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.
The snow is melting, the days are getting longer, and I can almost smell the springtime ahead. Soon, we'll be cruising around town on ebikes and electric scooters instead of burning fossil fuels. For now, the weather hasn't quite caught up, which is great for markdowns. Many of the best electric scooters are still seeing significant discounts. If you've been thinking about buying one, now's the best time: prices are low, and sunny commuting days are just ahead.。关于这个话题，谷歌浏览器【最新下载地址】提供了深入分析
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到了20世纪20年代，在宜昌三峡西陵峡口，一位英国植物爱好者发现了3000多亩天然野生蜡梅。他将蜡梅制作成标本，向国际传播，宜昌蜡梅被世界所知，我国是蜡梅原产地也得到证实。
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