this post was submitted on 09 Jul 2023
221 points (97.0% liked)

Selfhosted

40133 readers
614 users here now

A place to share alternatives to popular online services that can be self-hosted without giving up privacy or locking you into a service you don't control.

Rules:

  1. Be civil: we're here to support and learn from one another. Insults won't be tolerated. Flame wars are frowned upon.

  2. No spam posting.

  3. Posts have to be centered around self-hosting. There are other communities for discussing hardware or home computing. If it's not obvious why your post topic revolves around selfhosting, please include details to make it clear.

  4. Don't duplicate the full text of your blog or github here. Just post the link for folks to click.

  5. Submission headline should match the article title (don’t cherry-pick information from the title to fit your agenda).

  6. No trolling.

Resources:

Any issues on the community? Report it using the report flag.

Questions? DM the mods!

founded 1 year ago
MODERATORS
 

I've recently played with the idea of self hosting a LLM. I am aware that it will not reach GPT4 levels, but beeing free from restraining prompts with confidential data is very nice tool for me to have.

Has anyone got experience with this? Any recommendations? I have downloaded the full Reddit dataset so I could retrain the model on this one as selected communities provide immense value and knowledge (hehe this is exactly what reddit, twitter etc. are trying to avoid...)

you are viewing a single comment's thread
view the rest of the comments
[–] CeeBee@lemmy.world 1 points 1 year ago

There's an average correlation between the models parameters and the execution precision being used (eg. 7b parameters at f16 precision). And then using optimized execution for 8 bit or even 4 bit will reduce memory usage and increase execution time.

It's entirely dependent on the model, the framework, the hardware (CPU vs GPU).

Generally there should be some indication somewhere in the model's repo that states what you need.