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.
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There was debate among the modders about where Silgrid Tower should be located and which faction would have controlled it. This eventually led to an acrimonious split between the two groups. “The Silgrid Tower team was eventually put to the choice of either having to delete their work and restart it or, you know, leave the project. So they left the project,” said Sultan of Rum.
翻译过来就是，广东，既更有利于造游艇，也有利于游艇的销售与消费。
洪欣颖细算过一笔账：旅游规划师虽然要额外收费，但他们提供专车接送服务，且住宿和景区门票也有优惠。最重要的是，行程完全按照游客需求定制。整体来看，性价比高。