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PipelineSteps.py
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import gzip
import logging
from pathlib import Path
import sys
import os
import shutil
import subprocess
from abc import ABC, abstractmethod
import time
from PipelineStepError import PipelineStepError
import model
def _check_and_log_output(
logger, proc, log_name, current_call, step, poll=False
):
if poll:
# HACK: call proc.poll to get returncode
while proc.poll() is None:
time.sleep(1)
# HACK: get log dir by guessing that first encountered file handler
# contains the logfile (and always exists...) and dump output to it
log_dir = None
for h in logger.handlers:
if isinstance(h, logging.FileHandler):
log_dir = Path(h.baseFilename).parent
break
if proc.returncode == 0:
if poll:
# process used popen, output is byte buffer
with open(log_dir / log_name, "ab") as fh:
shutil.copyfileobj(proc.stderr, fh)
with open(log_dir / log_name, "a") as fh:
fh.write("\n")
else:
with open(log_dir / log_name, "a") as fh:
if proc.stdout is not None:
fh.write(proc.stdout.decode())
fh.write("\n")
if proc.stderr is not None:
fh.write(proc.stderr.decode())
fh.write("\n")
else:
if poll:
with open(log_dir / log_name, "ab") as fh:
shutil.copyfileobj(proc.stderr, fh)
else:
with open(log_dir / log_name, "a") as fh:
if proc.stderr is not None:
fh.write(proc.stderr.decode())
logger.error("Failed to execute current step given by")
logger.error(f"{current_call}")
raise PipelineStepError(step)
class PipelineStep(ABC):
@abstractmethod
def run(self, wdir: str) -> None:
pass
class DuplexStep(PipelineStep):
def __init__(self, threads) -> None:
self.threads = threads
def run(self, wdir):
logger = logging.getLogger("")
logger.info("Started Duplex step.")
duplex_call, env = _get_duplex_call(self.threads, wdir)
proc = subprocess.run(
duplex_call, capture_output=True, env=env
)
_check_and_log_output(
logger, proc, "DuplexStep.log", duplex_call, self
)
orig_dir = wdir / "original"
orig_dir.mkdir()
for entry in wdir.iterdir():
if entry.is_file() and ".fastq" in entry.suffixes:
# shutil needs str-like src directory until python 3.9
# https://bugs.python.org/issue32689
if sys.version_info < (3, 9):
shutil.move(str(entry), orig_dir)
else:
shutil.move(entry, orig_dir)
logger.info(" Moved original files to subfolder")
# copy everything
outfile = wdir / f"{wdir.stem}.fastq.gz"
split_dir = wdir / f"{wdir.stem}_split"
with gzip.open(outfile, 'wb') as out_fh:
for entry in split_dir.iterdir():
if entry.is_file():
if entry.suffix == ".gz":
with gzip.open(entry, 'rb') as in_fh:
shutil.copyfileobj(in_fh, out_fh)
elif entry.suffix == ".fastq":
with open(entry, 'rb') as in_fh:
shutil.copyfileobj(in_fh, out_fh)
logger.info(" and sucessfully concatenated them.")
logger.info("Finished Duplex step.")
class CleanDuplexStep(PipelineStep):
def __init__(self) -> None:
pass
def run(self, wdir):
shutil.rmtree(wdir / f"{wdir.stem}_split")
logging.info("Cleaned up Duplex step.")
class FilterStep(PipelineStep):
def __init__(self, min_len, target_bases) -> None:
self.min_len = min_len
self.target_bases = target_bases
def run(self, wdir: str) -> None:
logger = logging.getLogger("")
logger.info("Started Filtlong step.")
filtered_dir = wdir / "filtered_reads"
filtered_dir.mkdir()
filtlong_call, env = _get_filtlong_call(
self.min_len, self.target_bases, wdir
)
proc = subprocess.Popen(
filtlong_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
filtered_reads = filtered_dir / f"{wdir.stem}_filtered.fastq.gz"
with gzip.open(filtered_reads, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "FiltlongStep.log", filtlong_call, self, poll=True
)
class CleanFilterStep(PipelineStep):
def __init__(self) -> None:
pass
def run(self, wdir):
shutil.rmtree(wdir / "filtered_reads")
logging.info("Cleaned up Filtlong step.")
class AssemblyStep(PipelineStep):
def __init__(self, threads, assembler) -> None:
self.threads = threads
self.assembler = assembler
def run(self, wdir: str) -> None:
logger = logging.getLogger("")
logger.info(f"Started Assembly step using {self.assembler}")
if self.assembler == "Miniasm":
asm_dir = wdir / f"{wdir.stem}_miniasm_assembly"
asm_dir.mkdir()
minimap_call, env = _get_minimap_overlap(
self.threads, wdir
)
proc = subprocess.Popen(
minimap_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
read_overlap = asm_dir / f"{wdir.stem}_overlap.paf.gz"
with gzip.open(read_overlap, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "MiniasmStep.log", minimap_call, self, poll=True
)
logger.info(" Finished minimap execution.")
assembler_call, env = _get_miniasm_call(
self.threads, wdir
)
proc = subprocess.Popen(
assembler_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
asm_output = asm_dir / f"{wdir.stem}_unpolished_assembly.gfa"
with open(asm_output, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "MiniasmStep.log", assembler_call, self, True
)
logger.info(" Finished miniasm execution.")
polish_call, env = _get_minipolish_call(
self.threads, wdir
)
proc = subprocess.Popen(
polish_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
polish_output = asm_dir / f"{wdir.stem}_assembly.gfa"
with open(polish_output, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "MiniasmStep.log", polish_call, self, poll=True
)
logger.info(" Finished minipolish execution.")
################# HACK
# cf awk '/^S/{print ">"$2"\n"$3}' assmb.gfa | fold > assmb.fasta
fasta_conv_awk = subprocess.Popen(
["awk", "/^S/{print \">\"$2\"\\n\"$3}", polish_output],
stdout=subprocess.PIPE
)
fasta_conv_fold = subprocess.Popen(
["fold"], stdin=fasta_conv_awk.stdout, stdout=subprocess.PIPE
)
asm_output = asm_dir / "assembly.fasta"
with open(asm_output, 'wb') as out_fh:
shutil.copyfileobj(fasta_conv_fold.stdout, out_fh)
######################
logger.info(" Finished conversion to fasta format.")
elif self.assembler == "Flye":
assembler_call, env = _get_flye_call(
self.threads, wdir
)
# print(f"running {assembler_call}")
proc = subprocess.run(
assembler_call, capture_output=True, env=env
)
_check_and_log_output(
logger, proc, "FlyeStep.log", assembler_call, self
)
logging.info(" Finished Flye execution.")
elif self.assembler == "Raven":
asm_dir = wdir / f"{wdir.stem}_raven_assembly"
asm_dir.mkdir()
assembler_call, env = _get_raven_call(
self.threads, wdir
)
proc = subprocess.Popen(
assembler_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
asm_output = asm_dir / "assembly.fasta"
with open(asm_output, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "RavenStep.log", assembler_call, self, poll=True
)
logging.info(" Finished Raven execution.")
else:
raise NotImplementedError(
f"The assembly method {self.assembler} is not supported."
)
class CleanAssemblyStep(PipelineStep):
def __init__(self, assembler, is_racon) -> None:
self.assembler = assembler
self.is_racon = is_racon and assembler == "Flye"
def run(self, wdir):
asm_name = f"{wdir.stem}_{self.assembler.lower()}_assembly"
shutil.rmtree(wdir / asm_name)
if self.is_racon:
mapping_dir = wdir / "nanopore_mapping"
polish_dir = wdir / f"{wdir.stem}_racon_polishing"
shutil.rmtree(mapping_dir)
shutil.rmtree(polish_dir)
medaka_dir = wdir / "medaka_polished"
shutil.rmtree(medaka_dir)
asm_dir = wdir / "assemblies"
if not asm_dir.is_dir():
asm_dir.mkdir()
polish_flag = "rm" if self.is_racon else "m"
fasta = f"{wdir.stem}_{self.assembler}_{polish_flag}_coverage.fasta"
if (wdir / fasta).is_file():
# shutil needs str-like src directory until python 3.9
# https://bugs.python.org/issue32689
if sys.version_info < (3, 9):
shutil.move(str(wdir / fasta), asm_dir)
else:
shutil.move(wdir / fasta, asm_dir)
logging.info(f" Finished cleanup for {self.assembler} step.")
class RaconPolishingStep(PipelineStep):
def __init__(self, threads) -> None:
self.threads = threads
def run(self, wdir):
logger = logging.getLogger("")
logger.info("Started racon polishing.")
mapping_dir = wdir / "nanopore_mapping"
mapping_dir.mkdir()
polish_dir = wdir / f"{wdir.stem}_racon_polishing"
polish_dir.mkdir()
minimap_call, env = _get_minimap_mapping(
self.threads, wdir
)
proc = subprocess.Popen(
minimap_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
mapping = mapping_dir / "mapping.sam"
with open(mapping, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "RaconStep.log", minimap_call, self, poll=True
)
logging.info(" Finished minimap execution.")
polishing_call, env = _get_racon_call(
self.threads, wdir
)
proc = subprocess.Popen(
polishing_call, stdout=subprocess.PIPE,
stderr=subprocess.PIPE, env=env
)
polish_out = polish_dir / "assembly.fasta"
with open(polish_out, 'wb') as out_fh:
shutil.copyfileobj(proc.stdout, out_fh)
_check_and_log_output(
logger, proc, "RaconStep.log", polishing_call, self, poll=True
)
logging.info(" Finished racon polishing.")
class MedakaPolishingStep(PipelineStep):
def __init__(self, threads, assembler, model, is_racon) -> None:
self.threads = threads
self.assembler = assembler
self.model = model
self.is_racon = (is_racon and assembler == "Flye")
super().__init__()
def run(self, wdir):
logger = logging.getLogger("")
logger.info("Started medaka polishing.")
medaka_call, env = _get_medaka_call(
self.threads, self.assembler,
self.model, self.is_racon, wdir
)
proc = subprocess.run(
medaka_call, capture_output=True, env=env
)
_check_and_log_output(
logger, proc, "MedakaStep.log", medaka_call, self
)
logger.info(" Finished medaka polishing.")
polish = "rm" if self.is_racon else "m"
fasta = f"{wdir.stem}_{self.assembler}_{polish}_coverage.fasta"
# shutil needs str-like src directory until python 3.9
# https://bugs.python.org/issue32689
if sys.version_info < (3, 9):
shutil.move(
str(wdir / "medaka_polished" / "consensus.fasta"),
wdir / fasta
)
else:
shutil.move(
wdir / "medaka_polished" / "consensus.fasta",
wdir / fasta
)
logger.info(" Renamed assembly to reflect pipeline choices.")
class FinalCleanStep(PipelineStep):
def __init__(self) -> None:
pass
def run(self, wdir: str) -> None:
(wdir / f"{wdir.stem}.fastq.gz").unlink()
for entry in (wdir / "original").iterdir():
if sys.version_info < (3, 9):
shutil.move(str(entry), wdir)
else:
shutil.move(entry, wdir)
try:
(wdir / "original").rmdir()
except OSError:
print("Couldn't delete copy of original files")
logging.info("Final cleanup done.")
#################### Auxillary #####################
def _get_duplex_call(threads, prefix):
duplex = [
"duplex_tools",
"split_on_adapter",
f"{prefix}",
f"{prefix / f'{prefix.stem}_split'}",
"Native",
"--threads",
f"{threads}"
]
duplex_env = model.get_prefix("duplex-tools")
env = {"PATH": f"{duplex_env}:{os.environ['PATH']}"}
return duplex, env
def _get_filtlong_call(min_len, target_bases, prefix):
filtlong = [
"filtlong",
"--min_length",
f"{min_len}",
"--keep_percent 90",
"--target_bases",
f"{target_bases}",
f"{prefix / f'{prefix.stem}.fastq.gz'}"
]
filtlong_env = model.get_prefix("filtlong")
env = {"PATH": f"{filtlong_env}:{os.environ['PATH']}"}
return filtlong, env
def _get_flye_call(threads, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
flye = [
"flye",
"-o",
f"{prefix / f'{prefix.stem}_flye_assembly'}",
"--threads", f"{threads}",
"--nano-hq",
f"{filtered_reads}"
]
fly_env = model.get_prefix('flye')
env = {"PATH": f"{fly_env}:{os.environ['PATH']}"}
return flye, env
def _get_raven_call(threads, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
raven = [
"raven",
"--threads", f"{threads}",
f"{filtered_reads}"
]
raven_env = model.get_prefix('raven-assembler')
env = {"PATH": f"{raven_env}:{os.environ['PATH']}"}
return raven, env
def _get_minimap_overlap(threads, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
minimap = [
"minimap2",
"-x", "ava-ont",
"-t", f"{threads}",
f"{filtered_reads}", f"{filtered_reads}"
]
minimap_env = model.get_prefix('minimap2')
env = {"PATH": f"{minimap_env}:{os.environ['PATH']}"}
return minimap, env
def _get_minimap_mapping(threads, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
assembly = (
prefix / f'{prefix.stem}_flye_assembly' / 'assembly.fasta'
)
minimap = [
"minimap2",
"-ax", "map-ont",
"-t", f"{threads}",
f"{assembly}", f"{filtered_reads}"
]
minimap_env = model.get_prefix('minimap2')
env = {"PATH": f"{minimap_env}:{os.environ['PATH']}"}
return minimap, env
def _get_miniasm_call(threads, prefix):
filtered_reads = (
prefix / "filtered_reads" / f"{prefix.stem}_filtered.fastq.gz"
)
asm_dir = prefix / f"{prefix.stem}_miniasm_assembly"
overlap = asm_dir / f"{prefix.stem}_overlap.paf.gz"
miniasm = ["miniasm", "-f", filtered_reads, overlap]
miniasm_env = model.get_prefix('miniasm')
env = {"PATH": f"{miniasm_env}:{os.environ['PATH']}"}
return miniasm, env
def _get_minipolish_call(threads, prefix):
filtered_reads = (
prefix / "filtered_reads" / f"{prefix.stem}_filtered.fastq.gz"
)
asm_dir = prefix / f"{prefix.stem}_miniasm_assembly"
assembly = asm_dir / f"{prefix.stem}_unpolished_assembly.gfa"
minipolish = ["minipolish", "-t", f"{threads}", filtered_reads, assembly]
minipolish_env = model.get_prefix('minipolish')
env = {"PATH": f"{minipolish_env}:{os.environ['PATH']}"}
return minipolish, env
def _get_racon_call(threads, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
racon = [
"racon",
"-m", "8", "-x", "-6",
"-g", "-8", "-w", "500",
"--threads", f"{threads}",
f"{filtered_reads}",
f"{prefix / 'nanopore_mapping' / 'mapping.sam'}",
f"{prefix / f'{prefix.stem}_flye_assembly' / 'assembly.fasta'}"
]
racon_env = model.get_prefix('racon')
env = {"PATH": f"{racon_env}:{os.environ['PATH']}"}
return racon, env
def _get_medaka_call(threads, assembler, mod, is_racon, prefix):
filtered_reads = (
prefix / 'filtered_reads' / f'{prefix.stem}_filtered.fastq.gz'
)
fasta_folder = None
if assembler == "Flye":
if is_racon:
fasta_folder = f"{prefix.stem}_racon_polishing"
else:
fasta_folder = f"{prefix.stem}_flye_assembly"
elif assembler == "Raven":
fasta_folder = f"{prefix.stem}_raven_assembly"
elif assembler == "Miniasm":
fasta_folder = f"{prefix.stem}_miniasm_assembly"
else:
raise NotImplementedError(
f"The assembly method {assembler} is not supported."
)
fasta = prefix / fasta_folder / "assembly.fasta"
medaka = [
"medaka_consensus",
"-i", f"{filtered_reads}",
"-d", f"{fasta}",
"-o", f"{prefix / 'medaka_polished'}",
"-t", f"{threads}",
"-m", f"{mod}"
]
medaka_env = model.get_prefix('medaka')
env = {"PATH": f"{medaka_env}:{os.environ['PATH']}"}
return medaka, env