Many people reading this will call bullshit on the performance improvement metrics, and honestly, fair. I too thought the agents would stumble in hilarious ways trying, but they did not. To demonstrate that I am not bullshitting, I also decided to release a more simple Rust-with-Python-bindings project today: nndex, an in-memory vector “store” that is designed to retrieve the exact nearest neighbors as fast as possible (and has fast approximate NN too), and is now available open-sourced on GitHub. This leverages the dot product which is one of the simplest matrix ops and is therefore heavily optimized by existing libraries such as Python’s numpy…and yet after a few optimization passes, it tied numpy even though numpy leverages BLAS libraries for maximum mathematical performance. Naturally, I instructed Opus to also add support for BLAS with more optimization passes and it now is 1-5x numpy’s speed in the single-query case and much faster with batch prediction. 3 It’s so fast that even though I also added GPU support for testing, it’s mostly ineffective below 100k rows due to the GPU dispatch overhead being greater than the actual retrieval speed.
最终，只有母亲、大舅、二舅三人在越南实现了小规模团聚。他们带着各自的子女，重访胡志明市堤岸第六区的旧居。站在故宅门前，指认着哪扇门内曾有哪个孩子降生，那一刻气氛尚算温馨。然而，到了晚间聚餐，积压的旧怨便如地火般蹿出。大舅指责杜耀豪母亲曾与小姨争夺遗产，母亲则反唇相讥，批评大舅随意发火“很失礼”。
，这一点在旺商聊官方下载中也有详细论述
今年春节假期，中国游、中国购持续火热，越来越多外国游客来到中国，沉浸式体验丰富年俗和传统文化。从提升入境服务便利性，到发布多语种春节民俗地图，再到完善支付环境……有关部门和企业推出一系列举措，让外国游客方便来、欢快玩、舒心购。
我的「發音測試」結果（也就是需要我大聲說出聲調的部分）就沒那麼亮眼了，從 38% 提升到第三天的 55%，雖然如此，雷布夏特安慰我說，這樣的分數已遠高於隨機猜測的機率。
第四十四条 社区综合服务设施建设应当纳入相关规划，由县级以上地方人民政府统筹解决。