File size: 14,024 Bytes
2629dd8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
{
    "policy_class": {
        ":type:": "<class 'abc.ABCMeta'>",
        ":serialized:": "gAWVOwAAAAAAAACMIXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi5wb2xpY2llc5SMEUFjdG9yQ3JpdGljUG9saWN5lJOULg==",
        "__module__": "stable_baselines3.common.policies",
        "__doc__": "\n    Policy class for actor-critic algorithms (has both policy and value prediction).\n    Used by A2C, PPO and the likes.\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 ortho_init: Whether to use or not orthogonal initialization\n    :param use_sde: Whether to use State Dependent Exploration or not\n    :param log_std_init: Initial value for the log standard deviation\n    :param full_std: Whether to use (n_features x n_actions) parameters\n        for the std instead of only (n_features,) when using gSDE\n    :param use_expln: Use ``expln()`` function instead of ``exp()`` to ensure\n        a positive standard deviation (cf paper). It allows to keep variance\n        above zero and prevent it from growing too fast. In practice, ``exp()`` is usually enough.\n    :param squash_output: Whether to squash the output using a tanh function,\n        this allows to ensure boundaries when using gSDE.\n    :param features_extractor_class: Features extractor to use.\n    :param features_extractor_kwargs: Keyword arguments\n        to pass to the features extractor.\n    :param share_features_extractor: If True, the features extractor is shared between the policy and value networks.\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 ActorCriticPolicy.__init__ at 0x7bad92dfbc70>",
        "_get_constructor_parameters": "<function ActorCriticPolicy._get_constructor_parameters at 0x7bad92dfbd00>",
        "reset_noise": "<function ActorCriticPolicy.reset_noise at 0x7bad92dfbd90>",
        "_build_mlp_extractor": "<function ActorCriticPolicy._build_mlp_extractor at 0x7bad92dfbe20>",
        "_build": "<function ActorCriticPolicy._build at 0x7bad92dfbeb0>",
        "forward": "<function ActorCriticPolicy.forward at 0x7bad92dfbf40>",
        "extract_features": "<function ActorCriticPolicy.extract_features at 0x7bad92e04040>",
        "_get_action_dist_from_latent": "<function ActorCriticPolicy._get_action_dist_from_latent at 0x7bad92e040d0>",
        "_predict": "<function ActorCriticPolicy._predict at 0x7bad92e04160>",
        "evaluate_actions": "<function ActorCriticPolicy.evaluate_actions at 0x7bad92e041f0>",
        "get_distribution": "<function ActorCriticPolicy.get_distribution at 0x7bad92e04280>",
        "predict_values": "<function ActorCriticPolicy.predict_values at 0x7bad92e04310>",
        "__abstractmethods__": "frozenset()",
        "_abc_impl": "<_abc._abc_data object at 0x7bad93e3d2c0>"
    },
    "verbose": 1,
    "policy_kwargs": {},
    "num_timesteps": 1015808,
    "_total_timesteps": 1000000,
    "_num_timesteps_at_start": 0,
    "seed": null,
    "action_noise": null,
    "start_time": 1692981945912368001,
    "learning_rate": 0.0003,
    "tensorboard_log": null,
    "_last_obs": {
        ":type:": "<class 'numpy.ndarray'>",
        ":serialized:": "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"
    },
    "_last_episode_starts": {
        ":type:": "<class 'numpy.ndarray'>",
        ":serialized:": "gAWVgwAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAACUjAVudW1weZSMBWR0eXBllJOUjAJiMZSJiIeUUpQoSwOMAXyUTk5OSv////9K/////0sAdJRiSxCFlIwBQ5R0lFKULg=="
    },
    "_last_original_obs": null,
    "_episode_num": 0,
    "use_sde": false,
    "sde_sample_freq": -1,
    "_current_progress_remaining": -0.015808000000000044,
    "_stats_window_size": 100,
    "ep_info_buffer": {
        ":type:": "<class 'collections.deque'>",
        ":serialized:": "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"
    },
    "ep_success_buffer": {
        ":type:": "<class 'collections.deque'>",
        ":serialized:": "gAWVIAAAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKULg=="
    },
    "_n_updates": 248,
    "observation_space": {
        ":type:": "<class 'gymnasium.spaces.box.Box'>",
        ":serialized:": "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",
        "dtype": "float32",
        "bounded_below": "[ True  True  True  True  True  True  True  True]",
        "bounded_above": "[ True  True  True  True  True  True  True  True]",
        "_shape": [
            8
        ],
        "low": "[-90.        -90.         -5.         -5.         -3.1415927  -5.\n  -0.         -0.       ]",
        "high": "[90.        90.         5.         5.         3.1415927  5.\n  1.         1.       ]",
        "low_repr": "[-90.        -90.         -5.         -5.         -3.1415927  -5.\n  -0.         -0.       ]",
        "high_repr": "[90.        90.         5.         5.         3.1415927  5.\n  1.         1.       ]",
        "_np_random": null
    },
    "action_space": {
        ":type:": "<class 'gymnasium.spaces.discrete.Discrete'>",
        ":serialized:": "gAWV1QAAAAAAAACMGWd5bW5hc2l1bS5zcGFjZXMuZGlzY3JldGWUjAhEaXNjcmV0ZZSTlCmBlH2UKIwBbpSMFW51bXB5LmNvcmUubXVsdGlhcnJheZSMBnNjYWxhcpSTlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYkMIBAAAAAAAAACUhpRSlIwFc3RhcnSUaAhoDkMIAAAAAAAAAACUhpRSlIwGX3NoYXBllCloCmgOjApfbnBfcmFuZG9tlE51Yi4=",
        "n": "4",
        "start": "0",
        "_shape": [],
        "dtype": "int64",
        "_np_random": null
    },
    "n_envs": 16,
    "n_steps": 1024,
    "gamma": 0.999,
    "gae_lambda": 0.98,
    "ent_coef": 0.01,
    "vf_coef": 0.5,
    "max_grad_norm": 0.5,
    "batch_size": 64,
    "n_epochs": 4,
    "clip_range": {
        ":type:": "<class 'function'>",
        ":serialized:": "gAWVxQIAAAAAAACMF2Nsb3VkcGlja2xlLmNsb3VkcGlja2xllIwOX21ha2VfZnVuY3Rpb26Uk5QoaACMDV9idWlsdGluX3R5cGWUk5SMCENvZGVUeXBllIWUUpQoSwFLAEsASwFLAUsTQwSIAFMAlE6FlCmMAV+UhZSMSS91c3IvbG9jYWwvbGliL3B5dGhvbjMuMTAvZGlzdC1wYWNrYWdlcy9zdGFibGVfYmFzZWxpbmVzMy9jb21tb24vdXRpbHMucHmUjARmdW5jlEuEQwIEAZSMA3ZhbJSFlCl0lFKUfZQojAtfX3BhY2thZ2VfX5SMGHN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbpSMCF9fbmFtZV9flIwec3RhYmxlX2Jhc2VsaW5lczMuY29tbW9uLnV0aWxzlIwIX19maWxlX1+UjEkvdXNyL2xvY2FsL2xpYi9weXRob24zLjEwL2Rpc3QtcGFja2FnZXMvc3RhYmxlX2Jhc2VsaW5lczMvY29tbW9uL3V0aWxzLnB5lHVOTmgAjBBfbWFrZV9lbXB0eV9jZWxslJOUKVKUhZR0lFKUjBxjbG91ZHBpY2tsZS5jbG91ZHBpY2tsZV9mYXN0lIwSX2Z1bmN0aW9uX3NldHN0YXRllJOUaB99lH2UKGgWaA2MDF9fcXVhbG5hbWVfX5SMGWNvbnN0YW50X2ZuLjxsb2NhbHM+LmZ1bmOUjA9fX2Fubm90YXRpb25zX1+UfZSMDl9fa3dkZWZhdWx0c19flE6MDF9fZGVmYXVsdHNfX5ROjApfX21vZHVsZV9flGgXjAdfX2RvY19flE6MC19fY2xvc3VyZV9flGgAjApfbWFrZV9jZWxslJOURz/JmZmZmZmahZRSlIWUjBdfY2xvdWRwaWNrbGVfc3VibW9kdWxlc5RdlIwLX19nbG9iYWxzX1+UfZR1hpSGUjAu"
    },
    "clip_range_vf": null,
    "normalize_advantage": true,
    "target_kl": null,
    "lr_schedule": {
        ":type:": "<class 'function'>",
        ":serialized:": "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"
    }
}