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| "__module__": "stable_baselines3.dqn.policies", | |
| "__doc__": "\n Policy class for DQN when using images as input.\n\n :param observation_space: Observation space\n :param action_space: Action space\n :param lr_schedule: Learning rate schedule (could be constant)\n :param net_arch: The specification of the policy and value networks.\n :param activation_fn: Activation function\n :param features_extractor_class: Features extractor to use.\n :param normalize_images: Whether to normalize images or not,\n dividing by 255.0 (True by default)\n :param optimizer_class: The optimizer to use,\n ``th.optim.Adam`` by default\n :param optimizer_kwargs: Additional keyword arguments,\n excluding the learning rate, to pass to the optimizer\n ", | |
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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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| "dtype": "uint8", | |
| "_shape": [ | |
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| 84 | |
| ], | |
| "low": "[[[0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n ...\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]]\n\n [[0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n ...\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]]\n\n [[0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n ...\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]]\n\n [[0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n ...\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]\n [0 0 0 ... 0 0 0]]]", | |
| "bounded_below": "[[[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]]", | |
| "high": "[[[255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n ...\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]]\n\n [[255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n ...\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]]\n\n [[255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n ...\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]]\n\n [[255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n ...\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]\n [255 255 255 ... 255 255 255]]]", | |
| "bounded_above": "[[[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]\n\n [[ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]\n ...\n [ True True True ... True True True]\n [ True True True ... True True True]\n [ True True True ... True True True]]]", | |
| "low_repr": "0", | |
| "high_repr": "255", | |
| "_np_random": "Generator(PCG64)" | |
| }, | |
| "action_space": { | |
| ":type:": "<class 'gymnasium.spaces.discrete.Discrete'>", | |
| ":serialized:": "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", | |
| "n": "6", | |
| "start": "0", | |
| "_shape": [], | |
| "dtype": "int64", | |
| "_np_random": "Generator(PCG64)" | |
| }, | |
| "n_envs": 1, | |
| "buffer_size": 1, | |
| "batch_size": 32, | |
| "learning_starts": 50000, | |
| "tau": 1.0, | |
| "gamma": 0.99, | |
| "gradient_steps": 2, | |
| "optimize_memory_usage": false, | |
| "replay_buffer_class": { | |
| ":type:": "<class 'abc.ABCMeta'>", | |
| ":serialized:": "gAWVNQAAAAAAAACMIHN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi5idWZmZXJzlIwMUmVwbGF5QnVmZmVylJOULg==", | |
| "__module__": "stable_baselines3.common.buffers", | |
| "__annotations__": "{'observations': <class 'numpy.ndarray'>, 'next_observations': <class 'numpy.ndarray'>, 'actions': <class 'numpy.ndarray'>, 'rewards': <class 'numpy.ndarray'>, 'dones': <class 'numpy.ndarray'>, 'timeouts': <class 'numpy.ndarray'>}", | |
| "__doc__": "\n Replay buffer used in off-policy algorithms like SAC/TD3.\n\n :param buffer_size: Max number of element in the buffer\n :param observation_space: Observation space\n :param action_space: Action space\n :param device: PyTorch device\n :param n_envs: Number of parallel environments\n :param optimize_memory_usage: Enable a memory efficient variant\n of the replay buffer which reduces by almost a factor two the memory used,\n at a cost of more complexity.\n See https://github.com/DLR-RM/stable-baselines3/issues/37#issuecomment-637501195\n and https://github.com/DLR-RM/stable-baselines3/pull/28#issuecomment-637559274\n Cannot be used in combination with handle_timeout_termination.\n :param handle_timeout_termination: Handle timeout termination (due to timelimit)\n separately and treat the task as infinite horizon task.\n https://github.com/DLR-RM/stable-baselines3/issues/284\n ", | |
| "__init__": "<function ReplayBuffer.__init__ at 0x798cae9c74c0>", | |
| "add": "<function ReplayBuffer.add at 0x798cae9c7600>", | |
| "sample": "<function ReplayBuffer.sample at 0x798cae9c76a0>", | |
| "_get_samples": "<function ReplayBuffer._get_samples at 0x798cae9c7740>", | |
| "_maybe_cast_dtype": "<staticmethod(<function ReplayBuffer._maybe_cast_dtype at 0x798cae9c77e0>)>", | |
| "__abstractmethods__": "frozenset()", | |
| "_abc_impl": "<_abc._abc_data object at 0x798cae969640>" | |
| }, | |
| "replay_buffer_kwargs": {}, | |
| "train_freq": { | |
| ":type:": "<class 'stable_baselines3.common.type_aliases.TrainFreq'>", | |
| ":serialized:": "gAWVYQAAAAAAAACMJXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi50eXBlX2FsaWFzZXOUjAlUcmFpbkZyZXGUk5RLBGgAjBJUcmFpbkZyZXF1ZW5jeVVuaXSUk5SMBHN0ZXCUhZRSlIaUgZQu" | |
| }, | |
| "use_sde_at_warmup": false, | |
| "exploration_initial_eps": 1.0, | |
| "exploration_final_eps": 0.01, | |
| "exploration_fraction": 0.05, | |
| "target_update_interval": 2000, | |
| "_n_calls": 1000000, | |
| "max_grad_norm": 10, | |
| "exploration_rate": 0.01, | |
| "lr_schedule": { | |
| ":type:": "<class 'function'>", | |
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| }, | |
| "batch_norm_stats": [], | |
| "batch_norm_stats_target": [], | |
| "exploration_schedule": { | |
| ":type:": "<class 'function'>", | |
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| } | |
| } |