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authorAaron LI <aly@aaronly.me>2017-08-13 11:17:03 +0800
committerAaron LI <aly@aaronly.me>2017-08-13 11:17:03 +0800
commit01ad6e91008d3e564861694289fc400311639b98 (patch)
treefb19aaf722ef72d5e1a691870f8b6c7414479c61 /fg21sim/utils/io.py
parentf372ced0663836c4bde13794cafd25cb51111d3c (diff)
downloadfg21sim-01ad6e91008d3e564861694289fc400311639b98.tar.bz2
utils: Merge fits.py into io.py
Functions "{read,write}_fits_healpix()" merged into io.py Signed-off-by: Aaron LI <aly@aaronly.me>
Diffstat (limited to 'fg21sim/utils/io.py')
-rw-r--r--fg21sim/utils/io.py144
1 files changed, 142 insertions, 2 deletions
diff --git a/fg21sim/utils/io.py b/fg21sim/utils/io.py
index 050574c..49fa3c1 100644
--- a/fg21sim/utils/io.py
+++ b/fg21sim/utils/io.py
@@ -2,22 +2,47 @@
# MIT license
"""
-Input/output utilities.
+Input/output utilities
+----------------------
+* read_fits_healpix:
+ Read the HEALPix map from a FITS file or a BinTableHDU to 1D array
+ in *RING* ordering.
+
+* write_fits_healpix:
+ Write the HEALPix map to a FITS file with proper header as well
+ as the user-provided header.
"""
import os
import logging
import pickle
-from datetime import datetime
+from datetime import datetime, timezone
import numpy as np
import pandas as pd
from astropy.io import fits
+import healpy as hp
logger = logging.getLogger(__name__)
+# Column formats for FITS binary table
+# Reference:
+# http://docs.astropy.org/en/stable/io/fits/usage/table.html#column-creation
+FITS_COLUMN_FORMATS = {
+ np.dtype("bool"): "L",
+ np.dtype("uint8"): "B",
+ np.dtype("int16"): "I",
+ np.dtype("int32"): "J",
+ np.dtype("int64"): "K",
+ np.dtype("float32"): "E",
+ np.dtype("float64"): "D",
+ np.dtype("complex64"): "C",
+ np.dtype("complex128"): "M",
+}
+
+
def _create_dir(filepath):
"""
Check the existence of the target directory, and create it if necessary.
@@ -169,3 +194,118 @@ def write_fits_image(outfile, image, header=None, float32=True,
hdu = fits.PrimaryHDU(data=image, header=header)
hdu.writeto(outfile, checksum=checksum)
logger.info("Wrote image to FITS file: %s" % outfile)
+
+
+def read_fits_healpix(filename):
+ """Read the HEALPix map from a FITS file or a BinTableHDU to 1D array
+ in *RING* ordering.
+
+ Parameters
+ ----------
+ filename : str or `~astropy.io.fits.BinTableHDU`
+ Filename of the HEALPix FITS file,
+ or an `~astropy.io.fits.BinTableHDU` instance.
+
+ Returns
+ -------
+ data : 1D `~numpy.ndarray`
+ HEALPix data in *RING* ordering with same dtype as input
+ header : `~astropy.io.fits.Header`
+ Header of the input FITS file
+
+ NOTE
+ ----
+ This function wraps on `healpy.read_map()`, but set the data type of
+ data array to its original value as in FITS file, as well as return
+ FITS header as `~astropy.io.fits.Header` instance.
+ """
+ if isinstance(filename, fits.BinTableHDU):
+ hdu = filename
+ else:
+ # Read the first extended table
+ hdu = fits.open(filename)[1]
+ # Hack to ignore the dtype byteorder, use native endianness
+ dtype = np.dtype(hdu.data.field(0).dtype.type)
+ header = hdu.header
+ data = hp.read_map(hdu, nest=False, verbose=False)
+ return (data.astype(dtype), header)
+
+
+def write_fits_healpix(filename, hpmap, header=None, clobber=False,
+ checksum=False):
+ """Write the HEALPix map to a FITS file with proper header as well
+ as the user-provided header.
+
+ This function currently only support one style of HEALPix with the
+ following specification:
+ - Only one column: I (intensity)
+ - ORDERING: RING
+ - COORDSYS: G (Galactic)
+ - OBJECT: FULLSKY
+ - INDXSCHM: IMPLICIT
+
+ Parameters
+ ----------
+ filename : str
+ Filename of the output file to write the HEALPix map data
+ hpmap : 1D `~numpy.ndarray`
+ 1D array containing the HEALPix map data, and the ordering
+ scheme should be "RING";
+ The data type is preserved in the output FITS file.
+ header : `~astropy.io.fits.Header`, optional
+ Extra header to be appended to the output FITS
+ clobber : bool, optional
+ Whether overwrite the existing file?
+ checksum : bool, optional
+ Whether calculate the checksum for the output file, which is
+ recorded as the "CHECKSUM" header keyword.
+
+ NOTE
+ ----
+ - This function is intended to replace the most common case of
+ `healpy.write_map()`, which still uses some deprecated functions of
+ `numpy` and `astropy`, meanwhile, it interface/arguments is not very
+ handy.
+ - This function (currently) only implement the very basic feature of
+ the `healpy.write_map()`.
+ """
+ hpmap = np.asarray(hpmap)
+ if hpmap.ndim != 1:
+ raise ValueError("Invalid HEALPix data: only support 1D array")
+ # Hack to ignore the dtype byteorder, use native endianness
+ dtype = np.dtype(hpmap.dtype.type)
+ hpmap = hpmap.astype(dtype)
+ #
+ npix = hpmap.size
+ nside = int((npix / 12) ** 0.5)
+ colfmt = FITS_COLUMN_FORMATS.get(hpmap.dtype)
+ if hpmap.size > 1024:
+ hpmap = hpmap.reshape(int(hpmap.size/1024), 1024)
+ colfmt = "1024" + colfmt
+ #
+ hdr = fits.Header()
+ # set HEALPix parameters
+ hdr["PIXTYPE"] = ("HEALPIX", "HEALPix pixelization")
+ hdr["ORDERING"] = ("RING",
+ "Pixel ordering scheme, either RING or NESTED")
+ hdr["COORDSYS"] = ("G", "Ecliptic, Galactic or Celestial (equatorial)")
+ hdr["NSIDE"] = (nside, "HEALPix resolution parameter")
+ hdr["NPIX"] = (npix, "Total number of pixels")
+ hdr["FIRSTPIX"] = (0, "First pixel # (0 based)")
+ hdr["LASTPIX"] = (npix-1, "Last pixel # (0 based)")
+ hdr["INDXSCHM"] = ("IMPLICIT", "Indexing: IMPLICIT or EXPLICIT")
+ hdr["OBJECT"] = ("FULLSKY", "Sky coverage, either FULLSKY or PARTIAL")
+ #
+ hdr["EXTNAME"] = ("HEALPIX", "Name of the binary table extension")
+ hdr["CREATOR"] = (__name__, "File creator")
+ hdr["DATE"] = (datetime.now(timezone.utc).astimezone().isoformat(),
+ "File creation date")
+ # Merge user-provided header
+ # NOTE: use the `.extend()` method instead of `.update()` method
+ if header is not None:
+ hdr.extend(fits.Header(header))
+ #
+ hdu = fits.BinTableHDU.from_columns([
+ fits.Column(name="I", array=hpmap, format=colfmt)
+ ], header=hdr)
+ hdu.writeto(filename, clobber=clobber, checksum=checksum)