——GUI告警系统不是模型+界面的简单拼接，而是从数据标注到边缘部署的闭环工程 你手上有YOLOv8权重、PyQt5环境、一段监控视频，三分钟内跑出检测框——这不叫“行人过马路危险行为检测告警系统”，这只是个带框的动图播放器。
Single-file GPU/RAM sizing calculator for LLM agent sessions on vLLM: KV-cache offload to RAM, prefix caching, MLA/DSA and hybrid models, TP chosen per model × GPU pair (H100–B300). Runs in the ...
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