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.
Накануне стало известно, что Центральное разведывательное управление (ЦРУ) США заранее знало о планах подрыва газопроводов «Северные потоки». В 2022 году сотрудники американской разведки и украинские специалисты по диверсиям встретились в Киеве. Тогда украинцы изложили американцам идею подорвать газопроводы.
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"He carries the load of home and family life. It still probably raises an eyebrow when he's called into a meeting and he says it has to be between 10am and 3pm. They'll be shocked that a man has said that," says Begg.
他表示，对于单折品类，三星正在“考虑所有不同的选择”，并希望为用户提供“尽可能多的选择，以及最佳解决方案”。
（二）业务之间具有明显的主附关系。主要业务居于主体地位，体现交易的实质和目的；附属业务是主要业务的必要补充，并以主要业务的发生为前提。