VinayHajare commited on
Commit
c4f254f
1 Parent(s): 9e4b256

Push agent to the Hub

Browse files
README.md ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ tags:
3
+ - LunarLander-v2
4
+ - ppo
5
+ - deep-reinforcement-learning
6
+ - reinforcement-learning
7
+ - custom-implementation
8
+ - deep-rl-course
9
+ model-index:
10
+ - name: PPO
11
+ results:
12
+ - task:
13
+ type: reinforcement-learning
14
+ name: reinforcement-learning
15
+ dataset:
16
+ name: LunarLander-v2
17
+ type: LunarLander-v2
18
+ metrics:
19
+ - type: mean_reward
20
+ value: -220.61 +/- 116.23
21
+ name: mean_reward
22
+ verified: false
23
+ ---
24
+
25
+ # PPO Agent Playing LunarLander-v2
26
+
27
+ This is a trained model of a PPO agent playing LunarLander-v2.
28
+
29
+ # Hyperparameters
30
+ ```python
31
+ {'exp_name': 'ppo'
32
+ 'seed': 1
33
+ 'torch_deterministic': True
34
+ 'cuda': True
35
+ 'track': False
36
+ 'wandb_project_name': 'PPO'
37
+ 'wandb_entity': None
38
+ 'capture_video': False
39
+ 'env_id': 'LunarLander-v2'
40
+ 'total_timesteps': 100000
41
+ 'learning_rate': 0.0003
42
+ 'num_envs': 16
43
+ 'num_steps': 1024
44
+ 'anneal_lr': True
45
+ 'gae': True
46
+ 'gamma': 0.999
47
+ 'gae_lambda': 0.98
48
+ 'num_minibatches': 4
49
+ 'update_epochs': 4
50
+ 'norm_adv': True
51
+ 'clip_coef': 0.2
52
+ 'clip_vloss': True
53
+ 'ent_coef': 0.01
54
+ 'vf_coef': 0.5
55
+ 'max_grad_norm': 0.5
56
+ 'target_kl': None
57
+ 'repo_id': 'VinayHajare/ppo-LunarLander-v2-from-scratch'
58
+ 'batch_size': 16384
59
+ 'minibatch_size': 4096}
60
+ ```
61
+
logs/events.out.tfevents.1703783441.68fce4a30bf5.3216.0 ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:76d40360161c8572278c9346a18427704b034210b60aaa966f5f1b479f4568c5
3
+ size 121447
model.pt ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7580f79664e0fbd43f40634ef542e298fca0d1ae1da8e848b0a820aabd7e8b05
3
+ size 43026
replay.mp4 ADDED
Binary file (19 kB). View file
 
results.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"env_id": "LunarLander-v2", "mean_reward": -220.6070337968803, "std_reward": 116.23288124835211, "n_evaluation_episodes": 10, "eval_datetime": "2023-12-28T17:11:16.373540"}