How to profile Alpa models and get the trace

[season0528]

System information

• Alpa version: 1.0.0.dev0
• Are you willing to contribute it (Yes/No): Not sure, will submit PR if I have the bandwidth

Describe the new feature and the current behavior/state
The JAX framework has a built-in jax.profiler that can profile trace, but when we tried to use jax.profiler to analyze model traces which was parallelized by alpa.parallelize instead of jax.jit, we found that there is no trace about cuda kernel.

I wonder if there are any ways to analyze Alpa traces? Thanks!

Will this change the current API? How?
N
Describe alternatives you've considered

Additional context
None

[season0528]

When I tried to use jax.profiler to get the traces, I found only cpu traces and no cuda kernel traces tracked.