code: def rlmb_long_stochastic_discrete_simulation_deterministic_starts():
    
    hparams = rlmb_base_stochastic_discrete()
    hparams.generative_model_params = "next_frame_basic_stochastic_discrete_long"
    hparams.ppo_epochs_num = 1000
    hparams.simulation_random_starts = False
    return hparams
docs: Long setting with stochastic discrete model & deterministic sim starts.