Source code for desispec.io.meta

# Licensed under a 3-clause BSD style license - see LICENSE.rst
# -*- coding: utf-8 -*-
"""
desispec.io.meta
================

IO metadata functions.
"""
from __future__ import absolute_import, division, print_function

import os
import datetime
import glob
import json
import re
import numpy as np

from desiutil.log import get_logger
import desiutil.healpix

from .util import pix_subdirectory, checkgzip, get_log_pathname

_desi_root_readonly=None
[docs] def get_desi_root_readonly(): """ Returns $DESI_ROOT_READONLY if set and path exists, otherwise $DESI_ROOT. Caches answer upon first call, i.e. setting $DESI_ROOT_READONLY to a different value part way through running will use previously cached value. This prevents it from re-checking a non-existent path N>>1 times. """ global _desi_root_readonly log = get_logger() if _desi_root_readonly is not None: log.debug('Using cached _desi_root_readonly=%s', _desi_root_readonly) return _desi_root_readonly elif 'DESI_ROOT_READONLY' in os.environ: if os.path.exists(os.environ['DESI_ROOT_READONLY']): _desi_root_readonly = os.environ['DESI_ROOT_READONLY'] log.debug("Using $DESI_ROOT_READONLY=%s", _desi_root_readonly) else: log.debug("$DESI_ROOT_READONLY=%s set but doesn't exist; using $DESI_ROOT=%s", os.environ['DESI_ROOT_READONLY'], os.environ['DESI_ROOT']) _desi_root_readonly = os.environ['DESI_ROOT'] else: log.debug('$DESI_ROOT_READONLY not set; using $DESI_ROOT=%s', os.environ['DESI_ROOT']) _desi_root_readonly = os.environ['DESI_ROOT'] return _desi_root_readonly
[docs] def get_readonly_filepath(filepath): """ Generate optimized path for read-only usage of filepath Args: filepath (str): full path to input file Returns: readonly_filepath using $DESI_ROOT_READONLY If a readonly filepath can't be derived, return original filepath """ if 'DESI_ROOT' not in os.environ: return filepath else: desi_root = os.environ['DESI_ROOT'] desi_root_readonly = get_desi_root_readonly() if filepath.startswith(desi_root) and desi_root != desi_root_readonly: filepath = filepath.replace(desi_root, desi_root_readonly, 1) return filepath
[docs] def get_findfile_argparser(): """ Defines an argparser for a command line tool to call findfile """ import argparse parser = argparse.ArgumentParser(description="Returns the location where a file should be.") ## Required argument parser.add_argument("filetype", type=str, help="File type, typically the prefix, e.g., 'frame' or 'psf'.") ## Optional arguments depending on filetype parser.add_argument("-n", "--night", type=str, help="YEARMMDD string or int.") parser.add_argument("-e", "--expid", type=int, help="Integer exposure ID.") parser.add_argument("-c", "--camera", type=str, help="'b0', 'r1', ..., 'z9'.") parser.add_argument("-t", "--tile", type=int, help="Integer tile (pointing) number.") parser.add_argument("-g", "--groupname", type=str, help="Spectral grouping name (e.g., 'uniqpix', 'healpix', 'cumulative', 'pernight').") parser.add_argument("--subgroup", type=str, help="Subgrouping name for non-standard group names.") parser.add_argument("--healpix", type=int, help="Healpix pixel number.") parser.add_argument("--uniqpix", type=int, help="Uniqpix pixel number.") parser.add_argument("--nside", type=int, default=64, help="Healpix nside (default: 64).") parser.add_argument("--band", type=str, choices=['b', 'r', 'z'], help="Camera band ('b', 'r', or 'z').") parser.add_argument("--spectrograph", type=int, help="Integer spectrograph number (0-9).") parser.add_argument("--survey", type=str, help="Survey, e.g., sv1, sv3, main, special.") parser.add_argument("--faprogram", type=str, help="Fiberassign program, e.g., dark, bright.") ## General options parser.add_argument("--rawdata_dir", type=str, help="Overrides $DESI_SPECTRO_DATA.") parser.add_argument("--specprod_dir", type=str, help="Overrides $DESI_SPECTRO_REDUX/$SPECPROD/.") parser.add_argument("--specprod", type=str, help="Production name or full path to production.") parser.add_argument("--qaprod_dir", type=str, help="Defaults to $DESI_SPECTRO_REDUX/$SPECPROD/QA/ if not provided.") parser.add_argument("--tiles_dir", type=str, help="Defaults to $FIBER_ASSIGN_DIR if not provided.") parser.add_argument("--outdir", type=str, help="Use this directory for output instead of canonical location.") parser.add_argument("--download", action="store_true", help="If not found locally, try to fetch remotely.") parser.add_argument("--return_exists", action="store_true", help="Also return whether the file exists.") parser.add_argument("--readonly", action="store_true", help="Return read-only version of path if possible.") parser.add_argument("--logfile", action="store_true", help="Return the pathname of the log instead of the data product itself.") return parser
[docs] def get_fits_compression_suffix() : """Return the prefered suffix for the compression of fits images. Can be set with the environment variable DESI_COMPRESSION with values NONE or GZ. """ if not "DESI_COMPRESSION" in os.environ : return ".gz" # the default compression level compression_type = os.environ["DESI_COMPRESSION"].upper() valid_compression_types=["NONE","GZ","GZIP"] if compression_type not in valid_compression_types : raise KeyError(f"Invalid compression type '{compression_type}' from environment variable DESI_COMPRESSION. It must be among {valid_compression_types}") if compression_type in ["GZ","GZIP"] : return ".gz" elif compression_type=="NONE" : return "" else : raise KeyError(f"unknown compression type '{comptype}'")
[docs] def findfile(filetype, night=None, expid=None, camera=None, tile=None, groupname=None, subgroup=None, healpix=None, nside=None, uniqpix=None, band=None, spectrograph=None, survey=None, faprogram=None, version=None, rawdata_dir=None, specprod_dir=None, specprod=None, spectrocalib_dir=None, tiles_dir=None, outdir=None, download=False, return_exists=False, readonly=False, logfile=False): """Returns location where file should be Args: filetype : file type, typically the prefix, e.g. "frame" or "psf" Args depending upon filetype: night : YEARMMDD string or int expid : integer exposure id camera : 'b0' 'r1' .. 'z9' tile : integer tile (pointing) number groupname : spectral grouping name (e.g. "uniqpix", "healpix", "cumulative", "pernight") subgroup : (str) subgrouping name for non-standard groupnames healpix : healpix pixel number nside : healpix nside uniqpix: uniqpix number (alternative to healpix) band : one of 'b','r','z' identifying the camera band spectrograph : integer spectrograph number, 0-9 survey : e.g. sv1, sv3, main, special faprogram : fiberassign program, e.g. dark, bright version : (str) version of the zcatalog Options: rawdata_dir : overrides $DESI_SPECTRO_DATA specprod_dir : overrides $DESI_SPECTRO_REDUX/$SPECPROD/ specprod : production name, or full path to production spectrocalib_dir : overrides $DESI_SPECTRO_CALIB tiles_dir : defaults to $FIBER_ASSIGN_DIR if not provided download : if not found locally, try to fetch remotely outdir : use this directory for output instead of canonical location return_exists: if True, also return whether the file exists readonly: if True, return read-only version of path if possible logfile: if True, returns the pathname of the log instead of the data product itself Returns filename, or (filename, exists) if return_exists=True Raises: ValueError: for invalid file types, and other invalid input KeyError: for missing environment variables Notes: The readonly option uses $DESI_ROOT_READONLY if it is set and exists; otherwise it returns the normal read/write path. Also, desispec allows to compress or not fits files (controlled with $DESI_COMPRESSION). If findfile would return a (un)compressed file (like FILE.fits.gz) but the alternate already exists (FILE.fits), it will return the alternate filename if the option readonly is True but will raise an IOError otherwise (in order to avoid having both FILE.fits and FILE.fits.gz on disk). """ log = get_logger() compsuffix=get_fits_compression_suffix() log.debug("compression suffix = '%s'", compsuffix) #- NOTE: specprod_dir is the directory $DESI_SPECTRO_REDUX/$SPECPROD, #- specprod is just the environment variable $SPECPROD location = dict( # # Raw data. # raw = '{rawdata_dir}/{night}/{expid:08d}/desi-{expid:08d}.fits.fz', coordinates = '{rawdata_dir}/{night}/{expid:08d}/coordinates-{expid:08d}.fits', fiberassign = '{rawdata_dir}/{night}/{expid:08d}/fiberassign-{tile:06d}.fits.gz', etc = '{rawdata_dir}/{night}/{expid:08d}/etc-{expid:08d}.json', # # SVN products # fiberassignsvn = '{tiles_dir}/{tile3:03d}/fiberassign-{tile:06d}.fits.gz', # # Top level # exposure_table = '{specprod_dir}/exposure_tables/{month}/exposure_table_{night}.csv', override='{specprod_dir}/exposure_tables/{month}/override_{night}.yaml', processing_table = '{specprod_dir}/processing_tables/processing_table_{specprod}-{night}.csv', unprocessed_table = '{specprod_dir}/processing_tables/unprocessed_table_{specprod}-{night}.csv', exposures = '{specprod_dir}/exposures-{specprod}.fits', tiles = '{specprod_dir}/tiles-{specprod}.fits', exposures_csv = '{specprod_dir}/exposures-{specprod}.csv', tiles_csv = '{specprod_dir}/tiles-{specprod}.csv', # # preproc/ # Note: fibermap files will eventually move to preproc. # fibermap = '{specprod_dir}/preproc/{night}/{expid:08d}/fibermap-{expid:08d}.fits', preproc = '{specprod_dir}/preproc/{night}/{expid:08d}/preproc-{camera}-{expid:08d}.fits{compsuffix}', preproc_for_cte = '{specprod_dir}/preproc/{night}/{expid:08d}/ctepreproc-{camera}-{expid:08d}.fits{compsuffix}', preproc_for_dark = '{specprod_dir}/dark_preproc/{night}/{expid:08d}/dark_preproc-{camera}-{expid:08d}.fits', tilepix = '{specprod_dir}/preproc/{night}/{expid:08d}/tilepix-{tile}.json', # # exposures/ # Note: calib has been renamed to fluxcalib, but that has not propagated fully through the pipeline. # Note: psfboot has been deprecated, but not ready to be removed yet. # calib = '{specprod_dir}/exposures/{night}/{expid:08d}/calib-{camera}-{expid:08d}.fits{compsuffix}', cframe = '{specprod_dir}/exposures/{night}/{expid:08d}/cframe-{camera}-{expid:08d}.fits{compsuffix}', fframe = '{specprod_dir}/exposures/{night}/{expid:08d}/fframe-{camera}-{expid:08d}.fits{compsuffix}', fluxcalib = '{specprod_dir}/exposures/{night}/{expid:08d}/fluxcalib-{camera}-{expid:08d}.fits{compsuffix}', frame = '{specprod_dir}/exposures/{night}/{expid:08d}/frame-{camera}-{expid:08d}.fits{compsuffix}', psf = '{specprod_dir}/exposures/{night}/{expid:08d}/psf-{camera}-{expid:08d}.fits', fitpsf='{specprod_dir}/exposures/{night}/{expid:08d}/fit-psf-{camera}-{expid:08d}.fits', qframe = '{specprod_dir}/exposures/{night}/{expid:08d}/qframe-{camera}-{expid:08d}.fits', sframe = '{specprod_dir}/exposures/{night}/{expid:08d}/sframe-{camera}-{expid:08d}.fits{compsuffix}', sky = '{specprod_dir}/exposures/{night}/{expid:08d}/sky-{camera}-{expid:08d}.fits{compsuffix}', skycorr = '{specprod_dir}/exposures/{night}/{expid:08d}/skycorr-{camera}-{expid:08d}.fits', fiberflat = '{specprod_dir}/exposures/{night}/{expid:08d}/fiberflat-{camera}-{expid:08d}.fits{compsuffix}', fiberflatexp = '{specprod_dir}/exposures/{night}/{expid:08d}/fiberflatexp-{camera}-{expid:08d}.fits{compsuffix}', stdstars = '{specprod_dir}/exposures/{night}/{expid:08d}/stdstars-{spectrograph:d}-{expid:08d}.fits{compsuffix}', calibstars = '{specprod_dir}/exposures/{night}/{expid:08d}/calibstars-{expid:08d}.csv', psfboot = '{specprod_dir}/exposures/{night}/{expid:08d}/psfboot-{camera}-{expid:08d}.fits', # # qa # exposureqa = '{specprod_dir}/exposures/{night}/{expid:08d}/exposure-qa-{expid:08d}.fits', tileqa = '{specprod_dir}/tiles/{groupname}/{tile:d}/{night}/tile-qa-{tile:d}-{nightprefix}{night}.fits', tileqapng = '{specprod_dir}/tiles/{groupname}/{tile:d}/{night}/tile-qa-{tile:d}-{nightprefix}{night}.png', zmtl = '{specprod_dir}/tiles/{groupname}/{tile:d}/{night}/zmtl-{spectrograph:d}-{tile:d}-{nightprefix}{night}.fits', # # calibnight/ # fiberflatnight = '{specprod_dir}/calibnight/{night}/fiberflatnight-{camera}-{night}.fits', psfnight = '{specprod_dir}/calibnight/{night}/psfnight-{camera}-{night}.fits', biasnight = '{specprod_dir}/calibnight/{night}/biasnight-{camera}-{night}.fits{compsuffix}', darknight = '{specprod_dir}/calibnight/{night}/darknight-{camera}-{night}.fits{compsuffix}', badfibers = '{specprod_dir}/calibnight/{night}/badfibers-{night}.csv', badcolumns = '{specprod_dir}/calibnight/{night}/badcolumns-{camera}-{night}.csv', ctecorrnight = '{specprod_dir}/calibnight/{night}/ctecorr-{night}.yaml', ctecorr = '{specprod_dir}/calibnight/{night}/ctecorr-{night}.yaml', #- alias, same file # # spectra- uniqpix and healpix based # hpix2upix = '{specprod_dir}/spectra/{survey}/{faprogram}/hpix2upix-{survey}-{faprogram}.fits', hpix2upix_fits = '{specprod_dir}/spectra/{survey}/{faprogram}/hpix2upix-{survey}-{faprogram}.fits', hpix2upix_json = '{specprod_dir}/spectra/{survey}/{faprogram}/hpix2upix-{survey}-{faprogram}.json', upix_ntargets = '{specprod_dir}/spectra/{survey}/{faprogram}/uniqpix-{survey}-{faprogram}.fits', coadd_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/coadd-{survey}-{faprogram}-{pix}.fits', rrdetails_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/rrdetails-{survey}-{faprogram}-{pix}.h5', rrmodel_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/rrmodel-{survey}-{faprogram}-{pix}.fits', spectra_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/spectra-{survey}-{faprogram}-{pix}.fits{compsuffix}', redrock_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/redrock-{survey}-{faprogram}-{pix}.fits', qso_mgii_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/qso_mgii-{survey}-{faprogram}-{pix}.fits', qso_qn_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/qso_qn-{survey}-{faprogram}-{pix}.fits', emline_pix = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/emline-{survey}-{faprogram}-{pix}.fits', # hpixexp before matterhorn/DR3; pixexp matterhorn/DR3 and after hpixexp = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/hpixexp-{survey}-{faprogram}-{pix}.csv', pixexp = '{specprod_dir}/{pixbase}/{survey}/{faprogram}/{pixdir}/pixexp-{survey}-{faprogram}-{pix}.csv', # # spectra- tile based # coadd_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/coadd-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', rrdetails_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/rrdetails-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.h5', rrmodel_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/rrmodel-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', spectra_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/spectra-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits{compsuffix}', redrock_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/redrock-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', qso_mgii_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/qso_mgii-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', qso_qn_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/qso_qn-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', emline_tile='{specprod_dir}/tiles/{groupname}/{tile:d}/{subgroup}/emline-{spectrograph:d}-{tile:d}-{nightprefix}{subgroup}.fits', # # spectra- single exp tile based requires custom formatting for expid:08d # coadd_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/coadd-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', rrdetails_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/rrdetails-{spectrograph:d}-{tile:d}-exp{expid:08d}.h5', rrmodel_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/rrmodel-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', spectra_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/spectra-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits{compsuffix}', redrock_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/redrock-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', qso_mgii_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/qso_mgii-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', qso_qn_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/qso_qn-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', emline_single='{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/emline-{spectrograph:d}-{tile:d}-exp{expid:08d}.fits', tileqa_single = '{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/tile-qa-{tile:d}-exp{expid:08d}.fits', tileqapng_single = '{specprod_dir}/tiles/perexp/{tile:d}/{expid:08d}/tile-qa-{tile:d}-exp{expid:08d}.png', # # z catalogs # Note: v1 and v2 have different subdir structure, handled later as a special case # zcatalog='{specprod_dir}/zcatalog-{specprod}.fits', # deprecated zcat_pix = '{specprod_dir}/zcatalog/{version}/zpix-{survey}-{faprogram}.fits', zcat_tile = '{specprod_dir}/zcatalog/{version}/ztile-{survey}-{faprogram}-{groupname}.fits', zall_pix = '{specprod_dir}/zcatalog/{version}/zall-pix-{specprod}.fits', zall_tile='{specprod_dir}/zcatalog/{version}/zall-tile{groupname}-{specprod}.fits', # # Dashboard files # expinfo = '{specprod_dir}/run/dashboard/expjsons/expinfo_{specprod}_{night}.json', zinfo = '{specprod_dir}/run/dashboard/zjsons/zinfo_{specprod}_{night}.json', # # Calibration files # ccd_region_mask = '{spectrocalib_dir}/ccd/ccd-region-mask.csv', flagged_fibers = '{spectrocalib_dir}/ccd/flagged_fibers.ecsv', ) ## aliases location['desi'] = location['raw'] location['exptable'] = location['exposure_table'] location['proctable'] = location['processing_table'] location['unproctable'] = location['unprocessed_table'] location['ztile'] = location['zcat_tile'] location['zpix'] = location['zcat_pix'] ## Define the month if night is specified if night is not None: month = str(night)[:-2] else: month = None # not encouraged, but "spectra" is an alternative name for "uniqpix" if groupname == 'spectra': groupname = 'uniqpix' #- default group is "cumulative" for tile-based files if groupname is None: if filetype in ('zcat_tile', 'zall_tile') or \ (tile is not None and filetype in ( 'spectra', 'coadd', 'redrock', 'rrdetails', 'rrmodel', 'tileqa', 'tileqapng', 'zmtl', 'spectra_tile', 'coadd_tile', 'redrock_tile', 'rrdetails_tile', 'rrmodel_tile') ): groupname = 'cumulative' #- maybe we don't need groupname anyway if groupname is not None: ignore_groupname = False if filetype in location: if ('groupname' not in location[filetype]) and ('pixbase' not in location[filetype]): ignore_groupname = True elif filetype+'_pix' in location: if ('groupname' not in location[filetype+'_pix']) and ('pixbase' not in location[filetype+'_pix']): ignore_groupname = True if ignore_groupname: log.warning(f'Ignoring extraneous {groupname=}') groupname = groupname + '_ignored' #- groupname defaults for healpix and uniqpix if groupname is None: if uniqpix is not None: test_nside, test_healpix = desiutil.healpix.upix2hpix(uniqpix) if nside is not None and nside != test_nside: raise ValueError(f"{uniqpix=} is nside={test_nside}, but nside={nside} was provided.") if healpix is not None and healpix != test_healpix: raise ValueError(f"{uniqpix=} is healpix={test_healpix}, but healpix={healpix} was provided.") groupname = 'uniqpix' elif healpix is not None: if nside is None: nside = 64 groupname = 'healpix' else: uniqpix = desiutil.healpix.hpix2upix(nside, healpix) groupname = 'uniqpix' log.warning(f'Using uniqpix=healpix+4*nside^2; if you really want healpix-based files, set groupname="healpix"') #- other healpix / uniqpix standardization and error cases if groupname == 'healpix': if nside is None: if healpix is None and uniqpix is None: raise ValueError("groupname='healpix' but no healpix or uniqpix provided") elif uniqpix is not None: raise ValueError("groupname='healpix' but uniqpix provided") assert healpix is not None nside = 64 else: if healpix is None: raise ValueError("groupname='healpix' but no healpix provided") if uniqpix is not None: test_nside, test_healpix = desiutil.healpix.upix2hpix(uniqpix) if test_healpix != healpix or test_nside != nside: raise ValueError(f"groupname='healpix' but {nside=}, {healpix=} are inconsistent with {uniqpix=}") if groupname == 'uniqpix': if nside is None: if healpix is not None: raise ValueError(f'groupname="uniqpix" but {healpix=} provided without nside') elif uniqpix is None: raise ValueError('groupname="uniqpix" but no healpix or uniqpix provided') else: if healpix is None: if uniqpix is None: raise ValueError('groupname="uniqpix" but no healpix or uniqpix provided') else: raise ValueError(f'groupname="uniqpix" and {nside=} but no healpix provided') else: if uniqpix is None: uniqpix = desiutil.healpix.hpix2upix(nside, healpix) else: test_nside, test_healpix = desiutil.healpix.upix2hpix(uniqpix) if test_healpix != healpix or test_nside != nside: raise ValueError(f"groupname='uniqpix' but {nside=}, {healpix=} are inconsistent with {uniqpix=}") #- backwards compatibility: try interpreting groupname as a healpix number if healpix is None and tile is None and groupname is not None: try: healpix = int(groupname) nside = 64 groupname = 'healpix' except (TypeError, ValueError): pass # zcat v2 added SURVEY/ or zall/ subdirs if version == 'v2': if filetype.startswith('zcat'): version = f'{version}/{survey}' elif filetype.startswith('zall'): version = f'{version}/zall' if groupname == "cumulative": nightprefix = "thru" subgroup = str(night) elif groupname == "pernight": nightprefix = "" subgroup = str(night) elif groupname == "perexp": nightprefix = "exp" elif groupname in ("healpix", "uniqpix"): nightprefix = "" else: nightprefix = str(groupname)+'-' #- tile or healpix but not both if tile is not None and healpix is not None: raise ValueError(f'Set healpix or tile but not both ({healpix}, {tile})') pixbase = pix = None if groupname == 'healpix': pixbase = 'healpix' pix = healpix elif groupname == 'uniqpix': pixbase = 'spectra' pix = uniqpix #- be robust to str vs. int if isinstance(pix, str): pix = int(pix) if isinstance(night, str): night = int(night) if isinstance(expid, str): expid = int(expid) if isinstance(tile, str): tile = int(tile) if isinstance(spectrograph, str): spectrograph = int(spectrograph) #- Determine if this is healpix-based or tile-based objects, and update #- location dict for which flavor of coadd/spectra/redrock/etc is needed, #- removing the _pix, _single, _tile suffixes from the keys loc_copy = location.copy() if tile is not None: log.debug("Tile-based files selected; healpix-based files and input will be ignored.") if groupname == 'perexp': ## If perexp, then use the _single naming scheme ## Do loop to improve scaling with additional file types for key, val in loc_copy.items(): if key.endswith('_single'): root_key = key.removesuffix('_single') location[root_key] = val else: ## If cumulative/pernight, then use the tile naming scheme ## Do loop to improve scaling with additional file types for key, val in loc_copy.items(): if key.endswith('_tile'): root_key = key.removesuffix('_tile') location[root_key] = val ## cumulative and pernight use night as subgroup if groupname in ('cumulative', 'pernight'): subgroup = night else: ## If not tile based then use the hp naming scheme ## Do loop to improve scaling with additional file types for key, val in loc_copy.items(): if key.endswith('_pix'): root_key = key.removesuffix('_pix') location[root_key] = val del loc_copy if groupname is not None and tile is None and pix is not None: pixdir = pix_subdirectory(pix) else: #- set to anything so later logic will trip on groupname not pixdir pixdir = 'defaultpix' log.debug("pixdir = '%s'", pixdir) #- Do we know about this kind of file? if filetype not in location: raise ValueError("Unknown filetype {}; known types are {}".format(filetype, list(location.keys()))) #- Check for missing inputs, deduplicate via frozenset() required_inputs = frozenset([i[0] for i in re.findall(r'\{([a-z_]+)(|[:0-9d]+)\}', location[filetype])]) if rawdata_dir is None and 'rawdata_dir' in required_inputs: rawdata_dir = rawdata_root() log.debug("rawdata_dir = '%s'", rawdata_dir) if spectrocalib_dir is None and 'spectrocalib_dir' in required_inputs: spectrocalib_dir = spectrocalib_root() log.debug("spectrocalib_dir = '%s'", spectrocalib_dir) if specprod_dir is None and 'specprod_dir' in required_inputs and outdir is None : specprod_dir = specprod_root(specprod) log.debug("specprod_dir = '%s', specprod = '%s'", specprod_dir, specprod) elif outdir is not None : # if outdir is set, we will replace specprod_dir anyway # but we may need the variable to be set in the meantime specprod_dir = "dummy" if tiles_dir is None and 'tiles_dir' in required_inputs: tiles_dir = os.environ['FIBER_ASSIGN_DIR'] if 'specprod' in required_inputs and specprod is None and outdir is None : specprod = os.path.basename(specprod_dir) log.debug("Setting specprod = '%s'", specprod) if camera is not None: camera = camera.lower() #- Check camera b0, r1, .. z9 if spectrograph is not None and len(camera) == 1 \ and camera in ['b', 'r', 'z']: raise ValueError('Specify camera=b0,r1..z9, not camera=b/r/z + spectrograph') if camera != '*' and re.match(r'[brz\*\?][0-9\*\?]', camera) is None: raise ValueError('Camera {} should be b0,r1..z9, or with ?* wildcards'.format(camera)) actual_inputs = { 'specprod_dir':specprod_dir, 'specprod':specprod, 'tiles_dir':tiles_dir, 'night':night, 'expid':expid, 'tile':tile, 'camera':camera, 'groupname':groupname, 'subgroup':subgroup, 'version':version, 'healpix':healpix, 'nside':nside, 'uniqpix':uniqpix, 'pix':pix, 'pixdir':pixdir, 'pixbase':pixbase, 'band':band, 'spectrograph':spectrograph, 'nightprefix':nightprefix, 'month':month, 'compsuffix':compsuffix } #- survey and faprogram should be lower, but don't trip on None actual_inputs['survey'] = None if survey is None else survey.lower() actual_inputs['faprogram'] = None if faprogram is None else faprogram.lower() actual_inputs['tile3'] = None if tile is None else tile // 1000 if 'rawdata_dir' in required_inputs: actual_inputs['rawdata_dir'] = rawdata_dir if 'spectrocalib_dir' in required_inputs: actual_inputs['spectrocalib_dir'] = spectrocalib_dir #- If any inputs missing, print all missing inputs, then raise single ValueError missing_inputs = False for i in required_inputs: if actual_inputs[i] is None: log.error("Required input '{0}' is not set for type '{1}'!".format(i,filetype)) missing_inputs = True if missing_inputs: msg = f"Missing inputs for {location[filetype]}" log.critical(msg) raise ValueError(msg) #- normpath to remove extraneous double slashes /a/b//c/d filepath = os.path.normpath(location[filetype].format(**actual_inputs)) if outdir: filepath = os.path.join(outdir, os.path.basename(filepath)) if logfile: logtypes = ['spectra', 'coadd', 'redrock', 'rrdetails', 'tileqa', 'tileqapng', 'zmtl', 'qso_qn', 'qso_mgii', 'emline'] if not np.any([filetype.startswith(term) for term in logtypes]): msg = "Requested log pathname, but we don't produce logs " \ + f"specific to filetype={filetype}. " \ + f"Supported types are: {logtypes}." log.error(msg) raise NotImplementedError(msg) filepath = get_log_pathname(filepath) if download: from .download import download log.debug("download('%s', single_thread=True)", filepath) filepath = download(filepath, single_thread=True)[0] if readonly: filepath = get_readonly_filepath(filepath) try: filepath = checkgzip(filepath,readonly) exists = True except FileNotFoundError: exists = False if return_exists: return filepath, exists else: return filepath
[docs] def get_raw_files(filetype, night, expid, rawdata_dir=None): """Get files for a specified exposure. Uses :func:`findfile` to determine the valid file names for the specified type. Any camera identifiers not matching the regular expression [brz][0-9] will be silently ignored. Args: filetype(str): Type of files to get. Valid choices are 'raw', 'preproc', 'fibermap'. night(str): Date string for the requested night in the format YYYYMMDD. expid(int): Exposure number to get files for. rawdata_dir(str): [optional] overrides $DESI_SPECTRO_DATA Returns: dict: Dictionary of found file names using camera id strings as keys, which are guaranteed to match the regular expression [brz][0-9]. """ glob_pattern = findfile(filetype, night, expid, camera='*', rawdata_dir=rawdata_dir) literals = [re.escape(tmp) for tmp in glob_pattern.split('*')] re_pattern = re.compile('([brz][0-9])'.join(literals)) listing = glob.glob(glob_pattern) if len(listing) == 1: return listing[0] files = {} for entry in listing: found = re_pattern.match(entry) files[found.group(1)] = entry return files
[docs] def get_files(filetype, night, expid, specprod_dir=None, **kwargs): """Get files for a specified exposure. Uses :func:`findfile` to determine the valid file names for the specified type. Any camera identifiers not matching the regular expression [brz][0-9] will be silently ignored. Args: filetype(str): Type of files to get. Valid choices are 'frame', 'cframe', 'psf', etc. night(str): Date string for the requested night in the format YYYYMMDD. expid(int): Exposure number to get files for. specprod_dir(str): Path containing the exposures/ directory to use. If the value is None, then the value of :func:`specprod_root` is used instead. Ignored when raw is True. Returns: dict: Dictionary of found file names using camera id strings as keys, which are guaranteed to match the regular expression [brz][0-9]. """ glob_pattern = findfile(filetype, night, expid, camera='*', specprod_dir=specprod_dir) literals = [re.escape(tmp) for tmp in glob_pattern.split('*')] re_pattern = re.compile('([brz][0-9])'.join(literals)) files = { } for entry in glob.glob(glob_pattern): found = re_pattern.match(entry) files[found.group(1)] = entry return files
[docs] def validate_night(night): """Validates a night string and converts to a date. Args: night(str): Date string for the requested night in the format YYYYMMDD. Returns: datetime.date: Date object representing this night. Raises: ValueError: Badly formatted night string. """ try: return datetime.datetime.strptime(night,'%Y%m%d').date() except ValueError: raise ValueError('Badly formatted night %s' % night)
[docs] def find_exposure_night(expid, specprod_dir=None): """ Find the night that has the exposure Args: expid: int specprod_dir: str, optional Returns: night: str """ # Search for the exposure folder nights = get_nights(specprod_dir=specprod_dir) for night in nights: for exposure in get_exposures(night, specprod_dir=specprod_dir): if exposure == expid: return night
[docs] def get_exposures(night, raw=False, rawdata_dir=None, specprod_dir=None): """Get a list of available exposures for the specified night. Exposures are identified as correctly formatted subdirectory names within the night directory, but no checks for valid contents of these exposure subdirectories are performed. Args: night(str): Date string for the requested night in the format YYYYMMDD. raw(bool): Returns raw exposures if set, otherwise returns processed exposures. rawdata_dir(str): [optional] overrides $DESI_SPECTRO_DATA specprod_dir(str): Path containing the exposures/ directory to use. If the value is None, then the value of :func:`specprod_root` is used instead. Ignored when raw is True. Returns: list: List of integer exposure numbers available for the specified night. The list will be empty if no the night directory exists but does not contain any exposures. Raises: ValueError: Badly formatted night date string IOError: non-existent night. """ date = validate_night(night) if raw: if rawdata_dir is None: rawdata_dir = rawdata_root() night_path = os.path.join(rawdata_dir, night) else: if specprod_dir is None: specprod_dir = specprod_root() night_path = os.path.join(specprod_dir, 'exposures', night) if not os.path.exists(night_path): raise IOError('Non-existent night {0}'.format(night)) exposures = [] for entry in glob.glob(os.path.join(night_path, '*')): e = os.path.basename(entry) try: exposure = int(e) assert e == "{0:08d}".format(exposure) exposures.append(exposure) except (ValueError, AssertionError): # Silently ignore entries that are not exposure subdirectories. pass return sorted(exposures)
[docs] def get_reduced_frames(channels=['b','r','z'], nights=None, ftype='cframe', **kwargs): """ Loops through a production to find all reduced frames (default is cframes) One can choose a subset of reduced frames by argument Args: channels: list, optional nights: list, optional ftype: str, optional kwargs: passed to get_files() Returns: all_frames: list for frame filenames """ all_frames = [] # Nights if nights is None: nights = get_nights() # Loop on night for night in nights: exposures = get_exposures(night) for exposure in exposures: frames_dict = get_files(filetype=ftype, night=night, expid=exposure, **kwargs) # Restrict on channel for key in frames_dict.keys(): for channel in channels: if channel in key: all_frames.append(frames_dict[key]) # Return return all_frames
[docs] def get_nights_up_to_date(date, specprod_dir=None): """ Returns nights with an existing exposure_table in the current specprod Args: date (int): return all dates up to and including this date specprod_dir (str): the specprod directory where the exposure_tables reside Returns: nights (list of ints): list of nights up to and including date that have an exposure table """ if specprod_dir is None: specprod_dir = specprod_root() nights = [] exptabdir = os.path.join(specprod_dir, 'exposure_tables') for yearmonth in os.listdir(exptabdir): if int(yearmonth) > date // 100: continue exptabmonthdir = os.path.join(exptabdir, yearmonth) for exptabname in os.listdir(exptabmonthdir): try: night = int(re.findall(r'[0-9]{8}', exptabname)[0]) if night <= date: nights.append(night) except IndexError: continue
[docs] def get_nights(strip_path=True, specprod_dir=None, sub_folder='exposures'): """ Generate a list of nights in a given folder (default is exposures/) Demands an 8 digit name beginning with 20 Args: strip_path: bool, optional; Strip the path to the nights folders rawdata_dir: specprod_dir: sub_root: str, optional; 'exposures', 'calib2d' Returns: nights: list of nights (without or with paths) """ # Init if specprod_dir is None: specprod_dir = specprod_root() # Glob for nights sub_path = os.path.join(specprod_dir, sub_folder) nights_with_path = glob.glob(sub_path+'/*') # Strip off path stripped = [os.path.basename(inight_path) for inight_path in nights_with_path] # Vet and generate nights = [] for ii,istrip in enumerate(stripped): if (istrip[0:2] == '20') and len(istrip) == 8: if strip_path: nights.append(istrip) else: nights.append(nights_with_path[ii]) # Return return sorted(nights)
[docs] def get_lastnight(tileid, specprod=None): """ Return the lastnight in SPECPROD/tiles/cumulative/TILEID/NIGHT Args: tileid (int): DESI Tile ID Options: specprod (str): overrides $SPECPROD Returns lastnight (int), or raises ValueError if no night found for that tile """ tiledir = os.path.join(specprod_root(specprod), 'tiles', 'cumulative', str(tileid)) if not os.path.isdir(tiledir): raise ValueError(f'{tiledir} not found') nightdirs = sorted(glob.glob(f'{tiledir}/20??????')) nights = [os.path.basename(path) for path in nightdirs] nights = [int(x) for x in nights if x.isdigit()] if len(nights) == 0: raise ValueError(f'No nights found in {tiledir}/YEARMMDD') lastnight = nights[-1] return lastnight
[docs] def shorten_filename(filename): """Attempt to shorten filename to fit in FITS header without CONTINUE Args: filename (str): input filename Returns potentially shortened filename Replaces prefixes from environment variables: * $DESI_SPECTRO_CALIB -> SPCALIB * $DESI_SPECTRO_REDUX/$SPECPROD -> SPECPROD """ if filename is None : return "None" spcalib = os.getenv('DESI_SPECTRO_CALIB') if spcalib is not None and filename.startswith(spcalib): return filename.replace(spcalib, 'SPCALIB', 1) try: specprod = specprod_root() specprod_ro = specprod_root(readonly=True) except KeyError: specprod = None specprod_ro = None if specprod is not None and filename.startswith(specprod): return filename.replace(specprod, 'SPECPROD', 1) if specprod_ro is not None and filename.startswith(specprod_ro): return filename.replace(specprod_ro, 'SPECPROD', 1) #- no substitutions return filename
[docs] def rawdata_root(): """Returns directory root for raw data, i.e. ``$DESI_SPECTRO_DATA`` Raises: KeyError: if these environment variables aren't set. """ if 'DESI_SPECTRO_DATA' in os.environ: return os.environ['DESI_SPECTRO_DATA'] else: return os.path.join(os.environ['DESI_ROOT'], 'spectro', 'data')
[docs] def spectrocalib_root(): """Returns directory root for calibration data, i.e. ``$DESI_SPECTRO_CALIB`` Raises: KeyError: if these environment variables aren't set. """ if 'DESI_SPECTRO_CALIB' in os.environ: return os.environ['DESI_SPECTRO_CALIB'] else: return os.path.join(os.environ['DESI_ROOT'], 'spectro', 'desi_spectro_calib', 'trunk')
[docs] def specprod_root(specprod=None, readonly=False): """Return directory root for spectro production, i.e. ``$DESI_SPECTRO_REDUX/$SPECPROD``. Options: specprod (str): production name or full path to prodution readonly (bool): replace $DESI_ROOT -> $DESI_ROOT_READONLY if defined Raises: KeyError: if these environment variables aren't set. If specprod contains '/', treat as path and return that. If specprod is None, return $DESI_SPECTRO_REDUX/$SPECPROD. Otherwise, treat specprod as production name to override $SPECPROD and return $DESI_SPECTRO_REDUX/$SPECPROD If readonly=True, also replace $DESI_ROOT -> $DESI_ROOT_READONLY if those variables are defined """ if specprod is None: specprod = os.environ['SPECPROD'] if '/' not in specprod: if 'DESI_SPECTRO_REDUX' in os.environ: specprod = os.path.join(os.environ['DESI_SPECTRO_REDUX'], specprod) else: specprod = os.path.join(os.environ['DESI_ROOT'], 'spectro', 'redux', specprod) if readonly: specprod = get_readonly_filepath(specprod) return specprod
[docs] def faflavor2program(faflavor): """ Map FAFLAVOR keywords to what we wish we had set for FAPRGRM Args: faflavor (str or array of str): FAFLAVOR keywords from fiberassign Returns: faprgm (str or array of str): what FAPRGM would be if we had set it (dark, bright, backup, other) Note: this was standardized by sv3 and main, but evolved during sv1 and sv2. for the survey=special tiles (m31, odin, and tertiary), the info is/can be retrieve from the GOALTYPE keyword in the zero-th extension of the fiberassign file. """ #- Handle scalar or array input, upcasting bytes to str as needed scalar_input = np.isscalar(faflavor) faflavor = np.atleast_1d(faflavor).astype(str) #- Default FAPRGRM is "other" faprogram = np.tile('other', len(faflavor)).astype('U8') #- FAFLAVOR options that map to FAPRGM='dark' #- Note: some sv1 tiles like 80605 had "cmx" in the faflavor name dark = faflavor == 'cmxelg' dark |= faflavor == 'cmxlrgqso' dark |= faflavor == 'sv1elg' dark |= faflavor == 'sv1elgqso' dark |= faflavor == 'sv1lrgqso' dark |= faflavor == 'sv1lrgqso2' dark |= np.isin( faflavor, np.char.add( "special", [ 'm31', 'odin', 'tertiary1', 'tertiary2', 'tertiary4', 'tertiary5', 'tertiary7', 'tertiary9', 'tertiary11', 'tertiary14', 'tertiary15', 'tertiary16', 'tertiary17', 'tertiary18', 'tertiary21', 'tertiary23', 'tertiary25', 'tertiary26', 'tertiary27', 'tertiary31', 'tertiary35', 'tertiary37', 'tertiary38', 'tertiary40', 'tertiary41', ] ) ) dark |= np.char.endswith(faflavor, 'dark') #- SV1 FAFLAVOR options that map to FAPRGRM='bright' bright = faflavor == 'sv1bgsmws' bright |= (faflavor != 'sv1unwisebluebright') & np.char.endswith(faflavor, 'bright') bright |= np.isin( faflavor, np.char.add( "special", [ 'tertiary3', 'tertiary6', 'tertiary8', 'tertiary10', 'tertiary12', 'tertiary13', 'tertiary19', 'tertiary20', 'tertiary22', 'tertiary24', 'tertiary28', 'tertiary29', 'tertiary30', 'tertiary32', 'tertiary33', 'tertiary34', 'tertiary36', 'tertiary39', ] ) ) #- SV1 FAFLAVOR options that map to FAPRGRM='backup' backup = faflavor == 'sv1backup1' backup |= np.char.endswith(faflavor, 'backup') # extension programs (dark1b, bright1b) dark1b = np.char.endswith(faflavor, 'dark1b') bright1b = np.char.endswith(faflavor, 'bright1b') faprogram[dark] = 'dark' faprogram[bright] = 'bright' faprogram[backup] = 'backup' faprogram[dark1b] = 'dark1b' faprogram[bright1b] = 'bright1b' if scalar_input: return str(faprogram[0]) else: return faprogram
[docs] def get_pipe_database(): """Get the production database location based on the environment. """ if "DESI_SPECTRO_DB" in os.environ: # Use an alternate location for the DB dbpath = os.environ["DESI_SPECTRO_DB"] else: proddir = specprod_root() dbpath = os.path.join(proddir, "desi.db") os.environ["DESI_SPECTRO_DB"] = dbpath return dbpath
[docs] def get_pipe_rundir(specprod_dir=None): """ Return the directory path for pipeline runtime files. Args: specprod_dir (str): Optional path to production directory. If None, the this is obtained from :func:`specprod_root`. Returns (str): the directory path for pipeline runtime files. """ if specprod_dir is None: specprod_dir = specprod_root() return os.path.join(os.path.abspath(specprod_dir), "run")
[docs] def get_pipe_scriptdir(): """ Return the name of the subdirectory containing pipeline scripts. Returns (str): The name of the subdirectory. """ return "scripts"
[docs] def get_pipe_logdir(): """ Return the name of the subdirectory containing pipeline logs. Returns (str): The name of the subdirectory. """ return "logs"
[docs] def get_pipe_nightdir(): """ Return the name of the subdirectory containing per-night files. Returns (str): The name of the subdirectory. """ return "night"
[docs] def get_pipe_pixeldir(specprod=None): """ Return the name of the subdirectory containing per-pixel files. Returns (str): The name of the subdirectory. """ if specprod is None: specprod = os.environ['SPECPROD'] # Known cases for standard productions if specprod in ['fuji', 'guadalupe', 'himalayas', 'iron', 'jura', 'kibo', 'loa']: pixdir = 'healpix' elif specprod in ['matterhorn', 'nevis']: pixdir = 'spectra' # otherwise derive by looking at the filesystem else: specprod_dir = specprod_root(specprod) if os.path.isdir(os.path.join(specprod_dir, 'healpix')): pixdir = 'healpix' else: # default to 'spectra', since we might be bootstrapping a new production that doesn't have the dir yet pixdir = 'spectra' return pixdir
# this function purposefully doesn't depend on any other DESI code so that it can be # copy-and-pasted into other libraries without additional DESI dependencies
[docs] def radec2pix(ra, dec, survey=None, program=None, proddir=None, specprod=None): """ Return which pixels covers the given ra,dec, auto-deriving healpix vs. uniqpix Args: ra (float or array): Right Ascension in degrees dec (float or array): Declination in degrees survey (str): DESI survey (sv1, sv3, main, special) program (str): DESI program (dark, bright, backup, other) Options: proddir (str): full path to production directory specprod (str): overrides $SPECPROD, only used if proddir is None; requires $DESI_ROOT or $DESI_SPECTRO_REDUX Returns: pixbase, pixels pixbase: str, either 'healpix' or 'spectra' depending on the specprod pixels: int or array of ints, either healpix or uniqpix depending on the specprod The corresponding files will then be under {pixbase}/{survey}/{program}/{pix//100}/{pix}/ """ import healpy # derive where this production is on disk if proddir is None: if specprod is None: specprod = os.environ['SPECPROD'] if 'DESI_SPECTRO_REDUX' in os.environ: proddir = os.path.join(os.environ['DESI_SPECTRO_REDUX'], specprod) elif 'DESI_ROOT' in os.environ: proddir = os.path.join(os.environ['DESI_ROOT'], 'spectro', 'redux', specprod) else: raise KeyError("proddir not provided and cannot be derived from env ($DESI_ROOT, $DESI_SPECTRO_REDUX, $SPECPROD)") else: specprod = os.path.basename(proddir.rstrip('/')) # Files are in [healpix|spectra]/{survey}/{program}/{pix//100}/{pix}/ # but the base and meaning of pix depend on the production: # Prior to matterhorn (iron/dr1, loa/dr2): base='healpix', pix = nested nside=64 healpix # Starting wth matterhorn: base='spectra', pix = uniqpix = healpix + 4*nside**2, with adaptively sized pixels if specprod in ['fuji', 'guadalupe', 'himalayas', 'iron', 'jura', 'kibo', 'loa']: # files in healpix/{survey}/{program}/{healpix//100}/{healpix}/ for nside=64 nested healpix nside = 64 pixels = healpy.ang2pix(nside, ra, dec, lonlat=True, nest=True) return 'healpix', pixels elif os.path.isdir(os.path.join(proddir, 'spectra')): if survey is None or program is None: raise ValueError("survey and program must be provided to determine uniqpix for newer productions") # files in spectra/{survey}/{program}/{uniqpix//100}/{uniqpix}/ # need to lookup mapping to find which uniqpix covered these ra,dec locations hpix2upix_filebase = f'{proddir}/spectra/{survey}/{program}/hpix2upix-{survey}-{program}' try: import fitsio hpix2upix, header = fitsio.read(hpix2upix_filebase+'.fits', 'HPIX2UPIX', header=True) nside = header['NSIDE'] except ImportError: # fallback to json file if fitsio isn't installed with open(hpix2upix_filebase+'.json', 'r') as fp: data = json.load(fp) hpix2upix = np.array(data['HPIX2UPIX']) nside = data['NSIDE'] # calculate the healpix at this large nside, then lookup the uniqpix healpix = healpy.ang2pix(nside, ra, dec, lonlat=True, nest=True) pixels = hpix2upix[healpix] return 'spectra', pixels # same as fuji/guadalupe etc. case, but save for last since most rare elif os.path.isdir(os.path.join(proddir, 'healpix')): # files in healpix/{survey}/{program}/{healpix//100}/{healpix}/ for nside=64 nested healpix nside = 64 pixels = healpy.ang2pix(nside, ra, dec, lonlat=True, nest=True) return 'healpix', pixels else: raise ValueError(f"Cannot determine pixel scheme for specprod={specprod} at {proddir}")