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We added profiler mode because
jax.named_scopeandjax.named_callwere not working, but it turns out they work just fine on GPU, the problem is just on CPU. This PR removes profiling mode altogether, and addsjax.named_callhere and there to make mcmc stages show up in the jax profiler.