A practical fix for the common flash-attn setup failure mode: install the exact wheel that matches your Python, PyTorch, CUDA, and architecture instead of hoping a generic pip install lines up.
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Thoughts on NLP, multilingual systems, evaluation, and building AI systems that work in the real world.
Generation caches in Transformers are not the same thing as reusable context caches. This post shows a practical utility for reusing a fixed system prompt across independent requests without leaking prior conversation history.