Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Training is ok, but failed to eval. #5

Open
353055619 opened this issue Oct 9, 2023 · 2 comments
Open

Training is ok, but failed to eval. #5

353055619 opened this issue Oct 9, 2023 · 2 comments

Comments

@353055619
Copy link

Hello👋,

Thank you for open-sourcing the code for the min decision transformer. Your code has been tremendously helpful in helping me understand DT.

However, I am currently facing an issue. During the training process, the action loss is indeed steadily decreasing, but the test results have consistently been subpar, to the point of having no discernible impact. I've been grappling with this problem for a while now and can't seem to figure out why this is happening.
截屏2023-10-09 16 12

By the way, I haven't tested it on the three environments, namely halfcheetah, hopper, and walker2d, mainly because I've been struggling with configuring d4rl. I'm using the upgraded version of d4rl provided by Farama, specifically on the pointmaze offline dataset.

If you could spare some time to assist me with this, I would be immensely grateful!

@nikhilbarhate99
Copy link
Owner

nikhilbarhate99 commented Oct 16, 2023

The Decision Transformer paper does not provide results for pointmaze environment, it is a difficult env and I would not expect DT to work well on it out of the box.

If you are struggling to install d4rl, you can refer to the first couple of blocks on the colab notebook in the repo that installs the required libraries on google colab.

@WangJinCheng1998
Copy link

Anyway, Thank for your time! 发件人: ***@***.*** ***@***.***> 代表 Nikhil Barhate ***@***.***>日期: 星期二, 2023年10月17日 05:02收件人: nikhilbarhate99/min-decision-transformer ***@***.***>抄送: Godw ***@***.***>, Author ***@***.***>主题: Re: [nikhilbarhate99/min-decision-transformer] Training is ok, but failed to eval. (Issue #5)The Decision Transformer paper does not provide results for pointmaze environment, it is a difficult env and I would not expect DT to work well on it out of the box.—Reply to this email directly, view it on GitHub, or unsubscribe.You are receiving this because you authored the thread.Message ID: ***@***.***>

May DT failed to do path planning. I have tried it on the Minari dataset. It seems like it can only work in the Umaze environment.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

3 participants