SNIPER uses a 0/1 knapsack dynamic program for coarse depth pruning plus a fine-grained MLP width stage, achieving near-exact compression budgets and better average retention than six LLM pruners.
Qlora: efficient finetuning of quantized llms,
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Unifying Depth and Width Pruning for LLMs via Binary Knapsack Optimization
SNIPER uses a 0/1 knapsack dynamic program for coarse depth pruning plus a fine-grained MLP width stage, achieving near-exact compression budgets and better average retention than six LLM pruners.