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.
江门市新会区老粤匠健康产业有限公司负责人向记者出示“新会陈皮”证明商标授权证书，明确承诺无论原料产自何处，委托其生产的产品均可标注“新会陈皮”字样。
。同城约会对此有专业解读
Built-in plagiarism checker。服务器推荐对此有专业解读
I can install an additional package (for example cowsay) using rpm-ostree and restart the virtual machine to apply the changes.
顶风冒雪到江西神山村看望乡亲们，村民面对习近平总书记脱口而出的“你呀，不错嘞”，是对人民领袖最深切的爱戴；