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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.,推荐阅读旺商聊官方下载获取更多信息
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Британец отказался платить, назвав требование возмутительным. В качестве альтернативы он предложил сделать пожертвование в благотворительную организацию, помогающую ветеранам. Местный совет согласился на этот вариант.,详情可参考Line官方版本下载
Things are feeling positive. Not wanting to get ahead of ourselves, but everything that we thought that was going to be happening looks like it’s happening … Whatever happens, I think it’s fair to say that Greens are here to stay now as a progressive voice in British politics.
Synchronous fast paths matter