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authorAaron LI <aaronly.me@outlook.com>2016-04-28 17:23:20 +0800
committerAaron LI <aaronly.me@outlook.com>2016-04-28 17:23:20 +0800
commit0635509e11684c29bbd74b7bd1153cd13bb26d8b (patch)
treec868c424b18c1b78e6c56d88a5a24279c8b17a48 /python
parentc35c048aa2fb04ecdf080758f30bd66f575c7a77 (diff)
downloadatoolbox-0635509e11684c29bbd74b7bd1153cd13bb26d8b.tar.bz2
calc_radial_psd.py: add method "AstroImage.fix_shapes()" & ignore division warnings
Diffstat (limited to 'python')
-rwxr-xr-xpython/calc_radial_psd.py63
1 files changed, 59 insertions, 4 deletions
diff --git a/python/calc_radial_psd.py b/python/calc_radial_psd.py
index 40dba6a..2d26152 100755
--- a/python/calc_radial_psd.py
+++ b/python/calc_radial_psd.py
@@ -13,6 +13,8 @@
#
# Changelog:
# 2016-04-28:
+# * Hide numpy warning when dividing by zero
+# * Add method "AstroImage.fix_shapes()"
# * Add support for background subtraction and exposure correction
# * Show verbose information during calculation
# * Add class "AstroImage"
@@ -32,7 +34,7 @@
Compute the radially averaged power spectral density (i.e., power spectrum).
"""
-__version__ = "0.4.0"
+__version__ = "0.4.2"
__date__ = "2016-04-28"
@@ -243,9 +245,9 @@ class AstroImage:
exposure_bkg = None
def __init__(self, image, expmap=None, bkgmap=None, verbose=False):
- self.load_image(image, verbose=verbose)
+ self.load_image(image, verbose=verbose)
self.load_expmap(expmap, verbose=verbose)
- self.load_bkgmap(expmap, verbose=verbose)
+ self.load_bkgmap(bkgmap, verbose=verbose)
def load_image(self, image, verbose=False):
if verbose:
@@ -275,6 +277,57 @@ class AstroImage:
if verbose:
print("DONE", flush=True)
+ def fix_shapes(self, tolerance=2, verbose=False):
+ """
+ Fix the shapes of self.expmap and self.bkgmap to make them have
+ the same shape as the self.image.
+
+ NOTE:
+ * if the image is bigger than the reference image, then its
+ columns on the right and rows on the botton are clipped;
+ * if the image is smaller than the reference image, then padding
+ columns on the right and rows on the botton are added.
+ * Original images are REPLACED!
+
+ Arguments:
+ * tolerance: allow absolute difference between images
+ """
+ def _fix_shape(img, ref, tol=tolerance, verbose=verbose):
+ if img.shape == ref.shape:
+ if verbose:
+ print("SKIPPED", flush=True)
+ return img
+ elif np.allclose(img.shape, ref.shape, atol=tol):
+ if verbose:
+ print(img.shape, "->", ref.shape, flush=True)
+ rows, cols = img.shape
+ rows_ref, cols_ref = ref.shape
+ # rows
+ if rows > rows_ref:
+ img_fixed = img[:rows_ref, :]
+ else:
+ img_fixed = np.row_stack((img,
+ np.zeros((rows_ref-rows, cols), dtype=img.dtype)))
+ # columns
+ if cols > cols_ref:
+ img_fixed = img_fixed[:, :cols_ref]
+ else:
+ img_fixed = np.column_stack((img_fixed,
+ np.zeros((rows_ref, cols_ref-cols), dtype=img.dtype)))
+ return img_fixed
+ else:
+ raise ValueError("shape difference exceeds tolerance: " + \
+ "(%d, %d) vs. (%d, %d)" % (img.shape + ref.shape))
+ #
+ if self.bkgmap is not None:
+ if verbose:
+ print("Fixing shape for bkgmap ... ", end="", flush=True)
+ self.bkgmap = _fix_shape(self.bkgmap, self.image)
+ if self.expmap is not None:
+ if verbose:
+ print("Fixing shape for expmap ... ", end="", flush=True)
+ self.expmap = _fix_shape(self.expmap, self.image)
+
def subtract_bkg(self, verbose=False):
if verbose:
print("Subtracting background ... ", end="", flush=True)
@@ -295,7 +348,8 @@ class AstroImage:
"""
if verbose:
print("Correcting image for exposure ... ", end="", flush=True)
- self.image /= self.expmap
+ with np.errstate(divide="ignore", invalid="ignore"):
+ self.image /= self.expmap
# set invalid values to ZERO
self.image[ ~ np.isfinite(self.image) ] = 0.0
if verbose:
@@ -345,6 +399,7 @@ def main():
# Load image data
image = AstroImage(image=args.infile, expmap=args.expmap,
bkgmap=args.bkgmap, verbose=args.verbose)
+ image.fix_shapes(verbose=args.verbose)
if args.bkgmap:
image.subtract_bkg(verbose=args.verbose)
if args.expmap: