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authorAaron LI <aly@aaronly.me>2017-12-05 22:55:43 +0800
committerAaron LI <aly@aaronly.me>2017-12-05 22:55:43 +0800
commitbe6297a655249cf963b7a50e65ed0881833de806 (patch)
tree5872df5bbba2b5d8d5062a0cbff251b5fd0998ba /astro/fits/fitsimage.py
parent09805bcdb9a948d434893e24fcbe515dc4ef5d2a (diff)
downloadatoolbox-be6297a655249cf963b7a50e65ed0881833de806.tar.bz2
Add astro/fitsimage.py: FITS image manipulation tool
Replace fitsimgadd.py and fitsimgsub.py
Diffstat (limited to 'astro/fits/fitsimage.py')
-rwxr-xr-xastro/fits/fitsimage.py236
1 files changed, 236 insertions, 0 deletions
diff --git a/astro/fits/fitsimage.py b/astro/fits/fitsimage.py
new file mode 100755
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+++ b/astro/fits/fitsimage.py
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+#!/usr/bin/env python3
+#
+# Copyright (c) Weitian LI <weitian@aaronly.me>
+# MIT license
+#
+
+"""
+FITS image manipulate tool.
+"""
+
+import sys
+import argparse
+
+import numpy as np
+from astropy.io import fits
+
+
+class FITSImage:
+ """
+ FITS image class that deals with plain 2D image (NAXIS=2), but also
+ handles single-frequency single-polarized image cube (NAXIS=3, 4),
+ e.g., created by WSClean.
+ """
+ def __init__(self, infile):
+ with fits.open(infile) as f:
+ self.header = f[0].header
+ self.data = f[0].data
+ self.ndim = self.data.ndim
+ self.shape = self.data.shape
+
+ @property
+ def bunit(self):
+ return self.header.get("BUNIT")
+
+ @property
+ def image(self):
+ """
+ Deal with single-frequency and single-polarized image cube.
+ """
+ if self.ndim == 2:
+ # NAXIS=2: [Y, X]
+ image = self.data[:, :]
+ elif self.ndim == 3 and self.shape[0] == 1:
+ # NAXIS=3: [FREQ=1, Y, X]
+ image = self.data[0, :, :]
+ elif self.ndim == 4 and self.shape[0] == 1 and self.shape[1] == 1:
+ # NAXIS=4: [STOKES=1, FREQ=1, Y, X]
+ image = self.data[0, 0, :, :]
+ else:
+ raise ValueError("invalid data shape: {1}".format(self.shape))
+ return image
+
+ @image.setter
+ def image(self, value):
+ if self.ndim == 2:
+ # NAXIS=2: [Y, X]
+ self.data[:, :] = value
+ elif self.ndim == 3:
+ # NAXIS=3: [FREQ=1, Y, X]
+ self.data[0, :, :] = value
+ else:
+ # NAXIS=4: [STOKES=1, FREQ=1, Y, X]
+ self.data[0, 0, :, :] = value
+
+ def write(self, outfile, clobber=False):
+ self.header.add_history(" ".join(sys.argv))
+ hdu = fits.PrimaryHDU(data=self.data, header=self.header)
+ try:
+ hdu.writeto(outfile, overwrite=clobber)
+ except TypeError:
+ hdu.writeto(outfile, clobber=clobber)
+
+
+def cmd_info(args):
+ """
+ Sub-command: "info", show FITS image information
+ """
+ fimage = FITSImage(args.infile)
+ print("Image data shape: {0}".format(fimage.shape))
+ print("Data unit: %s" % fimage.bunit)
+ image = fimage.image
+ if args.abs:
+ image = np.abs(image)
+ if args.center:
+ print("Central box size: %d" % args.center)
+ rows, cols = image.shape
+ rc, cc = rows//2, cols//2
+ cs1, cs2 = args.center//2, (args.center+1)//2
+ image = image[(rc-cs1):(rc+cs2), (cc-cs1):(cc+cs2)]
+ mean = np.mean(image)
+ median = np.median(image)
+ iqr = np.diff(np.percentile(image, q=(25, 75)))
+ std = np.std(image)
+ rms = np.sqrt(np.mean(image**2))
+ print("mean: %-12.6e" % mean)
+ print("median: %-12.6e" % median)
+ print("std: %-12.6e (standard deviation)" % std)
+ print("iqr: %-12.6e (interquartile range)" % iqr)
+ print("rms: %-12.6e (root-mean-squared)" % rms)
+
+
+def cmd_add(args):
+ """
+ Sub-command: "add", add the image by a number or other image(s)
+ """
+ fimage = FITSImage(args.infile)
+ image = fimage.image
+ if args.number:
+ print("Add by number: %g" % args.number)
+ image += args.number
+ else:
+ for fn in args.files:
+ print("Add by another image from: %s" % fn)
+ fimage2 = FITSImage(fn)
+ image += fimage2.image
+ fimage.image = image
+ fimage.write(args.outfile, clobber=args.clobber)
+ print("Saved FITS image to: %s" % args.outfile)
+
+
+def cmd_sub(args):
+ """
+ Sub-command: "sub", subtract the image by a number or other image(s)
+ """
+ fimage = FITSImage(args.infile)
+ image = fimage.image
+ if args.number:
+ print("Subtract by number: %g" % args.number)
+ image -= args.number
+ else:
+ for fn in args.files:
+ print("Subtract by another image from: %s" % fn)
+ fimage2 = FITSImage(fn)
+ image -= fimage2.image
+ fimage.image = image
+ fimage.write(args.outfile, clobber=args.clobber)
+ print("Saved FITS image to: %s" % args.outfile)
+
+
+def cmd_mul(args):
+ """
+ Sub-command: "mul", multiply the image by a number or other image(s)
+ """
+ fimage = FITSImage(args.infile)
+ image = fimage.image
+ if args.number:
+ print("Multiply by number: %g" % args.number)
+ image *= args.number
+ else:
+ for fn in args.files:
+ print("Multiply by another image from: %s" % fn)
+ fimage2 = FITSImage(fn)
+ image *= fimage2.image
+ fimage.image = image
+ fimage.write(args.outfile, clobber=args.clobber)
+ print("Saved FITS image to: %s" % args.outfile)
+
+
+def main():
+ parser = argparse.ArgumentParser(
+ description="FITS image manipulation tool")
+ subparsers = parser.add_subparsers(dest="subparser_name",
+ title="sub-commands",
+ help="additional help")
+
+ # sub-command: "info"
+ parser_info = subparsers.add_parser(
+ "info", aliases=["show"],
+ help="show FITS image info")
+ parser_info.add_argument("-c", "--center", dest="center", type=int,
+ help="choose central region of specified size")
+ parser_info.add_argument("-a", "--abs", dest="abs", action="store_true",
+ help="take absolute values of image pixels")
+ parser_info.add_argument("infile", help="FITS image filename")
+ parser_info.set_defaults(func=cmd_info)
+
+ # sub-command: "add"
+ parser_add = subparsers.add_parser(
+ "add",
+ help="add the image by a number or other image(s)")
+ parser_add.add_argument("-C", "--clobber", dest="clobber",
+ action="store_true",
+ help="overwrite existing output file")
+ parser_add.add_argument("-i", "--infile", dest="infile", required=True,
+ help="input FITS image")
+ parser_add.add_argument("-o", "--outfile", dest="outfile", required=True,
+ help="output FITS image")
+ exgrp_add = parser_add.add_mutually_exclusive_group(required=True)
+ exgrp_add.add_argument("-n", "--number", dest="number", type=float,
+ help="number to be added by")
+ exgrp_add.add_argument("-f", "--files", dest="files", nargs="+",
+ help="FITS image(s) to be added by")
+ parser_add.set_defaults(func=cmd_add)
+
+ # sub-command: "sub"
+ parser_sub = subparsers.add_parser(
+ "sub", aliases=["subtract"],
+ help="subtract the image by a number or other image(s)")
+ parser_sub.add_argument("-C", "--clobber", dest="clobber",
+ action="store_true",
+ help="overwrite existing output file")
+ parser_sub.add_argument("-i", "--infile", dest="infile", required=True,
+ help="input FITS image")
+ parser_sub.add_argument("-o", "--outfile", dest="outfile", required=True,
+ help="output FITS image")
+ exgrp_sub = parser_sub.add_mutually_exclusive_group(required=True)
+ exgrp_sub.add_argument("-n", "--number", dest="number", type=float,
+ help="number to be subtracted by")
+ exgrp_sub.add_argument("-f", "--files", dest="files", nargs="+",
+ help="FITS image(s) to be subtracted by")
+ parser_sub.set_defaults(func=cmd_sub)
+
+ # sub-command: "mul"
+ parser_mul = subparsers.add_parser(
+ "mul", aliases=["multiply"],
+ help="multiply the image by a number or other image(s)")
+ parser_mul.add_argument("-C", "--clobber", dest="clobber",
+ action="store_true",
+ help="overwrite existing output file")
+ parser_mul.add_argument("-i", "--infile", dest="infile", required=True,
+ help="input FITS image")
+ parser_mul.add_argument("-o", "--outfile", dest="outfile", required=True,
+ help="output FITS image")
+ exgrp_mul = parser_mul.add_mutually_exclusive_group(required=True)
+ exgrp_mul.add_argument("-n", "--number", dest="number", type=float,
+ help="number to be multiplied by")
+ exgrp_mul.add_argument("-f", "--files", dest="files", nargs="+",
+ help="FITS image(s) to be multiplied by")
+ parser_mul.set_defaults(func=cmd_mul)
+
+ args = parser.parse_args()
+ args.func(args)
+
+
+if __name__ == "__main__":
+ main()