Push agent to the Hub
Browse files- README.md +36 -15
- model.pt +3 -0
- replay.mp4 +0 -0
- results.json +1 -1
README.md
CHANGED
@@ -1,10 +1,11 @@
|
|
1 |
---
|
2 |
-
library_name: stable-baselines3
|
3 |
tags:
|
4 |
- LunarLander-v2
|
|
|
5 |
- deep-reinforcement-learning
|
6 |
- reinforcement-learning
|
7 |
-
-
|
|
|
8 |
model-index:
|
9 |
- name: PPO
|
10 |
results:
|
@@ -16,22 +17,42 @@ model-index:
|
|
16 |
type: LunarLander-v2
|
17 |
metrics:
|
18 |
- type: mean_reward
|
19 |
-
value:
|
20 |
name: mean_reward
|
21 |
verified: false
|
22 |
---
|
23 |
|
24 |
-
#
|
25 |
-
This is a trained model of a **PPO** agent playing **LunarLander-v2**
|
26 |
-
using the [stable-baselines3 library](https://github.com/DLR-RM/stable-baselines3).
|
27 |
|
28 |
-
|
29 |
-
TODO: Add your code
|
30 |
|
31 |
-
|
32 |
-
```python
|
33 |
-
|
34 |
-
|
35 |
-
|
36 |
-
|
37 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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:
|
|
|
17 |
type: LunarLander-v2
|
18 |
metrics:
|
19 |
- type: mean_reward
|
20 |
+
value: 280.11 +/- 15.76
|
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': 'main'
|
32 |
+
'gym_id': 'LunarLander-v2'
|
33 |
+
'lr': 0.004234982547109355
|
34 |
+
'seed': 1
|
35 |
+
'total_timesteps': 5000000
|
36 |
+
'torch_deterministic': True
|
37 |
+
'cuda': True
|
38 |
+
'num_envs': 32
|
39 |
+
'num_steps': 256
|
40 |
+
'anneal_lr': True
|
41 |
+
'gae': True
|
42 |
+
'gamma': 0.99
|
43 |
+
'gae_lambda': 0.8
|
44 |
+
'num_minibatches': 128
|
45 |
+
'update_epochs': 20
|
46 |
+
'norm_adv': False
|
47 |
+
'clip_coef': 0.1
|
48 |
+
'vl_clip': True
|
49 |
+
'ent_coef': 0.00023233247122755093
|
50 |
+
'vf_coef': 0.6401567434560633
|
51 |
+
'max_grad_norm': 0.3
|
52 |
+
'target_kl': 0.012736232712398961
|
53 |
+
'batch_size': 8192
|
54 |
+
'minibatch_size': 64
|
55 |
+
'repo_id': 'Statos6/ppo-LunarLander-v2'
|
56 |
+
'env_id': 'LunarLander-v2'}
|
57 |
+
```
|
58 |
+
|
model.pt
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fed2e189c53895fe20c3f4657c42a53131de15a1111573eacbbe1c03d9fd0b09
|
3 |
+
size 43026
|
replay.mp4
CHANGED
Binary files a/replay.mp4 and b/replay.mp4 differ
|
|
results.json
CHANGED
@@ -1 +1 @@
|
|
1 |
-
{"
|
|
|
1 |
+
{"env_id": "LunarLander-v2", "mean_reward": 280.1087995537363, "std_reward": 15.75723398577556, "n_evaluation_episodes": 10, "eval_datetime": "2024-03-23T13:58:53.828797"}
|