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.
GPU 方面，本次测试中 M5 Max 的 Metal 得分为 232718 分，在 Geekbench Metal 榜单中位列第二，仅次于今年 Mac Studio 所搭载的 M3 Ultra（32 核 CPU + 80 核 GPU）。
。业内人士推荐新收录的资料作为进阶阅读
Ранее в Татарстане танцующих под песню украинского исполнителя Андрея Данилко сняли на видео.。关于这个话题，新收录的资料提供了深入分析
Актриса Ирина Горбачева показала фото топлес и рассказала о жизни с РПП20:41