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.
Ранее стало известно, что сильнее всего за год новостройки в Москве подорожали в районе Филевский парк, а готовые квартиры — в районе Марфино.。关于这个话题，同城约会提供了深入分析
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白银是2025年的亮点之一，而赫克拉矿业（Hecla Mining）股价在过去一年里飙升了近400%。该股已显现出初步的向上转强迹象，成功回踩确认了1月初的牛旗形态向上突破位，正向上突破一个熊旗，这一信号预示着后续的上行走势。，这一点在safew官方版本下载中也有详细论述