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.
If plans by the UK’s science funding body go ahead, we won’t be able to benefit from Britain’s membership of Cern and other large international projects
,更多细节参见safew官方版本下载
Jack Doohan has said he received death threats and called police to resolve an encounter with armed men around the time of last year’s Miami Grand Prix, just before he lost his Formula One drive with Alpine.
如何让创新药真正走向患者,成为吴德沛近些年履职的出发点。一方面,他与相关创新药企业开展联合研究,推动临床研究加速,让更多患者在规范的临床研究中获得治疗机会。“很多创新药还没上市,但已经在临床研究中展现出效果,对不少患者来说,进入临床研究就是新的希望。创新必须走向临床,最终回到患者身上。”吴德沛说。
戈登解釋,「支付招聘費用」本身未必構成強迫勞動,若工人能透過合理薪資償還,例如高收入專業人士支付招聘費用後仍能負擔生活,收入足以彌補支出,就不一定屬於強迫勞動。「但若費用高到超過工人可負擔範圍,使其陷入債務束縛、無法脫離雇主或仲介控制,則符合強迫勞動的定義。」當債務與缺乏流動性的簽證制度結合,更是形成強迫勞動的關鍵因素。