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bids.py 6.04 KiB
#!/usr/bin/env python
#
# bids.py - Simple BIDS metadata reader.
#
# Author: Paul McCarthy <pauldmccarthy@gmail.com>
#
"""This module provides a few functions for working with BIDS data sets.
.. autosummary::
:nosignatures:
isBIDSDir
inBIDSDir
isBIDSFile
loadMetadata
All of the other functions in this module should not be considered part of the
public API.
.. note:: The `pybids <https://bids-standard.github.io/pybids/>`_ library is
a more suitable choice if you are after a more robust and featured
interface for working with BIDS datasets.
"""
import os.path as op
import itertools as it
import re
import glob
import json
import fsl.utils.memoize as memoize
import fsl.utils.path as fslpath
class BIDSFile(object):
"""The ``BIDSFile`` class parses and stores the entities and suffix contained
in a BIDS file. See the :func:`parseFilename` function.
The :meth:`match` method can be used to compare two ``BIDSFile`` instances.
The following attributes are available on a ``BIDSFile`` instance:
- ``filename``: Absolute path to the file
- ``entities``: Dict of ``key : value`` pairs, the entities that are
present in the file name (e.g. ``{'sub' : '01}``)
- ``suffix``: File suffix (e.g. ``T1w``, ``bold``, etc.)
"""
def __init__(self, filename):
"""Create a ``BIDSFile``. """
entities, suffix = parseFilename(filename)
self.filename = op.abspath(filename)
self.entities = entities
self.suffix = suffix
def match(self, other):
"""Compare this ``BIDSFile`` to ``other``.
:arg other: ``BIDSFile`` to compare
:returns: ``True`` if ``self.suffix == other.suffix`` and if
all of the entities in ``other`` are present in ``self``,
``False`` otherwise.
"""
suffix = self.suffix == other.suffix
entities = True
for key, value in other.entities.items():
entities = entities and self.entities.get(key, None) == value
return suffix and entities
def parseFilename(filename):
"""Parses a BIDS-like file name. The file name must consist of zero or more
"entities" (alpha-numeric ``name-value`` pairs), a "suffix", all separated
by underscores, and a regular file extension. For example, the following
file::
sub-01_ses-01_task-stim_bold.nii.gz
has suffix ``bold``, and entities ``sub=01``, ``ses=01`` and ``task=stim``.
:returns: A tuple containing:
- A dict containing the entities
- The suffix
"""
if not isBIDSFile(filename, strict=False):
raise ValueError('Does not look like a BIDS '
'file: {}'.format(filename))
suffix = None
entities = []
filename = op.basename(filename)
filename = fslpath.removeExt(filename, ['.nii', '.nii.gz', '.json'])
parts = filename.split('_')
for part in parts[:-1]:
entities.append(part.split('-'))
suffix = parts[-1]
entities = dict(entities)
return entities, suffix
def isBIDSDir(dirname):
"""Returns ``True`` if ``dirname`` is the root directory of a BIDS dataset.
"""
return op.exists(op.join(dirname, 'dataset_description.json'))
def inBIDSDir(filename):
"""Returns ``True`` if ``filename`` looks like it is within a BIDS dataset
directory, ``False`` otherwise.
"""
dirname = op.abspath(op.dirname(filename))
inBIDS = False
while True:
if isBIDSDir(dirname):
inBIDS = True
break
prevdir = dirname
dirname = op.dirname(dirname)
# at filesystem root
if prevdir == dirname:
break
return inBIDS
def isBIDSFile(filename, strict=True):
"""Returns ``True`` if ``filename`` looks like a BIDS image or JSON file.
:arg filename: Name of file to check
:arg strict: If ``True`` (the default), the file must be within a BIDS
dataset directory, as defined by :func:`inBIDSDir`.
"""
name = op.basename(filename)
pattern = r'([a-z0-9]+-[a-z0-9]+_)*([a-z0-9])+\.(nii|nii\.gz|json)'
flags = re.ASCII | re.IGNORECASE
match = re.fullmatch(pattern, name, flags) is not None
return ((not strict) or inBIDSDir(filename)) and match
@memoize.memoize
def loadMetadataFile(filename):
"""Load ``filename`` (assumed to be JSON), returning its contents. """
with open(filename, 'rt') as f:
return json.load(f)
def loadMetadata(filename):
"""Load all of the metadata associated with ``filename``.
:arg filename: Path to a data file in a BIDS dataset.
:returns: A dict containing all of the metadata associated with
``filename``
"""
filename = op.realpath(op.abspath(filename))
bfile = BIDSFile(filename)
dirname = op.dirname(filename)
prevdir = filename
metafiles = []
metadata = {}
# Walk up the directory tree until
# we hit the BIDS dataset root, or
# the filesystem root
while True:
# Gather all json files in this
# directory with matching entities
# and suffix, sorted alphabetically
# and reversed, so that earlier
# ones take precedence
files = reversed(sorted(glob.glob(op.join(dirname, '*.json'))))
files = [BIDSFile(f) for f in files if isBIDSFile(f)]
files = [f.filename for f in files if bfile.match(f)]
# build a list of all files
metafiles.append(files)
# move to the next dir up
prevdir = dirname
dirname = op.dirname(dirname)
# stop when we hit the dataset or filesystem root
if isBIDSDir(prevdir) or dirname == prevdir:
break
# Load in each json file, from
# shallowest to deepest, so entries
# in deeper files take precedence
# over shallower ones.
for f in it.chain(*reversed(metafiles)):
# assuming here that every file contains a dict
metadata.update(loadMetadataFile(f))
return metadata