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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我国向联合国教科文组织提交的列入人类非物质文化遗产代表作名录的申请项目,从早期重视对濒危非遗项目的抢救保护,逐渐转向对于具有人类创造性、认同性、可持续发展且存活良好的传统文化项目的关注。项目本身的体量也在不断扩展,从“单个技艺”(昆曲、古琴艺术、木拱桥传统营造技艺、雕版印刷技艺等)向内涵丰富的综合性项目(二十四节气、传统制茶技艺及其相关习俗等)转化。这一变化,反映出我国非遗保护工作取得的巨大成就。,详情可参考体育直播
(一)从销售方取得的增值税专用发票上列明的增值税税额;