rllib/ppo-asm.yaml

asm:
    env: ecorl.envs.asm.AsmEnv
    run: PPO
    stop:
        time_total_s: 24000
    config:
        lambda: 0.95
        kl_coeff: 0.5
        clip_param: 0.2
        vf_clip_param: 400.0
        entropy_coeff: 0.0001
        rollout_fragment_length: auto
        num_sgd_iter: 10
        num_envs_per_worker: 24
        min_time_s_per_iteration: 360
        lr: 0.0003

        # Run with Learner- and RLModule API (new stack).
        _enable_learner_api: true
        _enable_rl_module_api: true
        # Use N Learner worker on the GPU
        num_learner_workers: 2
        num_gpus_per_learner_worker: 1
        num_gpus: 0  # No GPU needed for driver.
        # Since we are using learner workers, the driver process does not need
        # a CPU in particular.
        num_cpus_for_local_worker: 1
        # Need to unset this b/c we are using the RLModule API, which
        # provides exploration control via the RLModule's `forward_exploration` method.
        exploration_config: {}