From aaa06dc531b825fab5a9ed09a79a8d0c1ec81d9c Mon Sep 17 00:00:00 2001 From: Wirawan Purwanto Date: Thu, 17 Apr 2014 13:33:31 -0400 Subject: [PATCH] * Added rdiff() function to calculate element-wise relative difference of two arrays. --- math/stats/array_stats.py | 33 ++++++++++++++++++++++++++++++++- 1 file changed, 32 insertions(+), 1 deletion(-) diff --git a/math/stats/array_stats.py b/math/stats/array_stats.py index bad14c3..2994b39 100644 --- a/math/stats/array_stats.py +++ b/math/stats/array_stats.py @@ -23,6 +23,14 @@ import numpy CONVENTIONS - Usually, M1 is the matrix under examination, M2 is the reference matrix. + + +PRINCIPLES + +- Make sure functions are dimension-independent as much as possible + (i.e. not limited to 1D or 2D only). +- Text output should not hardwired only to sys.stdout via vanilla print + statement. """ def report_diff_stat(M1, M2, out=sys.stdout): @@ -106,7 +114,7 @@ def maxadiff_by_col(M1, M2): def maxradiff(M1, M2, ztol=1e-15): # Original function name: maxrdiff - """Prints the maximum *relative* absolute difference between two matrices. + """Returns the maximum *relative* absolute difference between two matrices. Used for checking whether two matrices are identical. CAVEATS: @@ -121,6 +129,29 @@ def maxradiff(M1, M2, ztol=1e-15): return (diff / mref0).max() +def rdiff(M1, M2, ztol=1e-15, Abs=False): + """Returns the *relative* [absolute] difference between two matrices. + Used for checking whether two matrices are identical. + Here, M1 is the array being compared, and M2 is the reference array. + + CAVEATS: + - Zero elements in M2 (reference matrix) are converted to unity for + calculating the relative difference. + """ + from numpy import abs, array, asarray + (mapprox, mref) = (M1, M2) + if Abs: + diff = abs(asarray(mapprox) - asarray(mref)) + mref0 = abs(asarray(mref)) + numpy.putmask(mref0, mref0 < ztol, [1.0]) + else: + diff = asarray(mapprox) - asarray(mref) + mref0 = array(mref, copy=True) # must make a copy + numpy.putmask(mref0, abs(mref0) < ztol, [1.0]) + + return (diff / mref0) + + class ArrayStat(object): """A class to compute the statistics of an array. """