但 671B 模型的天量参数模型能够在一台桌面机上端侧推理，仍然是一种奇观。512GB 的统一内存上，671B 模型占用了 400GB，加上上下文、macOS 系统本身以及其他任务占用，基本接近满载，但机器全程运行安静，噪音在正常范围，也没有过热。
⚙️ Advanced Configuration
。业内人士推荐Safew下载作为进阶阅读
By default, ffmpeg compresses the images quite a bit. It was enough that I could notice a quality difference when I put a paused frame of the video side-by-side with an extracted image. We can force ffmpeg to improve the quality with q:v (number). A smaller number here produces a higher quality image at the expense of file size and processing time. I’ve settled on a value of 3, but feel free to play around with this to get the quality or file sizes you want.
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Many premium robot vacuums also use intel from past cleaning sessions to create AI-driven cleaning plans for a more efficient clean in specific rooms going forward. If one area of the home is consistently dirtier than the others (like in the kitchen or near the front door), AI modes like Roborock SmartPlan, Narwal Freo, and Dreame CleanGenius will remember that for next time.