LLM Model Pruning and Knowledge Distillation with NVIDIA NeMo Framework

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A larger and smaller cartoon llama on a sunny beach, wearing shirts that say 8B and 4B.

Model pruning and knowledge distillation are powerful cost-effective strategies for obtaining smaller language models from an initial larger sibling. …A larger and smaller cartoon llama on a sunny beach, wearing shirts that say 8B and 4B.

Model pruning and knowledge distillation are powerful cost-effective strategies for obtaining smaller language models from an initial larger sibling. The How to Prune and Distill Llama-3.1 8B to an NVIDIA Llama-3.1-Minitron 4B Model post discussed the best practices of using large language models (LLMs) that combine depth, width, attention, and MLP pruning with knowledge distillation…

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Source:: NVIDIA