| { |
| "policy_class": { |
| ":type:": "<class 'abc.ABCMeta'>", |
| ":serialized:": "gAWVMAAAAAAAAACMHnN0YWJsZV9iYXNlbGluZXMzLmRxbi5wb2xpY2llc5SMCUNublBvbGljeZSTlC4=", |
| "__module__": "stable_baselines3.dqn.policies", |
| "__firstlineno__": 217, |
| "__doc__": "\nPolicy 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", |
| "__init__": "<function CnnPolicy.__init__ at 0x7b949cd800e0>", |
| "__static_attributes__": [], |
| "__abstractmethods__": "frozenset()", |
| "_abc_impl": "<_abc._abc_data object at 0x7b949cd79580>" |
| }, |
| "verbose": 1, |
| "policy_kwargs": {}, |
| "num_timesteps": 100000, |
| "_total_timesteps": 100000, |
| "_num_timesteps_at_start": 0, |
| "seed": 3316094011, |
| "action_noise": null, |
| "start_time": 1793400298790100313, |
| "learning_rate": { |
| ":type:": "<class 'stable_baselines3.common.utils.ConstantSchedule'>", |
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| "val": 0.0001 |
| }, |
| "tensorboard_log": null, |
| "_last_obs": { |
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|
| }, |
| "_episode_num": 621, |
| "use_sde": false, |
| "sde_sample_freq": -1, |
| "_current_progress_remaining": 0.0, |
| "_stats_window_size": 100, |
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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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| "low_repr": null, |
| "high_repr": null, |
| "_np_random": "Generator(PCG64)" |
| }, |
| "action_space": { |
| ":type:": "<class 'gymnasium.spaces.discrete.Discrete'>", |
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| "dtype": "int64", |
| "n": "6", |
| "start": "0", |
| "_shape": [], |
| "_np_random": "Generator(PCG64)" |
| }, |
| "n_envs": 1, |
| "buffer_size": 100000, |
| "batch_size": 32, |
| "learning_starts": 100000, |
| "tau": 1.0, |
| "gamma": 0.99, |
| "gradient_steps": 1, |
| "optimize_memory_usage": false, |
| "replay_buffer_class": { |
| ":type:": "<class 'abc.ABCMeta'>", |
| ":serialized:": "gAWVNQAAAAAAAACMIHN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi5idWZmZXJzlIwMUmVwbGF5QnVmZmVylJOULg==", |
| "__module__": "stable_baselines3.common.buffers", |
| "__firstlineno__": 158, |
| "__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__": "\nReplay 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 0x7b949ceb91c0>", |
| "add": "<function ReplayBuffer.add at 0x7b949ceb9260>", |
| "sample": "<function ReplayBuffer.sample at 0x7b949ceb9300>", |
| "_get_samples": "<function ReplayBuffer._get_samples at 0x7b949ceb93a0>", |
| "_maybe_cast_dtype": "<staticmethod(<function ReplayBuffer._maybe_cast_dtype at 0x7b949ceb9440>)>", |
| "__static_attributes__": [ |
| "actions", |
| "buffer_size", |
| "dones", |
| "full", |
| "handle_timeout_termination", |
| "next_observations", |
| "observations", |
| "optimize_memory_usage", |
| "pos", |
| "rewards", |
| "timeouts" |
| ], |
| "__abstractmethods__": "frozenset()", |
| "_abc_impl": "<_abc._abc_data object at 0x7b949ce7d6c0>" |
| }, |
| "replay_buffer_kwargs": {}, |
| "n_steps": 1, |
| "train_freq": { |
| ":type:": "<class 'stable_baselines3.common.type_aliases.TrainFreq'>", |
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| }, |
| "use_sde_at_warmup": false, |
| "exploration_initial_eps": 1.0, |
| "exploration_final_eps": 0.01, |
| "exploration_fraction": 0.1, |
| "target_update_interval": 1000, |
| "_n_calls": 100000, |
| "max_grad_norm": 10, |
| "exploration_rate": 0.01, |
| "lr_schedule": { |
| ":type:": "<class 'stable_baselines3.common.utils.FloatSchedule'>", |
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| }, |
| "batch_norm_stats": [], |
| "batch_norm_stats_target": [], |
| "exploration_schedule": { |
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| "end": 0.01, |
| "end_fraction": 0.1 |
| } |
| } |
