Initial commit

.gitattributes

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 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+*.mp4 filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,79 @@
+---
+library_name: stable-baselines3
+tags:
+- MiniGrid-Empty-Random-5x5-v0
+- deep-reinforcement-learning
+- reinforcement-learning
+- stable-baselines3
+model-index:
+- name: PPO
+  results:
+  - task:
+      type: reinforcement-learning
+      name: reinforcement-learning
+    dataset:
+      name: MiniGrid-Empty-Random-5x5-v0
+      type: MiniGrid-Empty-Random-5x5-v0
+    metrics:
+    - type: mean_reward
+      value: 0.97 +/- 0.01
+      name: mean_reward
+      verified: false
+---
+
+# **PPO** Agent playing **MiniGrid-Empty-Random-5x5-v0**
+This is a trained model of a **PPO** agent playing **MiniGrid-Empty-Random-5x5-v0**
+using the [stable-baselines3 library](https://github.com/DLR-RM/stable-baselines3)
+and the [RL Zoo](https://github.com/DLR-RM/rl-baselines3-zoo).
+
+The RL Zoo is a training framework for Stable Baselines3
+reinforcement learning agents,
+with hyperparameter optimization and pre-trained agents included.
+
+## Usage (with SB3 RL Zoo)
+
+RL Zoo: https://github.com/DLR-RM/rl-baselines3-zoo<br/>
+SB3: https://github.com/DLR-RM/stable-baselines3<br/>
+SB3 Contrib: https://github.com/Stable-Baselines-Team/stable-baselines3-contrib
+
+Install the RL Zoo (with SB3 and SB3-Contrib):
+```bash
+pip install rl_zoo3
+```
+
+```
+# Download model and save it into the logs/ folder
+python -m rl_zoo3.load_from_hub --algo ppo --env MiniGrid-Empty-Random-5x5-v0 -orga sb3 -f logs/
+python -m rl_zoo3.enjoy --algo ppo --env MiniGrid-Empty-Random-5x5-v0  -f logs/
+```
+
+If you installed the RL Zoo3 via pip (`pip install rl_zoo3`), from anywhere you can do:
+```
+python -m rl_zoo3.load_from_hub --algo ppo --env MiniGrid-Empty-Random-5x5-v0 -orga sb3 -f logs/
+python -m rl_zoo3.enjoy --algo ppo --env MiniGrid-Empty-Random-5x5-v0  -f logs/
+```
+
+## Training (with the RL Zoo)
+```
+python -m rl_zoo3.train --algo ppo --env MiniGrid-Empty-Random-5x5-v0 -f logs/
+# Upload the model and generate video (when possible)
+python -m rl_zoo3.push_to_hub --algo ppo --env MiniGrid-Empty-Random-5x5-v0 -f logs/ -orga sb3
+```
+
+## Hyperparameters
+```python
+OrderedDict([('batch_size', 64),
+             ('clip_range', 0.2),
+             ('ent_coef', 0.0),
+             ('env_wrapper', 'gym_minigrid.wrappers.FlatObsWrapper'),
+             ('gae_lambda', 0.95),
+             ('gamma', 0.99),
+             ('learning_rate', 0.00025),
+             ('n_envs', 8),
+             ('n_epochs', 10),
+             ('n_steps', 128),
+             ('n_timesteps', 100000.0),
+             ('normalize', True),
+             ('policy', 'MlpPolicy'),
+             ('normalize_kwargs', {'norm_obs': True, 'norm_reward': False})])
+```

args.yml

@@ -0,0 +1,83 @@
+!!python/object/apply:collections.OrderedDict
+- - - algo
+    - ppo
+  - - conf_file
+    - null
+  - - device
+    - auto
+  - - env
+    - MiniGrid-Empty-Random-5x5-v0
+  - - env_kwargs
+    - null
+  - - eval_episodes
+    - 20
+  - - eval_freq
+    - 25000
+  - - gym_packages
+    - []
+  - - hyperparams
+    - null
+  - - log_folder
+    - logs
+  - - log_interval
+    - -1
+  - - max_total_trials
+    - null
+  - - n_eval_envs
+    - 5
+  - - n_evaluations
+    - null
+  - - n_jobs
+    - 1
+  - - n_startup_trials
+    - 10
+  - - n_timesteps
+    - -1
+  - - n_trials
+    - 500
+  - - no_optim_plots
+    - false
+  - - num_threads
+    - -1
+  - - optimization_log_path
+    - null
+  - - optimize_hyperparameters
+    - false
+  - - progress
+    - false
+  - - pruner
+    - median
+  - - sampler
+    - tpe
+  - - save_freq
+    - -1
+  - - save_replay_buffer
+    - false
+  - - seed
+    - 658088256
+  - - storage
+    - null
+  - - study_name
+    - null
+  - - tensorboard_log
+    - runs/MiniGrid-Empty-Random-5x5-v0__ppo__658088256__1680005784
+  - - track
+    - true
+  - - trained_agent
+    - ''
+  - - truncate_last_trajectory
+    - true
+  - - uuid
+    - false
+  - - vec_env
+    - dummy
+  - - verbose
+    - 1
+  - - wandb_entity
+    - qgallouedec
+  - - wandb_project_name
+    - sb3-minigrid
+  - - wandb_tags
+    - []
+  - - yaml_file
+    - null

config.yml

@@ -0,0 +1,27 @@
+!!python/object/apply:collections.OrderedDict
+- - - batch_size
+    - 64
+  - - clip_range
+    - 0.2
+  - - ent_coef
+    - 0.0
+  - - env_wrapper
+    - gym_minigrid.wrappers.FlatObsWrapper
+  - - gae_lambda
+    - 0.95
+  - - gamma
+    - 0.99
+  - - learning_rate
+    - 0.00025
+  - - n_envs
+    - 8
+  - - n_epochs
+    - 10
+  - - n_steps
+    - 128
+  - - n_timesteps
+    - 100000.0
+  - - normalize
+    - true
+  - - policy
+    - MlpPolicy

env_kwargs.yml

@@ -0,0 +1 @@
+{}

ppo-MiniGrid-Empty-Random-5x5-v0.zip

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a0ca1b5548533262ea2ce57a619ae34be5212b9e4bba53875b9526cdd03f8ace
+size 4390279

ppo-MiniGrid-Empty-Random-5x5-v0/_stable_baselines3_version

@@ -0,0 +1 @@
+1.8.0a7

ppo-MiniGrid-Empty-Random-5x5-v0/data

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+{
+    "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 0x7fb7e6cd3040>",
+        "_get_constructor_parameters": "<function ActorCriticPolicy._get_constructor_parameters at 0x7fb7e6cd30d0>",
+        "reset_noise": "<function ActorCriticPolicy.reset_noise at 0x7fb7e6cd3160>",
+        "_build_mlp_extractor": "<function ActorCriticPolicy._build_mlp_extractor at 0x7fb7e6cd31f0>",
+        "_build": "<function ActorCriticPolicy._build at 0x7fb7e6cd3280>",
+        "forward": "<function ActorCriticPolicy.forward at 0x7fb7e6cd3310>",
+        "extract_features": "<function ActorCriticPolicy.extract_features at 0x7fb7e6cd33a0>",
+        "_get_action_dist_from_latent": "<function ActorCriticPolicy._get_action_dist_from_latent at 0x7fb7e6cd3430>",
+        "_predict": "<function ActorCriticPolicy._predict at 0x7fb7e6cd34c0>",
+        "evaluate_actions": "<function ActorCriticPolicy.evaluate_actions at 0x7fb7e6cd3550>",
+        "get_distribution": "<function ActorCriticPolicy.get_distribution at 0x7fb7e6cd35e0>",
+        "predict_values": "<function ActorCriticPolicy.predict_values at 0x7fb7e6cd3670>",
+        "__abstractmethods__": "frozenset()",
+        "_abc_impl": "<_abc._abc_data object at 0x7fb7e6ccde00>"
+    },
+    "verbose": 1,
+    "policy_kwargs": {},
+    "observation_space": {
+        ":type:": "<class 'gym.spaces.box.Box'>",
+        ":serialized:": 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+        "dtype": "uint8",
+        "_shape": [
+            2739
+        ],
+        "low": "[0 0 0 ... 0 0 0]",
+        "high": "[255 255 255 ... 255 255 255]",
+        "bounded_below": "[ True  True  True ...  True  True  True]",
+        "bounded_above": "[ True  True  True ...  True  True  True]",
+        "_np_random": null
+    },
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