"""Find files on the local filesystem."""
from __future__ import annotations
import itertools
import logging
import os
import re
from glob import glob
from pathlib import Path
from typing import Any, Union
import iris
import isodate
from .config import CFG
from .config._config import get_project_config
from .exceptions import RecipeError
from .typing import Facets, FacetValue
logger = logging.getLogger(__name__)
def _get_from_pattern(pattern, date_range_pattern, stem, group):
"""Get time, date or datetime from date range patterns in file names."""
#
# Next string allows to test that there is an allowed delimiter (or
# string start or end) close to date range (or to single date)
start_point = end_point = None
context = r"(?:^|[-_]|$)"
#
# First check for a block of two potential dates
date_range_pattern_with_context = context + date_range_pattern + context
daterange = re.search(date_range_pattern_with_context, stem)
if not daterange:
# Retry with extended context for CMIP3
context = r"(?:^|[-_.]|$)"
date_range_pattern_with_context = (context + date_range_pattern +
context)
daterange = re.search(date_range_pattern_with_context, stem)
if daterange:
start_point = daterange.group(group)
end_group = '_'.join([group, 'end'])
end_point = daterange.group(end_group)
else:
# Check for single dates in the filename
single_date_pattern = context + pattern + context
dates = re.findall(single_date_pattern, stem)
if len(dates) == 1:
start_point = end_point = dates[0][0]
elif len(dates) > 1:
# Check for dates at start or (exclusive or) end of filename
start = re.search(r'^' + pattern, stem)
end = re.search(pattern + r'$', stem)
if start and not end:
start_point = end_point = start.group(group)
elif end:
start_point = end_point = end.group(group)
return start_point, end_point
def _get_start_end_date(filename):
"""Get the start and end dates as a string from a file name.
Examples of allowed dates : 1980, 198001, 19801231,
1980123123, 19801231T23, 19801231T2359, 19801231T235959,
19801231T235959Z (ISO 8601).
Dates must be surrounded by - or _ or string start or string end
(after removing filename suffix).
Look first for two dates separated by - or _, then for one single
date, and if they are multiple, for one date at start or end.
"""
stem = Path(filename).stem
start_date = end_date = None
#
time_pattern = (r"(?P<hour>[0-2][0-9]"
r"(?P<minute>[0-5][0-9]"
r"(?P<second>[0-5][0-9])?)?Z?)")
date_pattern = (r"(?P<year>[0-9]{4})"
r"(?P<month>[01][0-9]"
r"(?P<day>[0-3][0-9]"
rf"(T?{time_pattern})?)?)?")
datetime_pattern = (rf"(?P<datetime>{date_pattern})")
#
end_datetime_pattern = datetime_pattern.replace(">", "_end>")
date_range_pattern = datetime_pattern + r"[-_]" + end_datetime_pattern
start_date, end_date = _get_from_pattern(datetime_pattern,
date_range_pattern, stem,
'datetime')
# As final resort, try to get the dates from the file contents
if (start_date is None or end_date is None) and Path(filename).exists():
logger.debug("Must load file %s for daterange ", filename)
cubes = iris.load(filename)
for cube in cubes:
logger.debug(cube)
try:
time = cube.coord('time')
except iris.exceptions.CoordinateNotFoundError:
continue
start_date = isodate.date_isoformat(
time.cell(0).point, format=isodate.isostrf.DATE_BAS_COMPLETE)
end_date = isodate.date_isoformat(
time.cell(-1).point, format=isodate.isostrf.DATE_BAS_COMPLETE)
break
if start_date is None or end_date is None:
raise ValueError(f'File {filename} dates do not match a recognized '
'pattern and time can not be read from the file')
return start_date, end_date
def _dates_to_timerange(start_date, end_date):
"""Convert ``start_date`` and ``end_date`` to ``timerange``.
Note
----
This function ensures that dates in years format follow the pattern YYYY
(i.e., that they have at least 4 digits). Other formats, such as wildcards
(``'*'``) and relative time ranges (e.g., ``'P6Y'``) are used unchanged.
Parameters
----------
start_date: int or str
Start date.
end_date: int or str
End date.
Returns
-------
str
``timerange`` in the form ``'start_date/end_date'``.
"""
start_date = str(start_date)
end_date = str(end_date)
# Pad years with 0s if not wildcard or relative time range
if start_date != '*' and not start_date.startswith('P'):
start_date = start_date.zfill(4)
if end_date != '*' and not end_date.startswith('P'):
end_date = end_date.zfill(4)
return f'{start_date}/{end_date}'
def _replace_years_with_timerange(variable):
"""Set `timerange` tag from tags `start_year` and `end_year`."""
start_year = variable.get('start_year')
end_year = variable.get('end_year')
if start_year and end_year:
variable['timerange'] = _dates_to_timerange(start_year, end_year)
elif start_year:
variable['timerange'] = _dates_to_timerange(start_year, start_year)
elif end_year:
variable['timerange'] = _dates_to_timerange(end_year, end_year)
variable.pop('start_year', None)
variable.pop('end_year', None)
def _get_start_end_year(file):
"""Get the start and end year from a file name.
Examples of allowed dates : 1980, 198001, 19801231,
1980123123, 19801231T23, 19801231T2359, 19801231T235959,
19801231T235959Z (ISO 8601).
Dates must be surrounded by - or _ or string start or string end
(after removing filename suffix).
Look first for two dates separated by - or _, then for one single
date, and if they are multiple, for one date at start or end.
Parameters
----------
file: LocalFile or esmvalcore.esgf.ESGFFile
The file to read the start and end year from.
Returns
-------
tuple[int, int]
The start and end year.
Raises
------
ValueError
When start or end year cannot be determined.
"""
start_year = end_year = None
time_pattern = (r"(?P<hour>[0-2][0-9]"
r"(?P<minute>[0-5][0-9]"
r"(?P<second>[0-5][0-9])?)?Z?)")
date_pattern = (r"(?P<year>[0-9]{4})"
r"(?P<month>[01][0-9]"
r"(?P<day>[0-3][0-9]"
rf"(T?{time_pattern})?)?)?")
end_date_pattern = date_pattern.replace(">", "_end>")
date_range_pattern = date_pattern + r"[-_]" + end_date_pattern
start_year, end_year = _get_from_pattern(date_pattern, date_range_pattern,
Path(file.name).stem, 'year')
# As final resort, try to get the dates from the file contents
if ((start_year is None or end_year is None) and isinstance(file, Path)
and file.exists()):
logger.debug("Must load file %s for daterange ", file)
cubes = iris.load(file)
for cube in cubes:
logger.debug(cube)
try:
time = cube.coord('time')
except iris.exceptions.CoordinateNotFoundError:
continue
start_year = time.cell(0).point.year
end_year = time.cell(-1).point.year
break
if start_year is None or end_year is None:
raise ValueError(f'File {file} dates do not match a recognized '
'pattern and time can not be read from the file')
return int(start_year), int(end_year)
def _parse_period(timerange):
"""Parse `timerange` values given as duration periods.
Sum the duration periods to the `timerange` value given as a
reference point in order to compute the start and end dates needed
for file selection.
"""
start_date = None
end_date = None
time_format = None
datetime_format = (
isodate.DATE_BAS_COMPLETE + 'T' + isodate.TIME_BAS_COMPLETE)
if timerange.split('/')[0].startswith('P'):
try:
end_date = isodate.parse_datetime(timerange.split('/')[1])
time_format = datetime_format
except isodate.ISO8601Error:
end_date = isodate.parse_date(timerange.split('/')[1])
time_format = isodate.DATE_BAS_COMPLETE
delta = isodate.parse_duration(timerange.split('/')[0])
start_date = end_date - delta
elif timerange.split('/')[1].startswith('P'):
try:
start_date = isodate.parse_datetime(timerange.split('/')[0])
time_format = datetime_format
except isodate.ISO8601Error:
start_date = isodate.parse_date(timerange.split('/')[0])
time_format = isodate.DATE_BAS_COMPLETE
delta = isodate.parse_duration(timerange.split('/')[1])
end_date = start_date + delta
if time_format == datetime_format:
start_date = str(isodate.datetime_isoformat(
start_date, format=datetime_format))
end_date = str(isodate.datetime_isoformat(
end_date, format=datetime_format))
elif time_format == isodate.DATE_BAS_COMPLETE:
start_date = str(
isodate.date_isoformat(start_date, format=time_format))
end_date = str(isodate.date_isoformat(end_date, format=time_format))
if start_date is None and end_date is None:
start_date = timerange.split('/')[0]
end_date = timerange.split('/')[1]
return start_date, end_date
def _truncate_dates(date, file_date):
"""Truncate dates of different lengths and convert to integers.
This allows to compare the dates chronologically. For example, this allows
comparisons between the formats 'YYYY' and 'YYYYMM', and 'YYYYMM' and
'YYYYMMDD'.
Warning
-------
This function assumes that the years in ``date`` and ``file_date`` have the
same number of digits. If this is not the case, pad the dates with leading
zeros (e.g., use ``date='0100'`` and ``file_date='199901'`` for a correct
comparison).
"""
date = re.sub("[^0-9]", '', date)
file_date = re.sub("[^0-9]", '', file_date)
if len(date) < len(file_date):
file_date = file_date[0:len(date)]
elif len(date) > len(file_date):
date = date[0:len(file_date)]
return int(date), int(file_date)
def _select_files(filenames, timerange):
"""Select files containing data between a given timerange.
If the timerange is given as a period, the file selection
occurs taking only the years into account.
Otherwise, the file selection occurs taking into account
the time resolution of the file.
"""
if '*' in timerange:
# TODO: support * combined with a period
return filenames
selection = []
for filename in filenames:
start_date, end_date = _parse_period(timerange)
start, end = _get_start_end_date(filename)
start_date, end = _truncate_dates(start_date, end)
end_date, start = _truncate_dates(end_date, start)
if start <= end_date and end >= start_date:
selection.append(filename)
return selection
def _replace_tags(
paths: Union[str, list[str]],
variable: Facets,
) -> list[Path]:
"""Replace tags in the config-developer's file with actual values."""
if isinstance(paths, str):
pathset = set((paths.strip('/'), ))
else:
pathset = set(path.strip('/') for path in paths)
tlist: set[str] = set()
for path in pathset:
tlist = tlist.union(re.findall(r'{([^}]*)}', path))
if 'sub_experiment' in variable:
new_paths: set[str] = set()
for path in pathset:
new_paths.update(
(re.sub(r'(\b{ensemble}\b)', r'{sub_experiment}-\1', path),
re.sub(r'({ensemble})', r'{sub_experiment}-\1', path)))
tlist.add('sub_experiment')
pathset = new_paths
for tag in tlist:
original_tag = tag
tag, _, _ = _get_caps_options(tag)
if tag in variable:
replacewith = variable[tag]
elif tag == 'version':
replacewith = '*'
else:
raise RecipeError(f"Dataset key '{tag}' must be specified for "
f"{variable}, check your recipe entry")
pathset = _replace_tag(pathset, original_tag, replacewith)
return [Path(p) for p in pathset]
def _replace_tag(paths, tag, replacewith):
"""Replace tag by replacewith in paths."""
_, lower, upper = _get_caps_options(tag)
result = []
if isinstance(replacewith, (list, tuple)):
for item in replacewith:
result.extend(_replace_tag(paths, tag, item))
else:
text = _apply_caps(str(replacewith), lower, upper)
result.extend(p.replace('{' + tag + '}', text) for p in paths)
return list(set(result))
def _get_caps_options(tag):
lower = False
upper = False
if tag.endswith('.lower'):
lower = True
tag = tag[0:-6]
elif tag.endswith('.upper'):
upper = True
tag = tag[0:-6]
return tag, lower, upper
def _apply_caps(original, lower, upper):
if lower:
return original.lower()
if upper:
return original.upper()
return original
def _select_drs(input_type, project):
"""Select the directory structure of input path."""
cfg = get_project_config(project)
input_path = cfg[input_type]
if isinstance(input_path, str):
return input_path
structure = CFG['drs'].get(project, 'default')
if structure in input_path:
return input_path[structure]
raise KeyError(
'drs {} for {} project not specified in config-developer file'.format(
structure, project))
_ROOTPATH_WARNED = set()
def _get_rootpath(project):
"""Select the rootpath."""
rootpath = CFG['rootpath']
for key in (project, 'default'):
if key in rootpath:
nonexistent = tuple(p for p in rootpath[key]
if not os.path.exists(p))
if nonexistent and (key, nonexistent) not in _ROOTPATH_WARNED:
logger.warning(
"'%s' rootpaths '%s' set in config-user.yml do not exist",
key, ', '.join(str(p) for p in nonexistent))
_ROOTPATH_WARNED.add((key, nonexistent))
return rootpath[key]
raise KeyError('default rootpath must be specified in config-user file')
def _get_globs(variable):
"""Compose the globs that will be used to look for files."""
project = variable['project']
rootpaths = _get_rootpath(project)
dirname_template = _select_drs('input_dir', project)
dirname_globs = _replace_tags(dirname_template, variable)
filename_template = _select_drs('input_file', project)
filename_globs = _replace_tags(filename_template, variable)
globs = sorted(r / d / f for r in rootpaths for d in dirname_globs
for f in filename_globs)
return globs
def _get_input_filelist(variable):
"""Return the full path to input files."""
variable = dict(variable)
if 'original_short_name' in variable:
variable['short_name'] = variable['original_short_name']
globs = _get_globs(variable)
logger.debug(
"Looking for files matching:\n%s",
"\n".join(str(g) for g in globs),
)
files = list(Path(file) for glob_ in globs for file in glob(str(glob_)))
files.sort() # sorting makes it easier to see what was found
if 'timerange' in variable:
files = _select_files(files, variable['timerange'])
return files, globs
def _get_output_file(variable: dict[str, Any], preproc_dir: Path) -> Path:
"""Return the full path to the output (preprocessed) file."""
cfg = get_project_config(variable['project'])
# Join different experiment names
if isinstance(variable.get('exp'), (list, tuple)):
variable = dict(variable)
variable['exp'] = '-'.join(variable['exp'])
outfile = _replace_tags(cfg['output_file'], variable)[0]
if 'timerange' in variable:
timerange = variable['timerange'].replace('/', '-')
outfile = Path(f'{outfile}_{timerange}')
outfile = Path(f"{outfile}.nc")
return Path(
preproc_dir,
variable.get('diagnostic', ''),
variable.get('variable_group', ''),
outfile,
)
def _get_multiproduct_filename(attributes: dict, preproc_dir: Path) -> Path:
"""Get ensemble/multi-model filename depending on settings."""
relevant_keys = [
'project', 'dataset', 'exp', 'ensemble_statistics',
'multi_model_statistics', 'mip', 'short_name'
]
filename_segments = []
for key in relevant_keys:
if key in attributes:
attribute = attributes[key]
if isinstance(attribute, (list, tuple)):
attribute = '-'.join(attribute)
filename_segments.extend(attribute.split('_'))
# Remove duplicate segments:
filename_segments = list(dict.fromkeys(filename_segments))
# Add period and extension
filename_segments.append(
f"{attributes['timerange'].replace('/', '-')}.nc")
outfile = Path(
preproc_dir,
attributes['diagnostic'],
attributes['variable_group'],
'_'.join(filename_segments),
)
return outfile
def _path2facets(path: Path, drs: str) -> dict[str, str]:
"""Extract facets from a path using a DRS like '{facet1}/{facet2}'."""
keys = []
for key in re.findall(r"{(.*?)}", drs):
key = key.split('.')[0] # Remove trailing .lower and .upper
keys.append(key)
start, end = -len(keys) - 1, -1
values = path.parts[start:end]
facets = {key: values[idx] for idx, key in enumerate(keys)}
return facets
def _filter_versions_called_latest(
files: list['LocalFile'],
) -> list['LocalFile']:
"""Filter out versions called 'latest' if they are duplicates.
On compute clusters it is usual to have a symbolic link to the
latest version called 'latest'. Those need to be skipped in order to
find valid version names and avoid duplicate results.
"""
resolved_valid_versions = {
f.resolve(strict=False)
for f in files if f.facets.get('version') != 'latest'
}
return [
f for f in files if f.facets.get('version') != 'latest' or f.resolve(
strict=False) not in resolved_valid_versions
]
def _select_latest_version(files: list['LocalFile']) -> list['LocalFile']:
"""Select only the latest version of files."""
def filename(file):
return file.name
def version(file):
return file.facets.get('version', '')
result = []
for _, group in itertools.groupby(sorted(files, key=filename),
key=filename):
duplicates = sorted(group, key=version)
latest = duplicates[-1]
result.append(latest)
return result
[docs]def find_files(
*,
debug: bool = False,
**facets: FacetValue,
) -> Union[list[LocalFile], tuple[list[LocalFile], list[Path]]]:
"""Find files on the local filesystem.
The directories that are searched for files are defined in
:data:`esmvalcore.config.CFG` under the ``'rootpath'`` key using the
directory structure defined under the ``'drs'`` key.
If ``esmvalcore.config.CFG['rootpath']`` contains a key that matches the
value of the ``project`` facet, those paths will be used. If there is no
project specific key, the directories in
``esmvalcore.config.CFG['rootpath']['default']`` will be searched.
See :ref:`findingdata` for extensive instructions on configuring ESMValCore
so it can find files locally.
Parameters
----------
debug
When debug is set to :obj:`True`, the function will return a tuple
with the first element containing the files that were found
and the second element containing the :func:`glob.glob` patterns that
were used to search for files.
**facets
Facets used to search for files. An ``'*'`` can be used to match
any value. By default, only the latest version of a file will
be returned. To select all versions use ``version='*'``. It is also
possible to specify multiple values for a facet, e.g.
``exp=['historical', 'ssp585']`` will match any file that belongs
to either the historical or ssp585 experiment.
The ``timerange`` facet can be specified in `ISO 8601 format
<https://en.wikipedia.org/wiki/ISO_8601>`__.
Note
----
A value of ``timerange='*'`` is supported, but combining a ``'*'`` with
a time or period :ref:`as supported in the recipe <datasets>` is currently
not supported and will return all found files.
Examples
--------
Search for files containing surface air temperature from any CMIP6 model
for the historical experiment:
>>> esmvalcore.local.find_files(
... project='CMIP6',
... activity='CMIP',
... mip='Amon',
... short_name='tas',
... exp='historical',
... dataset='*',
... ensemble='*',
... grid='*',
... institute='*',
... ) # doctest: +SKIP
[LocalFile('/home/bandela/climate_data/CMIP6/CMIP/BCC/BCC-ESM1/historical/r1i1p1f1/Amon/tas/gn/v20181214/tas_Amon_BCC-ESM1_historical_r1i1p1f1_gn_185001-201412.nc')]
Returns
-------
list[LocalFile]
The files that were found.
""" # pylint: disable=line-too-long
filenames, globs = _get_input_filelist(facets)
drs = _select_drs('input_dir', facets['project'])
if isinstance(drs, list):
# Not sure how to handle a list of DRSs
drs = ''
files = []
filter_latest = False
for filename in filenames:
file = LocalFile(filename)
file.facets.update(_path2facets(file, drs))
if file.facets.get('version') == 'latest':
filter_latest = True
files.append(file)
if filter_latest:
files = _filter_versions_called_latest(files)
if 'version' not in facets:
files = _select_latest_version(files)
if debug:
return files, globs
return files
[docs]class LocalFile(type(Path())): # type: ignore
"""File on the local filesystem."""
@property
def facets(self) -> Facets:
"""Facets describing the file.
Note
----
When using :func:`find_files`, facets are read from the directory
structure. Facets stored in filenames are not yet supported.
"""
if not hasattr(self, '_facets'):
self._facets: Facets = {}
return self._facets
@facets.setter
def facets(self, value: Facets):
self._facets = value