What do you enjoy most about running this business?
Discard old data — evict what's already buffered to make room
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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.。业内人士推荐一键获取谷歌浏览器下载作为进阶阅读
■ 视点12月21日，陕西省西安市灞桥区豁口村发生一起恶犬撕咬4岁男童事件。12月24日，西安市公安局灞桥分局发布通报称，伤人犬只系郭某饲养，未加管束窜出至村内道路，咬伤男童。案发后，郭某为逃避责任，将伤人犬只立即转移外地杀死掩埋藏匿。目前，郭某和协助其掩盖事实的张某二人已被刑事拘留。尽管警方通报中，受伤男孩“情况基本平稳”，但更多报道透露的细节显示，男孩受到的伤害可谓触目惊心。其门诊病历显示：“右侧上下肢多发皮肤裂伤。昏迷状，呼之不应，呼吸急促。”养狗导致4岁儿童受到严重伤害，饲养者无疑要承担严肃的法律责任。警方通报已经证明，这起事件的直接原因，正是饲养者对伤人犬只缺乏管束。根据民法典规定，遗弃、逃逸的动物造成他人伤害，由动物原饲养人或管理人承担侵权责任。值得注意的是，西安这起事件案发后，饲养者郭某为逃避责任，将伤人犬只立即转移外地杀死掩埋藏匿，其残忍做法同样令爱宠人士所不容。可见，这种企图逃避法律责任的做法，只会让自己付出更大的代价。西安这起恶犬伤人事件发生在农村，虽然相比城市对养犬的严格管理，农村执行养犬规定往往要宽松一些，但该有的规范还是应当得到强调和遵循。比如，很多农村地区仍然存在犬只放养的情况。这种极端不负责任的行为，不仅给他人带来安全隐患，也可能导致流浪犬增加、狂犬病流行等治理难题。随着城乡融合的推进，一些习以为常的错误做法必须改改了。“法网恢恢，疏而不漏”。如今，警方已查获犬只尸体，随着相关证据浮出水面，饲养者势必为自己的鲁莽和无知承担严肃责任，“杀犬藏尸”只是一场闹剧。对广大宠物主而言，不约束好自己的行为，也不利于构建宠物友好的社会氛围和舆论环境。养犬者应从自己做起，推动文明养犬风尚持续形成，社会才能有更高的包容度，为宠物活动提供更多便利与支持。□南木（媒体人）SourcePh" style="display:none"