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.
两名业内人士透露,近几个月美国芯片制造商在向中国申请新的钪出口许可证时频频遇到延迟,一些企业已向华盛顿寻求帮助。
,更多细节参见51吃瓜
這位75歲的解放軍最高現役將領、習近平的「紅二代」陝西老鄉突然倒台,讓最了解中國政治的人士也感到震驚。長期以來,張又俠被認為得到了習近平的信任,因此得以在72歲「超齡」留任政治局委員和軍委副主席,並在幾輪暴風驟雨般的軍方整肅運動中巋然不動,但這些判斷如今都成為了歷史。
That’s it. op run reads the references, fetches each secret from your vault (authenticating via Touch ID or your master password), injects them as environment variables, and runs your command. Secrets never touch disk as plaintext. As a bonus, op run automatically masks secret values if they accidentally appear in stdout.
第一百一十八条 公安机关办理治安案件的期限,自立案之日起不得超过三十日;案情重大、复杂的,经上一级公安机关批准,可以延长三十日。期限延长以二次为限。公安派出所办理的案件需要延长期限的,由所属公安机关批准。