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.
吴炜伦认为,他怀念的不是夜总会,而是“冇落闸嘅步骤”——以前尖沙咀几乎没有铺头落闸,一间倒下很快有人顶上。而现在,“十间铺有八间落闸”。拍戏时,他想重现当年的街景,却发现根本做不到,因为现实的街道已经空了。。业内人士推荐爱思助手下载最新版本作为进阶阅读
An appearance in Minneapolis, Minnesota, on Saturday, 28 February, has also been postponed.,更多细节参见同城约会
We've bought a river to bring back our dying salmon。safew官方下载对此有专业解读