I modified the setup.py changing the jax[cuda13] to jax[cuda12], installation seems to be ok, but will trigger segementation fault, when running the flow-sphere example with compute_end=jax. So is cuda13 compulsory for 0.3.1??
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I tried to simply replace the old xlb/ folder with the new 0.3.1 one, while still use pip install xlb[cuda] to start the environment, and it seems to work well for the originally failed collision_type=SmagorinskyLESBGK cases.