LocalLLaMA @sh.itjust.works dtlnx @beehaw.org 1y ago

Discovering Locally Run Language Models: Share Your Favorites/Not So Favorites!

Let's talk about our experiences working with different models, either known or lesser-known.

Which locally run language models have you tried out? Share your insights, challenges, or anything you found interesting during your encounters with those models.

16 comments

The wizard-vicuna family is my favorite, they successfully combine lucidity with creativity. Wizard-vicuna-30b is competitive with guanaco-65b in most cases while being subjectively more fun. I hope we get a 65b version, or a Falcon 40B one

I've been generally unimpressed with models advertised as good for storytelling or roleplay, they tend to be incoherent. It's much easier to get wizard-vicuna to write fluent prose than it is to get one of those to stop mixing up characters or rules. I think there might be some sort of poison pill in the Pygmalion dataset, it's the common factor in all the models that didn't work well for me.
- What setup do you have? Prompt / instruct formatting?
  
  W-V is supposedly trained for "USER:/ASSISTANT:" but I've found it flexible and able to work with anything that's consistent. For creative writing I'll often do "USER:/STORY:". More than two such tags also work, e.g. I did a rpg-style thing with three characters plus an omniscient narrator, by just describing each of them with their tag in the prompt, and it worked nearly flawlessly. Very impressive actually.
I've been doing RP with Wizard-Vicuna 13b Uncensored. it's good, very fast (ggml v3 q5-k-s variant) But sometimes forgets it's roleplaying and spits out a story
guanaco-65B is my favorite. It's pretty hard to go back to 33B models after you've tried a 65B.

It's slow and requires a lot of resources to run though. Also, not like there are a lot of 65B model choices.
- What do you even run a 65b model on?
  
  With a quantized GGML version you can just run on it on CPU if you have 64GB RAM. It is fairly slow though, I get about 800ms/token on a 5900X. Basically you start it generating something and come back in 30minutes or so. Can't really carry on a conversation.
Guanaco, WizardLM (uncensored) and Camel-13b have been the best models I've tried that are 13b+.

Surprisinly, the LaMini-LM (Flan 3b) and OpenLlama (3b) have performed very well for smaller models.
I'd have to say I'm very impressed with WizardLM 30B (the newer one). I run it in GPT4ALL, and even though it is slow the results are quite impressive.

Looking forward to Orca 13b if it ever releases!
- Which one is the "newer" one? Looking at the quantised releases by TheBloke, I only see one version of 30B WizardLM (in multiple formats/quantisation sizes, plus the unofficial uncensored version).

16 comments