I found out that you can get the current UTC date with np.datetime64("now").

However this isn't documented here and there are a few things about the behaviour that aren't obvious. For instance it seems that the precision cannot be greater than one second:

In [95]: np.datetime64("now", "ms")
Out[95]: numpy.datetime64('2017-11-11T08:10:31.000')