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# dreamerv3-torch # 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).\
Validation is in progress. Validation is in progress.
![results](https://user-images.githubusercontent.com/70328564/219830515-263a3630-50d8-4c6e-83ad-571122b3716a.png) ![Figure_1](https://user-images.githubusercontent.com/70328564/226098745-4f6f33f2-2cb8-495a-a5c7-4a9196859238.png)
## Instructions ## Instructions
Get dependencies: Get dependencies:
``` ```
pip install -r requirements.txt pip install -r requirements.txt
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``` ```
## ToDo ## ToDo
- [ ] Prototyping - [x] Prototyping
- [ ] Modify implementation details based on the author's implementation - [x] Modify implementation details based on the author's implementation
- [ ] Evaluate on visual DMC suite(~10 tasks) - [ ] Evaluate on visual DMC suite
- [ ] Add other tasks and corresponding model sizes implementation - [ ] Add state input capability and evaluate on Proprio Control Suite environment
- [ ] Continuous implementation improvement - [ ] Add model size options and evaluate on environments which requires that (like Minecraft)
- [ ] etc.
## Acknowledgments ## Acknowledgments