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Reddit r/LocalLLaMA·

Pipeline parallelism in llama.cpp may be wasting your VRAM

Signal
72
Hype
15
In three linesllama.cpp enables pipeline parallelism by default, consuming 4x more VRAM with no speed benefit. Disabling it via -DGGML_SCHED_MAX_COPIES=1 reduces memory allocation without performance impact (tested on Vulkan with Qwen 27B).
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Summary generated by Claude — human-verified