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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.
，更多细节参见雷电模拟器官方版本下载
总书记两次考察，格外关注中医药。“十五五”规划建议提出：“推进中医药传承创新，促进中西医结合。”中医药振兴发展迎来天时、地利、人和的有利时机。
if (chunks === null) return null; // End of stream
。Line官方版本下载对此有专业解读
大多數人將最後一句解讀為對潛在「AI末日」的戲謔，儘管「數千萬美元」這個數字究竟有多大可信度還很難說。不過，這是一個實際的問題。，推荐阅读51吃瓜获取更多信息
self.csv_path = "items.csv"