Profile and speed up forward_filter_backward_sample

[fritzo]

Consider the example using pyro-ppl/pyro#2946

FUNSOR_PROFILE=50 python -m tests.infer.autoguide.test_gaussian --no-jit -n 2 -s 800

What makes this slow?
Can we implement better profiling tools to diagnose this?