🧠 The Frankenstein Pruner
Lobotomize language models by ripping out their middle layers. Test the output, and if it produces beautiful, semi-coherent gibberish, save your abomination to the Hugging Face Hub!
✂️ Mad Scientist Cheat Sheet
Models have between 16 and 28 layers. If a model has 22 layers, valid indices are 0 to 21.
The Bookend (The Best Starter)
Keep the first 2 and last 2 layers. It usually remembers grammar but forgets facts.
Try: 0, 1, 20, 21
The Swiss Cheese
Keep every other layer. The model's logic gets incredibly confused.
Try: 0, 2, 4, 6, 8, 10, 12, 14
The Brainless
Keep only the first layer and the last layer. Absolute chaos.
Try: 0, 21
Base Model