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Dual GPU bottleneck explained: Layer-by-layer model splitting limits performance

A Reddit user discovered that their dual Nvidia RTX 5060 Ti setup was only reaching about 50% utilization when running the Qwen 3.6 27B model due to a layer-by-layer model splitting method. This method causes the GPUs to process sequentially rather than in parallel, limiting performance. The user found that enabling a "tensor" split mode, which allows both GPUs to work on the same layer simultaneously, significantly improved utilization and performance, though it requires careful benchmarking for optimal results without NVLink. AI

IMPACT Understanding GPU utilization bottlenecks can help users optimize local LLM inference performance.

RANK_REASON User-level technical discovery about hardware configuration for running LLMs.

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Dual GPU bottleneck explained: Layer-by-layer model splitting limits performance

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  1. r/LocalLLaMA TIER_1 English(EN) · /u/dsdt ·

    TIL Why my dual 5060 Ti setup refuses to go past 50% usage and no, it's not broken.

    <!-- SC_OFF --><div class="md"><p>So I've been running Qwen 3.6 27B (Q6, ~22GB) across two 5060 Tis for a while now and kept assuming something in my config was off because neither card ever really goes above ~50%. spent way too long last night actually figuring out why and hones…