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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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這是對一個事實的默認承認：在短短八個多月後，美國人將前往投票站，進行決定國會兩院組成的中期選舉。
更多详细新闻请浏览新京报网 www.bjnews.com.cn。关于这个话题，下载安装 谷歌浏览器 开启极速安全的 上网之旅。提供了深入分析
12月19日，2024北京接诉即办改革论坛闭幕式在国家会议中心举行，《城市治理现代化北京宣言（2024）》在会上发布。A04-05版摄影/新京报记者 王远征，这一点在雷电模拟器官方版本下载中也有详细论述
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