord | ||
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class DiamondBlastXException(Exception): | ||
pass | ||
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class DiamondJoinException(Exception): | ||
pass | ||
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################################################################################################################ | ||
# | ||
# Diamond | ||
# | ||
################################################################################################################ | ||
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def diamond_makedb(cwd: str, reference_fasta: str, database: str): | ||
cmd = [ | ||
"diamond", | ||
"makedb", | ||
"--in", | ||
reference_fasta, | ||
"--db", | ||
database, | ||
] | ||
run(cmd, check=True, cwd=cwd, stdout=PIPE, stderr=PIPE) | ||
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def diamond_blastx( | ||
cwd: str, | ||
par_tmpdir: str, | ||
block_size: float, | ||
database: str, | ||
out: str, | ||
queries: Iterable[str], | ||
chunk=False, | ||
diamond_args="", | ||
join_chunks=0, | ||
): | ||
cmd = [ | ||
"diamond", | ||
"blastx", | ||
"--multiprocessing", | ||
"--dbsize", | ||
"123347875600", | ||
"--parallel-tmpdir", | ||
par_tmpdir, | ||
"--block-size", | ||
str(block_size), | ||
"--db", | ||
database, | ||
"--out", | ||
out, | ||
f"--{diamond_args}", | ||
] | ||
for query in queries: | ||
cmd += ["--query", query] | ||
if chunk: | ||
cmd += ["--single-chunk"] | ||
if join_chunks > 0: | ||
cmd += ["--join-chunks", str(join_chunks)] | ||
print(cmd) | ||
res = run(cmd, cwd=cwd, stdout=PIPE, stderr=PIPE) | ||
if res.returncode != 0: | ||
for line in res.stderr.decode().split("\n"): | ||
print(line) | ||
raise DiamondBlastXException(f"Command {' '.join(cmd)} failed with error: {res.stderr.decode()}") | ||
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################################################################################################################ | ||
# | ||
# Main | ||
# | ||
################################################################################################################ | ||
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def _consume_iter(iterable: Iterable, n: int): | ||
for i, e in enumerate(iterable): | ||
yield e | ||
if i == n - 1: | ||
break | ||
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def align_chunk(ref_chunk: int, start: int, size: int, query_chunk: int): | ||
return f"{ref_chunk} {start} {size} # query_chunk={query_chunk}\n" | ||
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def zero_pad(n: int, m: int): | ||
tagged = str(n) | ||
return ("0" * (m - len(tagged))) + tagged | ||
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def make_par_dir(cwd: str, par_tmpdir: str): | ||
os.mkdir(join(cwd, par_tmpdir)) | ||
p_dir = join(cwd, par_tmpdir, "parallelizer") | ||
os.mkdir(p_dir) | ||
with open(join(p_dir, "command"), "w"): | ||
pass | ||
with open(join(p_dir, "register"), "w"): | ||
pass | ||
with open(join(p_dir, "workers"), "w"): | ||
pass | ||
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def make_db(reference_fasta: str, output_dir: str, chunks: int): | ||
os.mkdir(output_dir) | ||
chunk_size = (sum(1 for _ in SeqIO.parse(reference_fasta, "fasta")) // chunks) + 1 | ||
seqs = SeqIO.parse(reference_fasta, "fasta") | ||
for i in range(chunks): | ||
print(f"STARTING CHUNK {i}") | ||
fasta_name = f"{i}.fasta" | ||
SeqIO.write(_consume_iter(seqs, chunk_size), fasta_name, "fasta") | ||
n_seqs = n_letters = 0 | ||
for seq in SeqIO.parse(fasta_name, "fasta"): | ||
n_seqs += 1 | ||
n_letters += len(seq.seq) | ||
db_name = f"{i}-{n_seqs}-{n_letters}" | ||
print(f"INDEXING CHUNK {i}") | ||
diamond_makedb(".", fasta_name, join(output_dir, db_name)) | ||
os.remove(fasta_name) | ||
print(f"COMPLETED CHUNK {i}") | ||
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def blastx_chunk(db_chunk: str, output_dir: str, diamond_args: str, *query: str): | ||
try: | ||
os.mkdir(output_dir) | ||
except OSError as e: | ||
if e.errno != errno.EEXIST: | ||
raise | ||
chunk, n_seqs, n_letters = basename(db_chunk)[:-5].split("-") | ||
with TemporaryDirectory() as tmp_dir: | ||
make_par_dir(tmp_dir, "par-tmp") | ||
with open(join(tmp_dir, "par-tmp", f"align_todo_{zero_pad(0, 6)}"), "w") as f: | ||
f.writelines([align_chunk(int(chunk), 0, int(n_seqs), 0)]) | ||
diamond_blastx( | ||
cwd=tmp_dir, | ||
par_tmpdir="par-tmp", | ||
block_size=int(n_letters) / 1e9, | ||
database=abspath(db_chunk), | ||
out="out.tsv", | ||
chunk=True, | ||
diamond_args=diamond_args, | ||
queries=(abspath(q) for q in query), | ||
) | ||
ref_block_name = f"ref_block_{zero_pad(0, 6)}_{zero_pad(int(chunk), 6)}" | ||
ref_dict_name = f"ref_dict_{zero_pad(0, 6)}_{zero_pad(int(chunk), 6)}" | ||
shutil.copy( | ||
join(tmp_dir, "par-tmp", ref_block_name), join(output_dir, ref_block_name) | ||
) | ||
shutil.copy( | ||
join(tmp_dir, "par-tmp", ref_dict_name), join(output_dir, ref_dict_name) | ||
) | ||
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def mock_reference_fasta(chunks: int, chunk_size: int): | ||
letters = chunk = i = 0 | ||
while chunk < chunks: | ||
n = 100 | ||
letters += n | ||
if letters > (1 + chunk) * chunk_size: | ||
chunk += 1 | ||
yield SeqRecord(Seq("M" * n), "A") | ||
i += 1 | ||
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def blastx_join(chunk_dir: str, out: str, diamond_args: str, *query: str): | ||
with TemporaryDirectory() as tmp_dir: | ||
make_par_dir(tmp_dir, "par-tmp") | ||
with open(join(tmp_dir, "par-tmp", f"join_todo_{zero_pad(0, 6)}"), "w") as f: | ||
f.write("TOKEN\n") | ||
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for f in os.listdir(chunk_dir): | ||
shutil.copy(join(chunk_dir, f), join(tmp_dir, "par-tmp", f)) | ||
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chunks = len(os.listdir(chunk_dir)) // 2 | ||
with NamedTemporaryFile() as ref_fasta, NamedTemporaryFile() as db: | ||
# make fake db to appease diamond | ||
SeqIO.write(SeqRecord(Seq("M"), "ID"), ref_fasta.name, "fasta") | ||
diamond_makedb(tmp_dir, ref_fasta.name, db.name) | ||
diamond_blastx( | ||
cwd=tmp_dir, | ||
par_tmpdir="par-tmp", | ||
block_size=1, | ||
database=db.name, | ||
out=out, | ||
join_chunks=chunks, | ||
diamond_args=diamond_args, | ||
queries=(abspath(q) for q in query), | ||
) | ||
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with open(out, "w") as out_f: | ||
for out_chunk in glob(join(tmp_dir, f"{out}_*")): | ||
with open(out_chunk) as out_chunk_f: | ||
out_f.writelines(out_chunk_f) | ||
os.remove(out_chunk) | ||
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if __name__ == "__main__": | ||
parser = ArgumentParser() | ||
subparsers = parser.add_subparsers(title="commands", dest="command") | ||
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make_db_parser = subparsers.add_parser("make-db") | ||
make_db_parser.add_argument("--db", required=True) | ||
make_db_parser.add_argument("--in", required=True) | ||
make_db_parser.add_argument("--chunks", type=int, required=True) | ||
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blastx_chunk_parser = subparsers.add_parser("blastx-chunk") | ||
blastx_chunk_parser.add_argument("--db", required=True) | ||
blastx_chunk_parser.add_argument("--out-dir", required=True) | ||
blastx_chunk_parser.add_argument("--diamond-args", required=False) | ||
blastx_chunk_parser.add_argument("--query", required=True, action="append") | ||
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blastx_chunks_parser = subparsers.add_parser("blastx-chunks") | ||
blastx_chunks_parser.add_argument("--db-dir", required=True) | ||
blastx_chunks_parser.add_argument("--out-dir", required=True) | ||
blastx_chunks_parser.add_argument("--diamond-args", required=False) | ||
blastx_chunks_parser.add_argument("--query", required=True, action="append") | ||
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blastx_join_parser = subparsers.add_parser("blastx-join") | ||
blastx_join_parser.add_argument("--chunk-dir", required=True) | ||
blastx_join_parser.add_argument("--out", required=True) | ||
blastx_join_parser.add_argument("--query", required=True, action="append") | ||
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args = parser.parse_args(sys.argv[1:]) | ||
if args.command == "make-db": | ||
make_db(args.__getattribute__("in"), args.db, args.chunks) | ||
elif args.command == "blastx-chunk": | ||
blastx_chunk(args.db, args.out_dir, args.diamond_args, *args.query) | ||
elif args.command == "blastx-chunks": | ||
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def _blastx_chunk(db): | ||
print(f"STARTING: {db}") | ||
res = blastx_chunk(join(args.db_dir, db), args.out_dir, args.diamond_args, *args.query) | ||
print(f"FINISHING: {db}") | ||
return res | ||
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with Pool(48) as p: | ||
p.map(_blastx_chunk, os.listdir(args.db_dir)) | ||
elif args.command == "blastx-join": | ||
blastx_join(args.chunk_dir, args.out, args.diamond_args, *args.query) |
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