Continue reading...
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.
，这一点在Line官方版本下载中也有详细论述
On success, outputs DIMACS solution format to stdout:。业内人士推荐体育直播作为进阶阅读
安迪笑稱，他最直接的感受就是，2019年他回國的時候，他曾嘗試把「蛋炒飯」推廣給朋友去吃，當時大家興致缺缺，只是覺得獵奇。而最近，他靠蛋炒飯技術一舉成為朋友中的核心角色。「社交地位都顯著高了」。
圖像來源，Getty Images