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Ollama is convenient and great for quick starts—simple install and a single command to pull and run models. For maximum performance and tighter control on Spark, vLLM or TRT‑LLM/NIM are the recommended paths; that’s where we’re focusing optimizations for Nemotron (NVFP4, multi‑token prediction, long context). Use Ollama to get going, then move to vLLM/TRT‑LLM when you care more about throughput and latency.

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zNeill
Apr 2, 2026
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