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""".. Ignore pydocstyle D400. | ||
============================================================== | ||
Test if required file outputs of completed Data objects exists | ||
============================================================== | ||
Command to run on local machine:: | ||
./manage.py test_data_output | ||
""" | ||
|
||
import logging | ||
from collections import defaultdict | ||
from pathlib import Path | ||
from typing import Set | ||
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from django.core.management.base import BaseCommand | ||
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from resolwe.flow.models import Data | ||
from resolwe.flow.utils import iterate_fields | ||
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logger = logging.getLogger(__name__) | ||
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EXCLUDED_STORAGE_LOCATIONS = ["backup"] | ||
LOG_PROGRESS = 5 # Log progress every LOG_PROGRESS%. | ||
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class Command(BaseCommand): | ||
"""Test if file outputs of completed Data objects are referenced. | ||
We only check that the outputs are referenced in the database. The actual existence | ||
of the files has to be checked separately (see verify_data method on StoraLocation). | ||
""" | ||
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help = "Test if file outputs of completed Data objects exists." | ||
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def get_files_dirs( | ||
self, output: dict, output_schema: dict | ||
) -> tuple[set[str], set[str]]: | ||
"""Get a set of files and dirs for a given output.""" | ||
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def normalize(path: str) -> str: | ||
"""Normalize the path. | ||
For instance './file.txt' is translated into 'file.txt'. | ||
""" | ||
return str(Path(path)) | ||
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paths_to_check: Set[str] = set() | ||
references: Set[str] = set() | ||
for field_schema, fields in iterate_fields(output, output_schema): | ||
name = field_schema["name"] | ||
value = fields[name] | ||
if "type" in field_schema: | ||
if field_schema["type"].startswith("basic:file:"): | ||
paths_to_check.add(normalize(value["file"])) | ||
references.update(normalize(ref) for ref in value.get("refs", [])) | ||
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elif field_schema["type"].startswith("list:basic:file:"): | ||
for obj in value: | ||
paths_to_check.add(normalize(obj["file"])) | ||
references.update(normalize(ref) for ref in obj.get("refs", [])) | ||
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if field_schema["type"].startswith("basic:dir:"): | ||
# Make sure '/' is appended if the path represents a directory. | ||
to_add = normalize(value["dir"]) | ||
if not to_add.endswith("/"): | ||
to_add += "/" | ||
paths_to_check.add(to_add) | ||
references.update(normalize(ref) for ref in value.get("refs", [])) | ||
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elif field_schema["type"].startswith("list:basic:dir:"): | ||
for obj in value: | ||
# Make sure '/' is appended if the path represents a directory. | ||
to_add = normalize(obj["dir"]) | ||
if not to_add.endswith("/"): | ||
to_add += "/" | ||
paths_to_check.add(to_add) | ||
references.update( | ||
normalize(ref) for ref in value.get("refs", []) | ||
) | ||
return paths_to_check, references | ||
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def check_output(self, data: Data) -> bool: | ||
"""Check if all files in data output are referenced.""" | ||
logger.debug("Checking data with id %s.", data.id) | ||
assert data.status == Data.STATUS_DONE, ( | ||
f"Data with id {data.id} has invalid status" | ||
"{data.status}, expected {Data.STATUS_DONE}." | ||
) | ||
assert data.location is not None, f"Data with id {data.id} has no location." | ||
paths, references = self.get_files_dirs(data.output, data.process.output_schema) | ||
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# Check that the output files are referenced on all storage locations except backup. | ||
for storage_location in data.location.storage_locations.exclude( | ||
connector_name__in=EXCLUDED_STORAGE_LOCATIONS | ||
): | ||
for path in paths: | ||
logger.debug(f"Checking {path}, location {storage_location}.") | ||
if not storage_location.files.filter(path=path).exists(): | ||
logger.error( | ||
f"File {path} is missing on Data objects with id " | ||
f"{data.pk}, storage location {storage_location}." | ||
) | ||
return False | ||
for reference in references: | ||
logger.debug( | ||
f"Checking reference {reference}, location {storage_location}." | ||
) | ||
# Check that the reference exists, check for both file and directory. | ||
if ( | ||
not storage_location.files.filter(path=reference).exists() | ||
and not storage_location.files.filter(path=reference + "/").exists() | ||
): | ||
logger.error( | ||
f"Reference {reference} is missing on Data objects with id " | ||
f"{data.pk}, storage location {storage_location}." | ||
) | ||
return False | ||
return True | ||
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def add_arguments(self, parser): | ||
"""Command arguments.""" | ||
parser.add_argument( | ||
"-d", | ||
"--data", | ||
dest="data_ids", | ||
nargs="+", | ||
type=int, | ||
help="IDs of the data objects to check. Defaults to all completed data objects.", | ||
default=[], | ||
) | ||
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def handle(self, *args, **kwargs): | ||
"""Run test.""" | ||
filters = {} | ||
if data_ids := kwargs["data_ids"]: | ||
filters = {"pk__in": data_ids} | ||
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processed_location_ids: dict[int, list[int]] = defaultdict(list) | ||
failed_location_ids: set[int] = set() | ||
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queryset = Data.objects.filter(status=Data.STATUS_DONE, **filters).exclude( | ||
location__isnull=True | ||
) | ||
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to_process = queryset.count() | ||
previous_progress = 0.0 | ||
progress = 0.0 | ||
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logger.info("Checking %d data objects.", to_process) | ||
for number, data in enumerate(queryset, start=1): | ||
logger.debug("Processing data %s/%s.", number, to_process) | ||
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if data.location_id in processed_location_ids: | ||
logger.debug( | ||
"Location of data with id %s already processed by data objects %s. Skipping.", | ||
data.location_id, | ||
processed_location_ids[data.location_id], | ||
) | ||
elif not self.check_output(data): | ||
failed_location_ids.add(data.location_id) | ||
processed_location_ids[data.location_id].append(data.id) | ||
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# Log progress every LOG_PROGRESS%. | ||
progress = (number / to_process) * 100 | ||
if progress - previous_progress >= LOG_PROGRESS: | ||
logger.info("Progress: %.2f%%", progress) | ||
previous_progress = progress | ||
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if failed_location_ids: | ||
logger.error( | ||
"There are data objects with location IDs %s that have missing files. " | ||
"See error messages above for more information.", | ||
failed_location_ids, | ||
) | ||
else: | ||
logger.info("All files on outputs are present.") |