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.
Mum Toni Green, 54, adds: "You don't know whether the surname will help or hinder.
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If you long for camping season (and better weather), why not pass the time by upgrading your kit? If you've ever toyed with the idea of adding a portable power station to your lineup of equipment, there couldn't be a better time to invest.
AI狂飙和大内存需求，共同引发内存涨价要理解本轮内存涨价的底层逻辑，需要回溯到2022-2023年的行业寒冬。
63-летняя Деми Мур вышла в свет с неожиданной стрижкой17:54