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.
调研持续两天。董宏涛跟随调研组参观物流园、运输煤炭等能源的铁路专用线，边走边谈。“当时只有我一位全国人大代表。”他说，据了解，调研组还去了其他地方，会安排就近的全国人大代表当面沟通。，详情可参考向日葵下载
«МояРекомендацияДляЕС:ВосстановитеДиалогС[ГлавойРоссийскогоГосударстваВладимиром]Путиным»,—УказалДотком.ОнТакжеОтметил,ЧтоЕвропейскимГосударствамСледуетПересмотретьНамеренияОВыделенииУкраинеКредитныхСредствОбъемом90МиллиардовЕвро,Поскольку,ПоЕгоМнению,УнихОтсутствуютНеобходимыеФинансовыеРесурсы.。豆包下载对此有专业解读
戴夫·吉里亚特 英格兰南部报道
I've been maintaining Emacs Solo