wip: flexible dicom indexer

This commit is contained in:
bpinsard 2024-01-23 16:37:03 -05:00
parent b6774e2176
commit a579defbb0
3 changed files with 373 additions and 0 deletions

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@ -79,3 +79,12 @@ build_pydeface:
- changes: - changes:
- docker/pydeface/**/* - docker/pydeface/**/*
- .gitlab-ci.yml - .gitlab-ci.yml
build_dicom_indexer:
extends: .build_tpl
variables:
IMAGE: $CI_REGISTRY_IMAGE/dicom_indexer
rules:
- changes:
- docker/dicom_indexer/**/*
- .gitlab-ci.yml

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@ -0,0 +1,10 @@
FROM alpine:3.17.2
RUN apk add --no-cache ca-certificates tzdata \
python3 py3-pip git openssh-client git-annex curl bzip2 bash glab\
&& cp /usr/share/zoneinfo/UTC /etc/localtime \
&& apk del tzdata \
&& rm -rf /tmp/* /var/cache/apk/*
RUN pip install --no-cache-dir datalad ssh_agent_setup python-gitlab pydicom
WORKDIR /work

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@ -0,0 +1,354 @@
import os
import dicom
import argparse
import pathlib
import urllib.parse
import datalad.api as dlad
import shutil
GITLAB_REMOTE_NAME = os.environ.get('GITLAB_REMOTE_NAME', 'gitlab')
def sort_series(path: str) -> None:
"""Sort series in separate folder
Parameters
----------
path : str
path to dicoms
"""
files = glob.glob(os.path.join(path, '*'))
for f in files:
if not os.path.isfile(f):
continue
dic = dicom.read_file(f, stop_before_pixels=True)
# series_number = dic.SeriesNumber
series_instance_uid = dic.SeriesInstanceUID
subpath = os.path.join(path, series_instance_uid)
if not os.path.exists(subpath):
os.mkdir(subpath)
os.rename(f, os.path.join(subpath, os.path.basename(f)))
def _build_arg_parser() -> argparse.ArgumentParser:
p = argparse.ArgumentParser(
description="dicom_indexer - indexes dicoms into datalad")
p.add_argument(
'input', nargs='+',
help='path/url of the dicom.')
p.add_argument()
p.add_argument(
'gitlab_group_template',
default='{ReferringPhysicianName}/{StudyDescription.replace('^','/')}'
type=str)
p.add_argument(
'--storage-remote',
help='url to the datalad remote')
p.add_argument(
"--sort-series",
action="store_true",
type=bool,
default=True,
help="sort dicom series in separate folders",
)
p.add_argument(
"--fake-dates",
type=bool,
action="store_true",
help="use fake dates for datalad dataset",
)
return p
def main() -> None:
parser = _build_arg_parser()
args = parser.parse_args()
input = urllib.parse.urlparse(args.input)
output_remote = urllib.parse.urlparse(args.storage_remote)
logger.info(f"input data: {input}")
process(
input,
output_remote,
sort_series=p.sort_series,
fake_dates=p.fake_dates,
)
def process(
input:urllib.parse.ParseResult,
output_remote: urllib.parse.ParseResult,
sort_series: bool,
fake_dates: bool,
p7z_opts: str,
gitlab_url: urllib.parse.ParseResult,
gitlab_group_template: str,
force_export: bool=False,
) -> None:
"""Process incoming dicoms into datalad repo
"""
with tempfile.TemporaryDirectory() as tmpdirname:
dicom_session_ds = dlad.create(tmpdirname, fake_dates=fake_dates)
do_export = force_export
if not input.scheme or input.scheme == 'file':
dest = import_local_data(
dicom_session_ds,
pathlib.Path(input.path),
sort_series=sort_series,
p7z_opts=p7z_opts,
)
do_export = True
elif input.scheme in ['http', 'https', 's3']:
dest = import_remote_data(dicom_session_ds, input_url)
# index dicoms files
dicom_session_ds.add_archive_content(
dest,
strip_leading_dirs=True,
commit=False,
)
# cannot pass message above so commit now
dicom_session_ds.save(message='index dicoms from archive')#
# optimize git index after large import
dicom_session_ds.repo.gc() # aggressive by default
session_metas = extract_session_metas(dicom_session_ds)
if do_export:
if output_remote.scheme == 'ria':
export_to_ria(dicom_session_ds, output_remote, session_metas)
elif output_remote.scheme == 's3':
export_to_s3(dicom_session_ds, output_remote, session_metas)
setup_gitlab_remote(dicom_session_ds, gitlab_url, session_metas)
def setup_gitlab_repos(
dicom_session_ds: dlad.Dataset,
gitlab_url: urllib.parse.ParseResult,
session_metas: dict,
):
gitlab_conn = connect_gitlab()
gitlab_group_path = gitlab_group_template.format(session_metas)
dicom_sourcedata_path = '/'.join([dicom_session_path, 'sourcedata/dicoms'])
dicom_session_path = '/'.join([dicom_sourcedata_path, ['StudyInstanceUID']])
dicom_study_path = '/'.join([dicom_sourcedata_path, 'study'])
dicom_session_repo = get_or_create_gitlab_project(gl, dicom_session_path)
ds.siblings(
action='configure', # allow to overwrite existing config
name=GITLAB_REMOTE_NAME,
url=dicom_session_repo._attrs['ssh_url_to_repo'],
)
ds.push(to=GITLAB_REMOTE_NAME)
study_group = get_or_create_group(gl, gitlab_group_path)
bot_user = gl.users.list(username=GITLAB_BOT_USERNAME)[0]
study_group.members.create({
'user_id': bot_user.id,
'access_level': gitlab.const.AccessLevel.MAINTAINER,
})
dicom_study_repo = get_or_create_project(gl, dicom_study_path)
with tempfile.TemporaryDirectory() as tmpdir:
dicom_study_ds = datalad.api.install(
source = dicom_study_repo._attrs['ssh_url_to_repo'],
path=tmpdir,
)
if dicom_study_ds.repo.get_hexsha() is None or dicom_study_ds.id is None:
dicom_study_ds.create(force=True)
dicom_study_ds.push(to='origin')
# add default study DS structure.
init_dicom_study(dicom_study_ds, PI, study_name)
# initialize BIDS project
init_bids(gl, PI, study_name, dicom_study_repo)
create_group(gl, [PI, study_name, "derivatives"])
create_group(gl, [PI, study_name, "qc"])
dicom_study_ds.install(
source=dicom_session_repo._attrs['ssh_url_to_repo'],
path=session_meta['PatientName'],
)
dicom_study_ds.create_sibling_ria(
UNF_DICOMS_RIA_URL,
name=UNF_DICOMS_RIA_NAME,
alias=study_name,
existing='reconfigure')
# Push to gitlab + local ria-store
dicom_study_ds.push(to='origin')
dicom_study_ds.push(to=UNF_DICOMS_RIA_NAME)
SESSION_META_KEYS = [
'StudyInstanceUID',
'PatientID',
'PatientName',
'ReferringPhysicianName',
'StudyDate',
'StudyDescription',
]
def extract_session_metas(dicom_session_ds: dlad.Dataset):
all_files = dicom_session_ds.repo.find('*')
for f in all_files:
try:
dic = dicom.read_file(f, stop_before_pixels=True)
except Exception: # TODO: what exception occurs when non-dicom ?
continue
# return at first dicom found
return {k:getattr(dic, k) for k in SESSION_META_KEYS}
def import_local_data(
dicom_session_ds: dlad.Dataset,
input_path: pathlib.Path,
sort_series: bool=True,
p7z_opts: str='-mx5'
):
dest = input_path.basename()
if input_path.is_dir():
dest = dest + '.7z'
# create 7z archive with 1block/file parameters
subprocess.run(
['7z', 'u', str(dest), '.'] + p7z_opts,
cwd=str(dicom_session_ds.path),
)
elif input_path.is_file():
dest = dicom_session_ds.path / dest
try: # try hard-linking to avoid copying
os.link(str(input_path), str(dest))
except OSError: #fallback if hard-linking not supported
shutil.copyfile(str(input_path), str(dest))
dicom_session_ds.save(dest, message='add dicoms archive')
return dest
def import_remote_data(
dicom_session_ds:dlad.Dataset,
input_url:urllib.parse.ParseResult):
try:
dest = pathlib.Path(url.path).basename
dicom_session_ds.repo.add_url_to_file(dest, url)
except Exception:
... #TODO: check how things can fail here and deal with it.
return dest
def export_to_ria(
ds: dlad.Dataset,
ria_url:urllib.parse.ParseResult,
session_metas: dict,
):
ria_name = pathlib.Path(ria_url.path).basename
ds.create_sibling_ria(
ria_url,
name=ria_name,
alias=session_meta['PatientID'],
existing='reconfigure')
ds.push(to=ria_name, data='nothing')
ria_sibling_path = pathlib.Path(ds.siblings(name=ria_name)[0]['url'])
archive_path = ria_sibling_path / 'archives' / 'archive.7z'
ds.export_archive_ora(
archive_path,
opts=[f'-mx{COMPRESSION_LEVEL}'],
missing_content='error')
ds.repo.fsck(remote=f"{ria_url}-storage", fast=True) #index
ds.push(to=ria_name, data='nothing')
def export_to_s3(
ds: dlad.Dataset,
s3_url:urllib.parse.ParseResult,
session_metas: dict,
):
...
# git-annex initremote remotename ...
# git-annex wanted remotename include=**.{7z,tar.gz,zip}
# datalad push --data auto --to remotename
def connect_gitlab(debug=False):
"""
Connection to Gitlab
"""
gl = gitlab.Gitlab(GITLAB_SERVER, private_token=GITLAB_TOKEN)
if debug:
gl.enable_debug()
gl.auth()
return gl
def get_or_create_gitlab_group(gl, group_list):
"""
"""
found = False
for keep_groups in reversed(range(len(group_list)+1)):
tmp_repo_path = '/'.join(group_list[0:keep_groups])
logging.warning(tmp_repo_path)
gs = gl.groups.list(search=tmp_repo_path)
for g in gs:
if g.full_path == tmp_repo_path:
found = True
break
if found:
break
for nb_groups in range(keep_groups, len(group_list)):
if nb_groups == 0:
msg = "Creating group {}".format(group_list[nb_groups])
logging.warning(msg)
logging.warning(len(msg) * "=")
g = gl.groups.create({'name': group_list[nb_groups],
'path': group_list[nb_groups]})
else:
msg = 'Creating group {} from {}'.format(group_list[nb_groups],
g.name)
logging.warning(msg)
logging.warning(len(msg) * "=")
g = gl.groups.create({'name': group_list[nb_groups],
'path': group_list[nb_groups],
'parent_id': g.id})
return g
def get_or_create_gitlab_project(gl, project_name):
"""
"""
if len(project_name) == 1:
# Check if exists
p = gl.projects.list(search=project_name[0])
if not p:
p = gl.projects.create({'name': project_name[0],
'path': project_name[0]})
return p.id
else:
return p[0].id
repo_full_path = '/'.join(project_name)
# Look for exact repo/project:
p = gl.projects.list(search=project_name[-1])
if p:
for curr_p in p:
if curr_p.path_with_namespace == repo_full_path:
return curr_p
g = get_or_create_gitlab_group(gl, project_name[:-1])
p = gl.projects.create({'name': project_name[-1],
'namespace_id': g.id})
return p