Had this problem also and it seems to be related to versions of jupyter and ipdb.
Solution is to use this instead of the ipdb library set_trace call:
from IPython.core.debugger import Tracer
Tracer()() #this one triggers the debugger
Source: http://devmartin.com/blog/2014/10/trigger-ipdb-within-ipython-notebook/
Annotated screenshot:
