agercas commited on
Commit
a5fea21
1 Parent(s): 2b3c6e4

DQN Frozen Lake Agent trained for 1M steps

Browse files
README.md CHANGED
@@ -16,7 +16,7 @@ model-index:
16
  type: FrozenLake-v1
17
  metrics:
18
  - type: mean_reward
19
- value: 0.70 +/- 0.46
20
  name: mean_reward
21
  verified: false
22
  ---
 
16
  type: FrozenLake-v1
17
  metrics:
18
  - type: mean_reward
19
+ value: 0.90 +/- 0.30
20
  name: mean_reward
21
  verified: false
22
  ---
config.json CHANGED
@@ -1 +1 @@
1
- {"policy_class": {":type:": "<class 'abc.ABCMeta'>", ":serialized:": "gAWVMAAAAAAAAACMHnN0YWJsZV9iYXNlbGluZXMzLmRxbi5wb2xpY2llc5SMCURRTlBvbGljeZSTlC4=", "__module__": "stable_baselines3.dqn.policies", "__doc__": "\n Policy class with Q-Value Net and target net for DQN\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 features_extractor_kwargs: Keyword arguments\n to pass to the features extractor.\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 DQNPolicy.__init__ at 0x7fc6b0eb81f0>", "_build": "<function DQNPolicy._build at 0x7fc6b0eb8280>", "make_q_net": "<function DQNPolicy.make_q_net at 0x7fc6b0eb8310>", "forward": "<function DQNPolicy.forward at 0x7fc6b0eb83a0>", "_predict": "<function DQNPolicy._predict at 0x7fc6b0eb8430>", "_get_constructor_parameters": "<function DQNPolicy._get_constructor_parameters at 0x7fc6b0eb84c0>", "set_training_mode": "<function DQNPolicy.set_training_mode at 0x7fc6b0eb8550>", "__abstractmethods__": "frozenset()", "_abc_impl": "<_abc_data object at 0x7fc6b0eb0660>"}, "verbose": 0, "policy_kwargs": {}, "observation_space": {":type:": "<class 'gym.spaces.discrete.Discrete'>", ":serialized:": "gAWViAAAAAAAAACME2d5bS5zcGFjZXMuZGlzY3JldGWUjAhEaXNjcmV0ZZSTlCmBlH2UKIwBbpRLEIwGX3NoYXBllCmMBWR0eXBllIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYowKX25wX3JhbmRvbZROdWIu", "n": 16, "_shape": [], "dtype": "int64", "_np_random": null}, "action_space": {":type:": "<class 'gym.spaces.discrete.Discrete'>", ":serialized:": "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", "n": 4, "_shape": [], "dtype": "int64", "_np_random": "RandomState(MT19937)"}, "n_envs": 1, "num_timesteps": 1000000, "_total_timesteps": 1000000, "_num_timesteps_at_start": 0, "seed": null, "action_noise": null, "start_time": 1677530154926802000, "learning_rate": 0.0, "tensorboard_log": null, "lr_schedule": {":type:": "<class 'function'>", ":serialized:": "gAWVwwIAAAAAAACMF2Nsb3VkcGlja2xlLmNsb3VkcGlja2xllIwOX21ha2VfZnVuY3Rpb26Uk5QoaACMDV9idWlsdGluX3R5cGWUk5SMCENvZGVUeXBllIWUUpQoSwFLAEsASwFLAUsTQwSIAFMAlE6FlCmMAV+UhZSMSC91c3IvbG9jYWwvbGliL3B5dGhvbjMuOC9kaXN0LXBhY2thZ2VzL3N0YWJsZV9iYXNlbGluZXMzL2NvbW1vbi91dGlscy5weZSMBGZ1bmOUS4JDAgABlIwDdmFslIWUKXSUUpR9lCiMC19fcGFja2FnZV9flIwYc3RhYmxlX2Jhc2VsaW5lczMuY29tbW9ulIwIX19uYW1lX1+UjB5zdGFibGVfYmFzZWxpbmVzMy5jb21tb24udXRpbHOUjAhfX2ZpbGVfX5SMSC91c3IvbG9jYWwvbGliL3B5dGhvbjMuOC9kaXN0LXBhY2thZ2VzL3N0YWJsZV9iYXNlbGluZXMzL2NvbW1vbi91dGlscy5weZR1Tk5oAIwQX21ha2VfZW1wdHlfY2VsbJSTlClSlIWUdJRSlIwcY2xvdWRwaWNrbGUuY2xvdWRwaWNrbGVfZmFzdJSMEl9mdW5jdGlvbl9zZXRzdGF0ZZSTlGgffZR9lChoFmgNjAxfX3F1YWxuYW1lX1+UjBljb25zdGFudF9mbi48bG9jYWxzPi5mdW5jlIwPX19hbm5vdGF0aW9uc19flH2UjA5fX2t3ZGVmYXVsdHNfX5ROjAxfX2RlZmF1bHRzX1+UTowKX19tb2R1bGVfX5RoF4wHX19kb2NfX5ROjAtfX2Nsb3N1cmVfX5RoAIwKX21ha2VfY2VsbJSTlEcAAAAAAAAAAIWUUpSFlIwXX2Nsb3VkcGlja2xlX3N1Ym1vZHVsZXOUXZSMC19fZ2xvYmFsc19flH2UdYaUhlIwLg=="}, "_last_obs": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAAAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="}, "_last_episode_starts": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVdAAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYBAAAAAAAAAAGUjAVudW1weZSMBWR0eXBllJOUjAJiMZSJiIeUUpQoSwOMAXyUTk5OSv////9K/////0sAdJRiSwGFlIwBQ5R0lFKULg=="}, "_last_original_obs": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAQAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="}, "_episode_num": 35745, "use_sde": false, "sde_sample_freq": -1, "_current_progress_remaining": 0.0, "ep_info_buffer": {":type:": "<class 'collections.deque'>", ":serialized:": "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"}, "ep_success_buffer": {":type:": "<class 'collections.deque'>", ":serialized:": "gAWVIAAAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKULg=="}, "_n_updates": 237500, "buffer_size": 1000000, "batch_size": 32, "learning_starts": 50000, "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", "__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 0x7fc6b0f0b280>", "add": "<function ReplayBuffer.add at 0x7fc6b0f0b310>", "sample": "<function ReplayBuffer.sample at 0x7fc6b0f0b3a0>", "_get_samples": "<function ReplayBuffer._get_samples at 0x7fc6b0f0b430>", "__abstractmethods__": "frozenset()", "_abc_impl": "<_abc_data object at 0x7fc6b0f02d20>"}, "replay_buffer_kwargs": {}, "train_freq": {":type:": "<class 'stable_baselines3.common.type_aliases.TrainFreq'>", ":serialized:": "gAWVYQAAAAAAAACMJXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi50eXBlX2FsaWFzZXOUjAlUcmFpbkZyZXGUk5RLBGgAjBJUcmFpbkZyZXF1ZW5jeVVuaXSUk5SMBHN0ZXCUhZRSlIaUgZQu"}, "actor": null, "use_sde_at_warmup": false, "exploration_initial_eps": 1.0, "exploration_final_eps": 0.05, "exploration_fraction": 0.1, "target_update_interval": 10000, "_n_calls": 1000000, "max_grad_norm": 10, "exploration_rate": 0.05, "exploration_schedule": {":type:": "<class 'function'>", ":serialized:": "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"}, "batch_norm_stats": [], "batch_norm_stats_target": [], "system_info": {"OS": "Linux-5.10.147+-x86_64-with-glibc2.29 # 1 SMP Sat Dec 10 16:00:40 UTC 2022", "Python": "3.8.10", "Stable-Baselines3": "1.7.0", "PyTorch": "1.13.1+cu116", "GPU Enabled": "True", "Numpy": "1.22.4", "Gym": "0.21.0"}}
 
1
+ {"policy_class": {":type:": "<class 'abc.ABCMeta'>", ":serialized:": "gAWVMAAAAAAAAACMHnN0YWJsZV9iYXNlbGluZXMzLmRxbi5wb2xpY2llc5SMCURRTlBvbGljeZSTlC4=", "__module__": "stable_baselines3.dqn.policies", "__doc__": "\n Policy class with Q-Value Net and target net for DQN\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 features_extractor_kwargs: Keyword arguments\n to pass to the features extractor.\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 DQNPolicy.__init__ at 0x7fc6b0eb81f0>", "_build": "<function DQNPolicy._build at 0x7fc6b0eb8280>", "make_q_net": "<function DQNPolicy.make_q_net at 0x7fc6b0eb8310>", "forward": "<function DQNPolicy.forward at 0x7fc6b0eb83a0>", "_predict": "<function DQNPolicy._predict at 0x7fc6b0eb8430>", "_get_constructor_parameters": "<function DQNPolicy._get_constructor_parameters at 0x7fc6b0eb84c0>", "set_training_mode": "<function DQNPolicy.set_training_mode at 0x7fc6b0eb8550>", "__abstractmethods__": "frozenset()", "_abc_impl": "<_abc_data object at 0x7fc6b0eb0660>"}, "verbose": 0, "policy_kwargs": {}, "observation_space": {":type:": "<class 'gym.spaces.discrete.Discrete'>", ":serialized:": "gAWViAAAAAAAAACME2d5bS5zcGFjZXMuZGlzY3JldGWUjAhEaXNjcmV0ZZSTlCmBlH2UKIwBbpRLEIwGX3NoYXBllCmMBWR0eXBllIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYowKX25wX3JhbmRvbZROdWIu", "n": 16, "_shape": [], "dtype": "int64", "_np_random": null}, "action_space": {":type:": "<class 'gym.spaces.discrete.Discrete'>", ":serialized:": "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", "n": 4, "_shape": [], "dtype": "int64", "_np_random": "RandomState(MT19937)"}, "n_envs": 1, "num_timesteps": 1000000, "_total_timesteps": 1000000, "_num_timesteps_at_start": 0, "seed": null, "action_noise": null, "start_time": 1677532806669748946, "learning_rate": 0.0001, "tensorboard_log": null, "lr_schedule": {":type:": "<class 'function'>", ":serialized:": "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"}, "_last_obs": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAAAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="}, "_last_episode_starts": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVdAAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYBAAAAAAAAAAGUjAVudW1weZSMBWR0eXBllJOUjAJiMZSJiIeUUpQoSwOMAXyUTk5OSv////9K/////0sAdJRiSwGFlIwBQ5R0lFKULg=="}, "_last_original_obs": {":type:": "<class 'numpy.ndarray'>", ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAAAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="}, "_episode_num": 35199, "use_sde": false, "sde_sample_freq": -1, "_current_progress_remaining": 0.0, "ep_info_buffer": {":type:": "<class 'collections.deque'>", ":serialized:": "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"}, "ep_success_buffer": {":type:": "<class 'collections.deque'>", ":serialized:": "gAWVIAAAAAAAAACMC2NvbGxlY3Rpb25zlIwFZGVxdWWUk5QpS2SGlFKULg=="}, "_n_updates": 237500, "buffer_size": 1000000, "batch_size": 32, "learning_starts": 50000, "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", "__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 0x7fc6b0f0b280>", "add": "<function ReplayBuffer.add at 0x7fc6b0f0b310>", "sample": "<function ReplayBuffer.sample at 0x7fc6b0f0b3a0>", "_get_samples": "<function ReplayBuffer._get_samples at 0x7fc6b0f0b430>", "__abstractmethods__": "frozenset()", "_abc_impl": "<_abc_data object at 0x7fc6b0f02d20>"}, "replay_buffer_kwargs": {}, "train_freq": {":type:": "<class 'stable_baselines3.common.type_aliases.TrainFreq'>", ":serialized:": "gAWVYQAAAAAAAACMJXN0YWJsZV9iYXNlbGluZXMzLmNvbW1vbi50eXBlX2FsaWFzZXOUjAlUcmFpbkZyZXGUk5RLBGgAjBJUcmFpbkZyZXF1ZW5jeVVuaXSUk5SMBHN0ZXCUhZRSlIaUgZQu"}, "actor": null, "use_sde_at_warmup": false, "exploration_initial_eps": 1.0, "exploration_final_eps": 0.05, "exploration_fraction": 0.1, "target_update_interval": 10000, "_n_calls": 1000000, "max_grad_norm": 10, "exploration_rate": 0.05, "exploration_schedule": {":type:": "<class 'function'>", ":serialized:": "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"}, "batch_norm_stats": [], "batch_norm_stats_target": [], "system_info": {"OS": "Linux-5.10.147+-x86_64-with-glibc2.29 # 1 SMP Sat Dec 10 16:00:40 UTC 2022", "Python": "3.8.10", "Stable-Baselines3": "1.7.0", "PyTorch": "1.13.1+cu116", "GPU Enabled": "True", "Numpy": "1.22.4", "Gym": "0.21.0"}}
dqn-FrozenLake-v1.zip CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:2a95f325a90ec8fe00e74341188423eb5d9de137e1548b7ac22c45ea65dc37ad
3
- size 115211
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9a36c5cd749bc1cf43a74e64bf7953ab573a868c4b84d6c21b5dc67a69d8ae1c
3
+ size 115150
dqn-FrozenLake-v1/data CHANGED
@@ -26,7 +26,7 @@
26
  },
27
  "action_space": {
28
  ":type:": "<class 'gym.spaces.discrete.Discrete'>",
29
- ":serialized:": "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",
30
  "n": 4,
31
  "_shape": [],
32
  "dtype": "int64",
@@ -38,12 +38,12 @@
38
  "_num_timesteps_at_start": 0,
39
  "seed": null,
40
  "action_noise": null,
41
- "start_time": 1677530154926802000,
42
- "learning_rate": 0.0,
43
  "tensorboard_log": null,
44
  "lr_schedule": {
45
  ":type:": "<class 'function'>",
46
- ":serialized:": "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"
47
  },
48
  "_last_obs": {
49
  ":type:": "<class 'numpy.ndarray'>",
@@ -55,15 +55,15 @@
55
  },
56
  "_last_original_obs": {
57
  ":type:": "<class 'numpy.ndarray'>",
58
- ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAQAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="
59
  },
60
- "_episode_num": 35745,
61
  "use_sde": false,
62
  "sde_sample_freq": -1,
63
  "_current_progress_remaining": 0.0,
64
  "ep_info_buffer": {
65
  ":type:": "<class 'collections.deque'>",
66
- ":serialized:": "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"
67
  },
68
  "ep_success_buffer": {
69
  ":type:": "<class 'collections.deque'>",
 
26
  },
27
  "action_space": {
28
  ":type:": "<class 'gym.spaces.discrete.Discrete'>",
29
+ ":serialized:": "gAWVNQsAAAAAAACME2d5bS5zcGFjZXMuZGlzY3JldGWUjAhEaXNjcmV0ZZSTlCmBlH2UKIwBbpRLBIwGX3NoYXBllCmMBWR0eXBllIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYowKX25wX3JhbmRvbZSMFG51bXB5LnJhbmRvbS5fcGlja2xllIwSX19yYW5kb21zdGF0ZV9jdG9ylJOUjAdNVDE5OTM3lIWUUpR9lCiMDWJpdF9nZW5lcmF0b3KUaBSMBXN0YXRllH2UKIwDa2V5lIwSbnVtcHkuY29yZS5udW1lcmljlIwLX2Zyb21idWZmZXKUk5QolsAJAAAAAAAAO/UDQidYgf16aXnUuEqtWP0R+OjC/e4gRXUu47ljVYVTnS408rvV2WmEkeh5fvdWsSu3OO/J13dnxilD8dSEH4gHd8W5pE5cgNSYP0l1iZU8GCqzDMGEODFDMd8Gp017ctv2kPVNZAFyMW95C816FqaH/JZQYu8kKUaUXxNkbaryWIsJ/0CXjTeVuIy7dEl93Z9xWJjs0BD2+1U3e634/e3TkVTyjnPXXCsrGTwJVAKhzk0MgYUcJL5SCAVfeALuvj7lzerSPQ9wAztlpoMd9/2MVbR9m9hmkeeMXCJxS1w3Atx/dDTdBh+t4CvwOTQa6tm2RN0qP37bvhJRiVA3jP9uKs/Iu3ts6K7IjIBZC0P1uoz2Jnye5dFkGdN9KU2538eWJJXqLrD4wPKfkcRwUZko8r7XkrJLm50vH5Niq0k5iuB0555QtEMbdvaPJzMdWlJXjdZ/p2uKRgJE1QSpsZI8LMYfghWBGEK37aLi0kcrYFPmbjfItmHEExedir35kczVQcIe/3Fd8XD0/7p3gYYkmptq5WrYqFgszWwoJjBilrt7Xs1qMVJRHudZhxbOjDGm0y+G9lIdnj8CqTb0bFTHzxyfr4NzQVLP5FTmpjTmmvGoauzWuykJeQk3RWbg/WH+2mLKU0K4LNL8bsmmvDdQUeD1DqvfraKHArkBgVxf9Gd6xqW0L5Rbh5/VmmMzjHwlujDgQpUgbp0lJiuM4CbVjY3NmXaDvjYO6/KmVVyGOrdWb+JQKmYI0x3vClvuM7jPEFcJaBSbQBfVAM+lF/reKMUU0wmGhSVin8O6A23JgEE1NRq56jvWBsbogNQe+Ar/m8SQKA6cf2LfpU5ULzFpanMeKAHEoO6oWJeB2OYwJojNpBnHf81/GmBPsBKC9m/Hv2ZJTnB1YF59DOMF++4gczxypUOWr+FKUFJmaGM5zyvkjQx6Rzv9aJFd34RR9JtYkeB5+DfgrHL3X7sJdsgsfnV8deAVOvCHCKYa1v6sBCdYpW/IRrAMOkhAWlm650tGOnbo5+fmr1QEV7DdUiQT37Jo1XCXM8llNlsspY1e9B/uee9sFLeVrXVeiiW9SAujd2oZ7U8Wk5nDfjgYJ9DCIt12rCA2sZvfPY7mZEkqn8t/XdhQFb4/ioYlHGsjjSE3uwtxOLL2ub4upLvLbZSwKCZxqzBf7oNOWG/HPmvOaGXWkRd0yWVgI3y+3A6ttjQlMZpnqEa9o5JmAfX/ApXEhhcwea9Y9943aZ5pDAQcyQCmfrmr4UBHv18pF3RZvwlWpnaySV3oQurf7mkC+k5aJWjtvJa3rtnUTj2g1vsFLE0N6o3s07/sDXoM4Y0hoehgp5cXGkFut2Pb5pwGZrkELcxyHvWGc+RvTRktzHXFs00W+eT2pv0kkWg2glNDHW/GhjD+Jml2bavmZav2LAvXOCls7Joq9uXaCHCXbyt4K9qi50uKrbArTkLj/bBr/TAHhzCR20VmZCxyQdw0mXeJ2QFnkgG3JlRLTL47zNnEmOEZPkYEOaJhcr4JODFpAs+cX2Ua//J1eTS+NVDLf82LNhxedtKLrtCIxz7El2lg8/lL3FtSgEdNaOeIyVHlcZgus83BLbFRMfl14J8Ux3U4v3N9zvgeb74e6YeclaDo9xt3cKWdKnSauDcchROsEB0P+lEmeGBRVpwEOcCLtq3qd2KC0XgOcTeaI+dl569sXYH5A+BqrqqXZqTGAGAxSNFH0iRZeQTOmUs//hUnC0f10/a01FW/O1nrFbvlWmmZ8u2T8dcEdJSk9drdCgVETmGXZrUhK7PSMGTcEbjaDxL5KOJB1aRwyMbuOQeWANIRoIW6b3uT8IR7o0Ti/D102pGSCrA9aLX/uoXneT48mfchYjPbooFt5VGwdDEBFavDeFlvqxHFH3AY8VvhrIgZctIiIwpzhS2otscpI449pKAeyrvea+M0pufR2577Q8DrFmIrSE9yBqkW1mQRPLRHfyXwoext/mbH2YE52Lzw9LJOgyL4EXKbSdyzCKIIKmTCUnCYChoAERjLgRkYSa1DCDthQAIIhzSXlT8XYcVwX4fEpp/f8IatJHGu0M1VmogwiO80DnXk7W50ar+dCHafb4G99BllT5NImMkxZPw0N5TiIrf7KzxWPB20vSJgYWR4L8g+Xw5Zm8+mT0yagd3o/FBaNy7VuPW3YgqviiPzwV2uMAwaQI842jlzg+U8A797bm/4hXBSzO2z3RFjfxKc7AKyfb8PwVtfwsEUPYPgrrDFVQBuOAe0UDZC8eKgbzQIqp12hRla33O80bLLnogv2N5O8zoricBZK3Bju0ncydu3JsYyLVk2eSl/w/7EC9hD855FVGROHsle0qBq8pxZvSCVdL8pthVFPHmxjlbEy27bHeuGaIKUkVF6eWLs7Qfk8DN0D6CMglFLvU55o/tT5AMqKbNevulSNkoSPrpzVZYP47AG3f4p6as2Vc5aSDL8QC588vCBijwjbOQofUgVKnjpG/ZI+LzvTxoitFNJWXxrMTBcbxFZxuzazns0Jgr4A619BuQ2XUnyBj+AGA6x52l1mx6vnd+F05/tk1KlA+CmqGnsZtATYhx+2YgHHduQI2qirZMGlhhBhuTWUWAUJ3uBeFr0U69CPDoKT+G9znqHrlu4S6RmG0lgqgcG1nRpXUqlMVBvV2jLwm17slv7pVFS1p5suzGIcKX+eH6rqTrBDPzmN5yZxv317lMs4npkZXexiVxl1Iv81lImfQ7DbznFeN7YRfG447cMzHCYAbCDqYkSJHEU1YF+gFzhphfHpM8yfSxQIyvaXLANjl5UPl5GAwzwCAE168YtTA33rkTTC2/c11p3zd/OBiXDxzsw5OsiiQlDshX/WYG7H8+j8Bhb9Z2RJSemkP2wyogcxKiCcibdGyWuQ0EvZWaXnTsP6N3dy4WYGZpYU/pUixznhO9MGUDHhQx5Y5f5eM9MkZ3qRQLoP3u1ayL0gmnSRCVsec/Fyoxh4UeULWrTkw29DEmXVPliEL/19zMErdYLRI2rI+vzlBsYVE0nYt3rbw246GAHYnwZJuCYFrPGqpZkm/QVDNzz3Pb+sXnjX3cc0I/kafUEWBTPN8rJX/tE8s3RlsBP3QMj8bbTaacuoE8KlJZ/s8dGc8VMQfAn3wjg4R0AcN6ibKN02v+eHfYHyXUpjqeh5fQSGFGGHzCtJCVPf5ZA1aK2ztGpThGqYuGmaEfPRo1nxCBhr/Cgo/ODt7cibpP/ENCP4LRNG0bLfwHA6S3jVnNdfwDrLtwe+OpIYTG079ATAvqwEwsStArzYoyyxAhjVNSQj9Nj5NYty7RMlGgKjAJ1NJSJiIeUUpQoSwNoDk5OTkr/////Sv////9LAHSUYk1wAoWUjAFDlHSUUpSMA3Bvc5RNCQF1jAloYXNfZ2F1c3OUSwCMBWdhdXNzlEcAAAAAAAAAAHVidWIu",
30
  "n": 4,
31
  "_shape": [],
32
  "dtype": "int64",
 
38
  "_num_timesteps_at_start": 0,
39
  "seed": null,
40
  "action_noise": null,
41
+ "start_time": 1677532806669748946,
42
+ "learning_rate": 0.0001,
43
  "tensorboard_log": null,
44
  "lr_schedule": {
45
  ":type:": "<class 'function'>",
46
+ ":serialized:": "gAWVwwIAAAAAAACMF2Nsb3VkcGlja2xlLmNsb3VkcGlja2xllIwOX21ha2VfZnVuY3Rpb26Uk5QoaACMDV9idWlsdGluX3R5cGWUk5SMCENvZGVUeXBllIWUUpQoSwFLAEsASwFLAUsTQwSIAFMAlE6FlCmMAV+UhZSMSC91c3IvbG9jYWwvbGliL3B5dGhvbjMuOC9kaXN0LXBhY2thZ2VzL3N0YWJsZV9iYXNlbGluZXMzL2NvbW1vbi91dGlscy5weZSMBGZ1bmOUS4JDAgABlIwDdmFslIWUKXSUUpR9lCiMC19fcGFja2FnZV9flIwYc3RhYmxlX2Jhc2VsaW5lczMuY29tbW9ulIwIX19uYW1lX1+UjB5zdGFibGVfYmFzZWxpbmVzMy5jb21tb24udXRpbHOUjAhfX2ZpbGVfX5SMSC91c3IvbG9jYWwvbGliL3B5dGhvbjMuOC9kaXN0LXBhY2thZ2VzL3N0YWJsZV9iYXNlbGluZXMzL2NvbW1vbi91dGlscy5weZR1Tk5oAIwQX21ha2VfZW1wdHlfY2VsbJSTlClSlIWUdJRSlIwcY2xvdWRwaWNrbGUuY2xvdWRwaWNrbGVfZmFzdJSMEl9mdW5jdGlvbl9zZXRzdGF0ZZSTlGgffZR9lChoFmgNjAxfX3F1YWxuYW1lX1+UjBljb25zdGFudF9mbi48bG9jYWxzPi5mdW5jlIwPX19hbm5vdGF0aW9uc19flH2UjA5fX2t3ZGVmYXVsdHNfX5ROjAxfX2RlZmF1bHRzX1+UTowKX19tb2R1bGVfX5RoF4wHX19kb2NfX5ROjAtfX2Nsb3N1cmVfX5RoAIwKX21ha2VfY2VsbJSTlEc/Gjbi6xxDLYWUUpSFlIwXX2Nsb3VkcGlja2xlX3N1Ym1vZHVsZXOUXZSMC19fZ2xvYmFsc19flH2UdYaUhlIwLg=="
47
  },
48
  "_last_obs": {
49
  ":type:": "<class 'numpy.ndarray'>",
 
55
  },
56
  "_last_original_obs": {
57
  ":type:": "<class 'numpy.ndarray'>",
58
+ ":serialized:": "gAWVewAAAAAAAACMEm51bXB5LmNvcmUubnVtZXJpY5SMC19mcm9tYnVmZmVylJOUKJYIAAAAAAAAAAAAAAAAAAAAlIwFbnVtcHmUjAVkdHlwZZSTlIwCaTiUiYiHlFKUKEsDjAE8lE5OTkr/////Sv////9LAHSUYksBhZSMAUOUdJRSlC4="
59
  },
60
+ "_episode_num": 35199,
61
  "use_sde": false,
62
  "sde_sample_freq": -1,
63
  "_current_progress_remaining": 0.0,
64
  "ep_info_buffer": {
65
  ":type:": "<class 'collections.deque'>",
66
+ ":serialized:": "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"
67
  },
68
  "ep_success_buffer": {
69
  ":type:": "<class 'collections.deque'>",
dqn-FrozenLake-v1/policy.optimizer.pth CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:d89f7a37d7316da5d26341748085eb9e6684114c7156bd347dbbce9b9ca32924
3
- size 49071
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3fd7886e18bbf24547ee1a4427316e4d27573091304ca4dfe1f4453ab2dd9c71
3
+ size 49007
dqn-FrozenLake-v1/policy.pth CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:b4ed3a5832ee081453e9d66ac6aa1d78164b94ff05916a04c0b27c5e0436e7e6
3
  size 48129
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c5696b76b32431f5eef0a81ac5851540e4c669ae6034ca26bcd6bfc163ac7f4b
3
  size 48129
results.json CHANGED
@@ -1 +1 @@
1
- {"mean_reward": 0.7, "std_reward": 0.45825756949558394, "is_deterministic": true, "n_eval_episodes": 10, "eval_datetime": "2023-02-27T21:17:38.781904"}
 
1
+ {"mean_reward": 0.9, "std_reward": 0.3, "is_deterministic": true, "n_eval_episodes": 10, "eval_datetime": "2023-02-27T21:43:37.487301"}