4 ms·
7B seems to be the limit of what people can comfortably fit in last-gen GPUs, having ~6GB of VRAM. It's also the lower acceptable boundary of coherence for gene
by jstarfish 3y ago
7B seems to be the limit of what people can comfortably fit in last-gen GPUs, having ~6GB of VRAM. It's also the lower acceptable boundary of coherence for generative text.
There are some major releases at lesser parameter counts though. Databricks' Dolly had a 3B model, and Microsoft's Orca also had a recent 3B release. They're both abysmal at generating text, but I find them quick and useful for reductive tasks ("summarize this," "extract keywords from," etc.).
(I like to treat parameter count as a measure of age/WIS/INT. For this question, do I need the wisdom of a 7-year old, a 13-year old, a 30-year old, etc. 3B is like polling preschoolers at daycare.)