diff --git "a/dqn-SpaceInvadersNoFrameskip-v4/data" "b/dqn-SpaceInvadersNoFrameskip-v4/data" new file mode 100644--- /dev/null +++ "b/dqn-SpaceInvadersNoFrameskip-v4/data" @@ -0,0 +1,118 @@ +{ + "policy_class": { + ":type:": "", + ":serialized:": "gAWVMAAAAAAAAACMHnN0YWJsZV9iYXNlbGluZXMzLmRxbi5wb2xpY2llc5SMCUNublBvbGljeZSTlC4=", + "__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 ", + "__init__": "", + "__abstractmethods__": "frozenset()", + "_abc_impl": "<_abc._abc_data object at 0x7f44a7da3800>" + }, + "verbose": 1, + "policy_kwargs": {}, + "num_timesteps": 100000, + "_total_timesteps": 100000, + "_num_timesteps_at_start": 0, + "seed": 0, + "action_noise": null, + "start_time": 1735627438737501906, + "learning_rate": { + ":type:": "", + ":serialized:": 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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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"gradient_steps": 1, + "optimize_memory_usage": false, + "replay_buffer_class": { + ":type:": "", + ":serialized:": "gAWVNQAAAAAAAACMIHN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi5idWZmZXJzlIwMUmVwbGF5QnVmZmVylJOULg==", + "__module__": "stable_baselines3.common.buffers", + "__annotations__": "{'observations': , 'next_observations': , 'actions': , 'rewards': , 'dones': , 'timeouts': }", + "__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__": "", + "add": "", + "sample": "", + "_get_samples": "", + "_maybe_cast_dtype": ")>", + "__abstractmethods__": "frozenset()", + "_abc_impl": "<_abc._abc_data object at 0x7f44a81b94c0>" + }, + "replay_buffer_kwargs": {}, + "train_freq": { + ":type:": "", + ":serialized:": "gAWVYQAAAAAAAACMJXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi50eXBlX2FsaWFzZXOUjAlUcmFpbkZyZXGUk5RLBGgAjBJUcmFpbkZyZXF1ZW5jeVVuaXSUk5SMBHN0ZXCUhZRSlIaUgZQu" + }, + "use_sde_at_warmup": false, + "exploration_initial_eps": 1.0, + "exploration_final_eps": 0.01, + "exploration_fraction": 0.1, + "target_update_interval": 100, + "_n_calls": 100000, + "max_grad_norm": 10, + 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