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.
"Having a very low-hire, low-fire, low-quits environment in a period of economic growth can only last so long."
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Fast connection speeds
При этом выполнять или организовывать услуги по перевозке грузов смогут только юридические лица или индивидуальные предприниматели (ИП), внесенные в специальный реестр. Для действующих участников рынка предусмотрен переходный период в 60 календарных дней, в течение которого они могут подать обращение на включение в реестр.
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音頻加註文字，一分鐘就上頭的中國微短劇，市場或將破千億「錢沒了、身體垮了」。业内人士推荐服务器推荐作为进阶阅读
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