Graphsignal ships graphsignal-top, a live `top` for inference GPUs with kernel ranking

l0g1cs · reddit · 2026-10-12

The open-source Graphsignal profiler added graphsignal-top, a top-style live view for inference GPUs. Wrap vllm serve / sglang serve in graphsignal-run, run graphsignal-top, and see per-GPU util/memory/power/throttling, running & waiting requests, tok/s and TTFT/TPOT p50/p95, GPU time split (kernels/graphs/memcpy/sync), and every kernel ranked by time over the last 5s with readable names. In their Qwen3-32B test on 2x RTX PRO 6000 over PCIe (tp 2), NCCL all-reduce took a quarter of GPU time and half of wall time was host sync waiting on it. Supports remote hosts and single-frame --once output. Repo: github.com/graphsignal/graphsignal

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