Multiple Choice Flashcards on 09 NVIDIA-Certified Professional- Generative AI...

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Flashcard Practice NVIDIA-Certified Professional: Generative AI LLMs Multiple Choice

A production LLM service downloads model weights from remote storage on each pod start, causing long cold starts during scale-out. What is the most effective pipeline improvement?

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Use a controlled model cache, preloaded artifact volume, or image strategy that reduces repeated downloads Send traffic before the model is fully loaded to keep queues shorter Increase sampling temperature for the first request after startup Write downloaded weights into application logs for reuse

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