improvements to samplers and tutorials #399

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Run time

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Job	Run time
build-mpi (3.9)	1m 19s
build-mpi (3.10)	1m 21s
build-docs (3.8)	1m 25s
build-numpy (3.8, short)	50s
build-numpy (3.8, optimize)	54s
build-numpy (3.8, multivariate)	1m 1s
build-numpy (3.9, short)	1m 8s
build-numpy (3.9, optimize)	49s
build-numpy (3.9, multivariate)	55s
build-numpy (3.10, short)	53s
build-numpy (3.10, optimize)	52s
build-numpy (3.10, multivariate)	1m 5s
build-jax (3.8)	1m 13s
build-jax (3.9)	1m 23s
build-jax (3.10)	1m 23s
build-torch (3.8)	1m 20s
build-torch (3.9)	1m 19s
build-torch (3.10)	1m 19s
	20m 29s