32 lines
1.7 KiB
ReStructuredText
32 lines
1.7 KiB
ReStructuredText
RL Algorithms
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=============
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This table displays the rl algorithms that are implemented in the Stable Baselines3 contrib project,
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along with some useful characteristics: support for discrete/continuous actions, multiprocessing.
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============ =========== ============ ================= =============== ================
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Name ``Box`` ``Discrete`` ``MultiDiscrete`` ``MultiBinary`` Multi Processing
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============ =========== ============ ================= =============== ================
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ARS ✔️ ❌️ ❌ ❌ ✔️
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MaskablePPO ❌ ✔️ ✔️ ✔️ ✔️
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QR-DQN ️❌ ️✔️ ❌ ❌ ✔️
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RecurrentPPO ✔️ ✔️ ✔️ ✔️ ✔️
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TQC ✔️ ❌ ❌ ❌ ✔️
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TRPO ✔️ ✔️ ✔️ ✔️ ✔️
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============ =========== ============ ================= =============== ================
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.. note::
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``Tuple`` observation spaces are not supported by any environment,
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however, single-level ``Dict`` spaces are
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Actions ``gym.spaces``:
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- ``Box``: A N-dimensional box that contains every point in the action
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space.
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- ``Discrete``: A list of possible actions, where each timestep only
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one of the actions can be used.
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- ``MultiDiscrete``: A list of possible actions, where each timestep only one action of each discrete set can be used.
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- ``MultiBinary``: A list of possible actions, where each timestep any of the actions can be used in any combination.
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