def test_both_ref_mutators(): """Tests a complex chain of nested eigen/numpy references""" m.reset_refs() # In case another test already changed it z = m.get_cm_ref() # numpy -> eigen z[0, 2] -= 3 z2 = m.incr_matrix(z, 1) # numpy -> eigen -> numpy -> eigen z2[1, 1] += 6 z3 = m.incr_matrix(z, 2) # (numpy -> eigen)^3 z3[2, 2] += -5 z4 = m.incr_matrix(z, 3) # (numpy -> eigen)^4 z4[1, 1] -= 1 z5 = m.incr_matrix(z, 4) # (numpy -> eigen)^5 z5[0, 0] = 0 assert np.all(z == z2) assert np.all(z == z3) assert np.all(z == z4) assert np.all(z == z5) expect = np.array([[0., 22, 20], [31, 37, 33], [41, 42, 38]]) assert np.all(z == expect) y = np.array(range(100), dtype='float64').reshape(10, 10) y2 = m.incr_matrix_any(y, 10) # np -> eigen -> np y3 = m.incr_matrix_any(y2[0::2, 0::2], -33) # np -> eigen -> np slice -> np -> eigen -> np y4 = m.even_rows(y3) # numpy -> eigen slice -> (... y3) y5 = m.even_cols(y4) # numpy -> eigen slice -> (... y4) y6 = m.incr_matrix_any(y5, 1000) # numpy -> eigen -> (... y5) # Apply same mutations using just numpy: yexpect = np.array(range(100), dtype='float64').reshape(10, 10) yexpect += 10 yexpect[0::2, 0::2] -= 33 yexpect[0::4, 0::4] += 1000 assert np.all(y6 == yexpect[0::4, 0::4]) assert np.all(y5 == yexpect[0::4, 0::4]) assert np.all(y4 == yexpect[0::4, 0::2]) assert np.all(y3 == yexpect[0::2, 0::2]) assert np.all(y2 == yexpect) assert np.all(y == yexpect)