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.
Guy Dunstan, general manager at Co-op Live since October 2024, spoke to the BBC this week about building up the arena's reputation after a rocky beginning.
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（二）未取得驾驶证驾驶或者偷开他人航空器、机动船舶的。
在销量承压的背景下，小米2月的市场动作围绕两条线展开。
具体补贴标准上，根据《细则》要求，A、B、C、D、E类人才补贴比例分别为100%、100%、70%、50%、50%，补贴面积上限为50平方米；人才认定地在县市新城的成都市市级F类人才，在认定地租住，补贴比例为50%。