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.
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，这一点在下载安装 谷歌浏览器 开启极速安全的 上网之旅。中也有详细论述
林芳收到的厦门市人社局短信，被告知针对申诉案件已组建案件审理组。受访者供图
A number of the men’s players traveled to Washington on Tuesday and visited Trump in the White House before being guests at the State of the Union. Many of the women’s players, meanwhile, were on the way back to their professional or college clubs. They didn’t learn they had also had been invited until late Sunday, making it difficult to change travel plans already disrupted by bad weather on the East Coast.