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"""Quality control checks for R/qtl2 data bundles."""
import re
from zipfile import ZipFile
from functools import reduce
from typing import Union, Sequence, Iterator, Optional, Callable
from r_qtl import errors as rqe
from r_qtl import r_qtl2 as rqtl2
from r_qtl.r_qtl2 import __FILE_TYPES__
from r_qtl.fileerrors import MissingFile
from quality_control.errors import InvalidValue
def bundle_files_list(cdata: dict) -> tuple[str, ...]:
"""Retrieve files listed in control file."""
def __merge__(alist: tuple[str, ...], member: Union[str, Sequence[str]]) -> tuple[str, ...]:
if isinstance(cdata[member], str):
return alist + (cdata[member],)
return alist + tuple(cdata[member])
fileslist: tuple[str, ...] = reduce(
__merge__,
(key for key in cdata.keys() if key in __FILE_TYPES__),
tuple())
if "file" in cdata.get("sex", {}):
sexfile = cdata["sex"]["file"]
fileslist = fileslist + (
(sexfile,) if isinstance(sexfile, str) else tuple(sexfile))
if "file" in cdata.get("cross_info", {}):
crossinfofile = cdata["cross_info"]["file"]
fileslist = fileslist + (
(crossinfofile,) if isinstance(crossinfofile, str)
else tuple(crossinfofile))
return fileslist
def missing_files(zfile: ZipFile) -> tuple[str, ...]:
"""
Retrieve a list of files listed in the control file that do not exist in the
bundle.
"""
def __missing_p__(thefile):
try:
zfile.getinfo(thefile)
return False
except KeyError:
return True
return tuple(filter(__missing_p__,
bundle_files_list(rqtl2.control_data(zfile))))
def validate_bundle(zfile: ZipFile):
"""Ensure the R/qtl2 bundle is valid."""
missing = missing_files(zfile)
if len(missing) > 0:
raise rqe.MissingFileError(
"The following files do not exist in the bundle: " +
", ".join(missing))
def make_genocode_checker(genocode: dict) -> Callable[[int, str, str], Optional[InvalidValue]]:
"""Make a checker from the genotypes in the control data"""
def __checker__(lineno: int, field: str, value: str) -> Optional[InvalidValue]:
genotypes = tuple(genocode.keys())
if value not in genotypes:
return InvalidValue(lineno, field, value, (
f"Invalid value '{value}'. Expected one of {genotypes}."))
return None
return __checker__
def geno_errors(zfile: ZipFile) -> Iterator[Union[InvalidValue, MissingFile]]:
"""Check for and retrieve geno errors."""
cdata = rqtl2.control_data(zfile)
return (
error for error in retrieve_errors(
zfile, "geno", (make_genocode_checker(cdata.get("genotypes", {})),))
if error is not None)
def pheno_errors(zfile: ZipFile) -> Iterator[Union[InvalidValue, MissingFile]]:
"""Check for and retrieve pheno errors."""
def __min_3_decimal_places__(
lineno: int, field: str, value: str) -> Optional[InvalidValue]:
if not (re.search(r"^([0-9]+\.[0-9]{3,}|[0-9]+\.?0*)$", value)
or re.search(r"^0\.0+$", value)
or re.search("^0+$", value)):
return InvalidValue(lineno, field, value, (
f"Invalid value '{value}'. Expected numerical value "
"with at least 3 decimal places."))
return None
return (
error for error in retrieve_errors(
zfile, "pheno", (__min_3_decimal_places__,))
if error is not None)
def retrieve_errors(zfile: ZipFile, filetype: str, checkers: tuple[Callable]) -> Iterator[
Union[InvalidValue, MissingFile]]:
"""Check for and retrieve errors from files of type `filetype`."""
assert filetype in __FILE_TYPES__, f"Invalid file type {filetype}."
cdata = rqtl2.control_data(zfile)
try:
for lineno, row in enumerate(
rqtl2.file_data(zfile, filetype, cdata), start=1):
for field, value in row.items():
if field == "id":
continue
if value is not None:
for checker in checkers:
yield checker(lineno, field, value)
except rqe.MissingFileError:
fname = cdata.get(filetype)
yield MissingFile(filetype, fname, f"Missing '{filetype}' file '{fname}'.")
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