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One VRAM Number Can't Schedule LLMs Across Mixed Consumer GPUs
What we learned running a 27B coding model across a heterogeneous fleet of consumer GPUs — why the obvious sizing formula silently OOMs, why pipeline parallelism behaves nothing like the benchmarks suggest, and the gotchas nobody writes down.
6 min
vLLMGPU orchestrationpipeline parallelism