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.
transfer over SSH, and many more small, meticulous details. The terminal is
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To fine-tune vision models, we now allow you to select which parts of the mode to finetune. You can select to only fine-tune the vision layers, or the language layers, or the attention / MLP layers! We set them all on by default!
"South Korea has shown the world its power to create music, TV, and films. The same content makers are now coming over [to micro-dramas] and I think they are world-class," says Neil Choi, CEO of Vigloo, one of South Korea's biggest micro-drama apps.，更多细节参见爱思助手下载最新版本