Numpy: Übertragungsfehler mit mehrdimensionalen booleschen Masken

Beim Versuch, ein 2D-Array der Form [N, M] mit zwei booleschen 1D-Masken, den Formen N und M, zu indizieren, führen bestimmte Kombinationen von True und False zu einem Übertragungsfehler (insbesondere wenn eine vollständig falsch ist). Ich bin mir nicht sicher, ob dieses Verhalten erwartet wird, aber es erscheint höchst überraschend und unerwünscht.

Im Beispiel unten treten x[[False, True, True], [True, True, True]] Fehler auf, während x[[False, True, True], True] und x[[False, True, True]] das erwartete Verhalten aufweisen.

Codebeispiel reproduzieren:

import numpy as np
from itertools import product

x = np.zeros((3,3))
mask_1d = [*product([True, False], repeat=3)]

for row_mask, col_mask in product(mask_1d, mask_1d):
    try:
        x[row_mask, col_mask]
    except IndexError as e:
        print(row_mask, col_mask)
        print(e)

Fehlermeldung:

     (True, True, True) (True, True, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (3,) (2,) 
(True, True, True) (True, False, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (3,) (2,) 
(True, True, True) (False, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (3,) (2,) 
(True, True, True) (False, False, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (3,) (0,) 
(True, True, False) (True, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (3,) 
(True, True, False) (False, False, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (0,) 
(True, False, True) (True, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (3,) 
(True, False, True) (False, False, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (0,) 
(False, True, True) (True, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (3,) 
(False, True, True) (False, False, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (2,) (0,) 
(False, False, False) (True, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (0,) (3,) 
(False, False, False) (True, True, False)
shape mismatch: indexing arrays could not be broadcast together with shapes (0,) (2,) 
(False, False, False) (True, False, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (0,) (2,) 
(False, False, False) (False, True, True)
shape mismatch: indexing arrays could not be broadcast together with shapes (0,) (2,)

Numpy/Python-Versionsinformationen:

1.16.2 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) 
[GCC 7.3.0]