updated README
This commit is contained in:
parent
d692b377ec
commit
3ebb8ad617
15
README.md
15
README.md
@ -1,8 +1,5 @@
|
||||
# dreamerv3-torch
|
||||
Pytorch implementation of [Mastering Diverse Domains through World Models](https://arxiv.org/abs/2301.04104v1).
|
||||
|
||||
|
||||

|
||||
Pytorch implementation of [Mastering Diverse Domains through World Models](https://arxiv.org/abs/2301.04104v1). DreamerV3 is a scalable algorithm that outperforms previous approaches across various domains with fixed hyperparameters.
|
||||
|
||||
## Instructions
|
||||
|
||||
@ -16,23 +13,27 @@ python3 dreamer.py --configs defaults --task dmc_walker_walk --logdir ~/dreamerv
|
||||
```
|
||||
Train the agent on Alien in Atari 100K:
|
||||
```
|
||||
python3 dreamer.py --configs defaults atari --task atari_alien --logdir ~/dreamerv3-torch/logdir/atari_alien
|
||||
python3 dreamer.py --configs defaults atari100k --task atari_alien --logdir ~/dreamerv3-torch/logdir/atari_alien
|
||||
```
|
||||
Monitor results:
|
||||
```
|
||||
tensorboard --logdir ~/dreamerv3-torch/logdir
|
||||
```
|
||||
|
||||
## Evaluation Results
|
||||
More results will be added in the future.
|
||||
|
||||

|
||||

|
||||
## ToDo
|
||||
- [x] Prototyping
|
||||
- [x] Modify implementation details based on the author's implementation
|
||||
- [x] Evaluate on DMC vision
|
||||
- [ ] Evaluate on Atari 100K
|
||||
- [x] Evaluate on Atari 100K
|
||||
- [ ] Add state input capability
|
||||
- [ ] Evaluate on DMC Proprio
|
||||
- [ ] etc.
|
||||
|
||||
|
||||
## Acknowledgments
|
||||
This code is heavily inspired by the following works:
|
||||
- danijar's Dreamer-v3 jax implementation: https://github.com/danijar/dreamerv3
|
||||
|
@ -1,3 +1,4 @@
|
||||
# defaults is for Vision DMC
|
||||
defaults:
|
||||
|
||||
logdir: null
|
||||
@ -118,8 +119,6 @@ defaults:
|
||||
disag_units: 400
|
||||
disag_action_cond: False
|
||||
|
||||
visual_dmc:
|
||||
|
||||
atari100k:
|
||||
steps: 4e5
|
||||
action_repeat: 4
|
||||
|
Loading…
x
Reference in New Issue
Block a user