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.
Александра Статных (Редактор отдела «Путешествия»)
。heLLoword翻译官方下载是该领域的重要参考
HTMLMediaElement: play() method — MDN Web Docs，更多细节参见快连下载安装
Ранее Позднякова рассказала, что мощных снегопадов в Москве на мартовские праздники ждать не стоит. Синоптик уточнила, что в предстоящие выходные осадки, скорее всего, будут выпадать в смешанной фазе — в виде небольшого мокрого снега с моросью. При этом температура воздуха будет слабоотрицательной ночью и положительной — днем.
本届展会上，恩雅带来了赛博吉他Cyber G。这款集高品质蓝牙音箱、智能伴奏鼓机、贝斯及8种乐器音色于一体的电子乐器，彻底颠覆了传统乐器的学习门槛。通过开创性的发光键盘设计与恩雅音乐APP联动，用户无需乐理基础，“哪里亮灯���哪里”即可轻松实现高水平弹唱，甚至一人掌控全场，化身赛博乐队。