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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Карина Черных (Редактор отдела «Ценности»)，推荐阅读heLLoword翻译官方下载获取更多信息
There’s often an undercurrent of existential fatigue in games that look back at their legacy. Dark Souls III’s dying kingdom, Metal Gear Solid 4’s decrepit Snake. So when Capcom showed us an ageing Leon Kennedy entering the ruins of the police station that marked the start of his journey from rookie cop to hardened veteran, it felt tinged with ennui as much as nostalgia. That self-reflective swansong for this 30-year series may still happen one day, but Requiem isn’t it. Even at its dourest and most pensive, this is less a song for the dead, more a knees-up in honour of the rocket launchers and typewriters that came before. Leon may be getting on a bit, but this is Capcom as energised, devious and goofy as ever.