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Somewhat amazed, dang, that this topic is not discussed more widely here or elsewhere. There is a lot of HPC and DS expertise out there which lacks understandin
by eternalban 4y ago
Somewhat amazed, dang, that this topic is not discussed more widely here or elsewhere. There is a lot of HPC and DS expertise out there which lacks understanding of ML system architecture (in the sense of the deployed machinery in toto).
Her follow up post [1] is also recommended for those who (like me, are experienced but not in ML) finally had things click because of the OP writeup:
Large Transformer Model Inference Optimization (2023)
https://lilianweng.github.io/posts/2023-01-10-inference-optimization/ https://lilianweng.github.io/posts/2023-01-10-inference-opti...
A very cool cite from that article is LLM.int8(): https://arxiv.org/abs/2208.07339 https://arxiv.org/abs/2208.07339