Add step method state and make step results deterministic with respect to it #4585

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Job	Run time
Check for changes	17s
float32 (windows-latest, float32, 3.12, tests/sampling/test_mcmc.py tests/ode/test_ode.py tests/o...	14m 50s
macos (macos-latest, float64, 3.12, tests/sampling/test_parallel.py tests/test_data.py tests/vari...	23m 16s
ubuntu (ubuntu-20.04, float64, 3.12, tests/test_util.py tests/test_pytensorf.py tests/test_math.p...	18m 6s
external_samplers (ubuntu-20.04, float64, 3.12, tests/sampling/test_jax.py tests/sampling/test_mc...	7m 8s
macos (macos-latest, float64, 3.12, tests/sampling/test_mcmc.py )	13m 17s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_continuous.py tests/distributions/t...	29m 33s
macos (macos-latest, float64, 3.12, tests/backends/test_arviz.py tests/variational/test_updates.py )	11m 59s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_censored.py tests/distributions/tes...	15m 8s
windows (windows-latest, float64, 3.10, tests/variational/test_approximations.py tests/variationa...	14m 23s
ubuntu (ubuntu-20.04, float64, 3.12, tests/tuning/test_scaling.py tests/tuning/test_starting.py t...	12m 9s
windows (windows-latest, float64, 3.10, tests/model/test_core.py tests/sampling/test_mcmc.py)	12m 35s
ubuntu (ubuntu-20.04, float64, 3.12, tests/distributions/test_timeseries.py tests/gp/test_cov.py ...	20m 7s
windows (windows-latest, float64, 3.10, tests/gp/test_cov.py tests/gp/test_gp.py tests/gp/test_me...	17m 32s
ubuntu (ubuntu-20.04, float64, 3.12, tests/backends/test_mcbackend.py tests/distributions/test_tr...	21m 36s
windows (windows-latest, float64, 3.10, tests/step_methods/test_metropolis.py tests/step_methods/...	14m 18s
all_tests	1s
	4h 6m 15s