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.
合并过程：用临时数组，双指针比较两个子数组元素，小的先放入
。Line官方版本下载是该领域的重要参考
improve workflow
LiteRT-LM 包 — 使用 ai-edge-torch-nightly 转换为 .litertlm 文件，并添加元数据和停止标记，用于 LiteRT-LM 运行时
For pranksters of a certain age, Fraser Smeaton is a hero. With his brother, Ali, and former roommate, Gregor Lawson, the Scottish business leader is cofounder of MorphCostumes. The U.K. company launched a twist on the zentai full-body spandex suit in 2009 and spawned a legion of viral videos. When a Gap store on Fifth Avenue was “morphed” by a band of improv-artists in 2018, the police had to be called. The accompanying video received millions of views.