Add step method state and make step results deterministic with respect to it #4592

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Job	Run time
Check for changes	18s
float32 (windows-latest, float32, 3.12, tests/sampling/test_mcmc.py tests/ode/test_ode.py tests/o...	29m 9s
external_samplers (ubuntu-20.04, float64, 3.12, tests/sampling/test_jax.py tests/sampling/test_mc...	8m 3s
macos (macos-latest, float64, 3.12, tests/sampling/test_parallel.py tests/test_data.py tests/vari...	18m 48s
ubuntu (ubuntu-20.04, float64, 3.12, tests/test_util.py tests/test_pytensorf.py tests/test_math.p...	19m 34s
macos (macos-latest, float64, 3.12, tests/sampling/test_mcmc.py )	26m 4s
windows (windows-latest, float64, 3.10, tests/variational/test_approximations.py tests/variationa...	16m 18s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_continuous.py tests/distributions/t...	30m 19s
macos (macos-latest, float64, 3.12, tests/backends/test_arviz.py tests/variational/test_updates.py )	17m 21s
windows (windows-latest, float64, 3.10, tests/model/test_core.py tests/sampling/test_mcmc.py)	21m 35s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_censored.py tests/distributions/tes...	20m 31s
windows (windows-latest, float64, 3.10, tests/gp/test_cov.py tests/gp/test_gp.py tests/gp/test_me...	19m 6s
ubuntu (ubuntu-20.04, float64, 3.12, tests/tuning/test_scaling.py tests/tuning/test_starting.py t...	16m 47s
windows (windows-latest, float64, 3.10, tests/step_methods/test_metropolis.py tests/step_methods/...	19m 45s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_timeseries.py tests/gp/test_cov.py ...	22m 4s
ubuntu (ubuntu-20.04, float64, 3.12, tests/backends/test_mcbackend.py tests/distributions/test_tr...	22m 4s
all_tests	1s
	5h 7m 47s