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authorAaron LI <aly@aaronly.me>2017-07-11 20:39:07 +0800
committerAaron LI <aly@aaronly.me>2017-07-11 20:39:07 +0800
commitbc3c8b44041285652c5596bbc191d3c174802be6 (patch)
tree58c2a56e8002084f84c430d827e0ccf6c567871b
parenta391a79a54b8661e690a1d74a88d6599a8ff3f53 (diff)
downloadatoolbox-bc3c8b44041285652c5596bbc191d3c174802be6.tar.bz2
astro/ps2d.py: add argument "--no-window" and update logging format
Signed-off-by: Aaron LI <aly@aaronly.me>
-rwxr-xr-xastro/ps2d.py60
1 files changed, 32 insertions, 28 deletions
diff --git a/astro/ps2d.py b/astro/ps2d.py
index e110776..9ce91bf 100755
--- a/astro/ps2d.py
+++ b/astro/ps2d.py
@@ -23,7 +23,9 @@ from astropy.cosmology import FlatLambdaCDM
import astropy.constants as ac
-logging.basicConfig(level=logging.INFO)
+logging.basicConfig(level=logging.INFO,
+ format="%(asctime)s [%(levelname)s] %(message)s",
+ datefmt="%Y-%m-%dT%H:%M:%S")
logger = logging.getLogger(os.path.basename(sys.argv[0]))
@@ -70,32 +72,30 @@ class PS2D:
self.cosmo = FlatLambdaCDM(H0=H0, Om0=OmegaM0)
# Transverse comoving distance at zc; unit: [Mpc]
self.DMz = self.cosmo.comoving_transverse_distance(self.zc).value
- self.set_window(name=window, width=width)
-
- def set_window(self, name, width="extended"):
- self.window = {
- "name": name,
- "func": getattr(windows, name),
- "width": width
- }
- filter = self.window["func"](self.window_width, sym=False)
- if len(filter) > self.nfreq:
- # cut the filter
- midx = int(len(filter) / 2) # index of the peak element
- nleft = int(self.nfreq / 2) # number of element on the left
- nright = int((self.nfreq-1) / 2) # number of element on the right
- filter = filter[(midx-nleft):(midx+nright+1)]
- self.window["filter"] = filter
- logger.info("Set window: %s (%s)" % (name, width))
+ self.window = self.gen_window(name=window, width=width)
- @property
- def window_width(self):
- if self.window["width"] == "extended":
- w = self.window["func"](self.nfreq, sym=False)
+ def gen_window(self, name=None, width="extended"):
+ if name is None:
+ window = np.ones(self.nfreq)
+ return window
+
+ window_func = getattr(windows, name)
+ if width == "extended":
+ w = window_func(self.nfreq, sym=False)
ex = 1.0 / (w.sum() / self.nfreq)
- return int(ex * self.nfreq)
+ width_pix = int(ex * self.nfreq)
else:
- return self.nfreq
+ width_pix = self.nfreq
+
+ window = window_func(width_pix, sym=False)
+ if len(window) > self.nfreq:
+ # cut the filter
+ midx = int(len(window) / 2) # index of the peak element
+ nleft = int(self.nfreq / 2) # number of element on the left
+ nright = int((self.nfreq-1) / 2) # number of element on the right
+ window = window[(midx-nleft):(midx+nright+1)]
+ logger.info("Generated window: %s (%s/%d)" % (name, width, width_pix))
+ return window
def pad_cube(self):
# Pad the image cube to be square in spatial dimensions.
@@ -103,15 +103,14 @@ class PS2D:
__, ny, nz = self.cube.shape
if ny != nz:
logger.info("Padding image to be square ...")
- raise RuntimeError("image must be square!")
+ raise NotImplementedError
def calc_ps3d(self):
"""
Calculate the 3D power spectrum of the image cube.
"""
logger.info("Applying window to frequency axis ...")
- w = self.window["filter"]
- cube2 = self.cube * w[:, np.newaxis, np.newaxis]
+ cube2 = self.cube * self.window[:, np.newaxis, np.newaxis]
logger.info("Calculating 3D FFT and PS ...")
cubefft = fftpack.fftshift(fftpack.fftn(cube2))
self.ps3d = np.abs(cubefft) ** 2
@@ -253,6 +252,9 @@ def main():
parser.add_argument("-p", "--pixelsize", dest="pixelsize",
type=float, required=True,
help="image cube pixel size; unit: [arcmin]")
+ parser.add_argument("--no-window", dest="no_window",
+ action="store_true",
+ help="do not apply window along frequency axis")
parser.add_argument("-i", "--infile", dest="infile", required=True,
help="input FITS image cube")
parser.add_argument("-o", "--outfile", dest="outfile", required=True,
@@ -267,7 +269,9 @@ def main():
logger.info("%d frequencies [MHz]:" % nfreq)
for f in frequencies:
logger.info("* %.2f" % f)
- ps2d = PS2D(cube=cube, pixelsize=args.pixelsize, frequencies=frequencies)
+ window = None if args.no_window else "nuttall"
+ ps2d = PS2D(cube=cube, pixelsize=args.pixelsize, frequencies=frequencies,
+ window=window)
ps2d.calc_ps3d()
ps2d.calc_ps2d()
ps2d.save(outfile=args.outfile, clobber=args.clobber)