GPU 永远不够用，这大概是每个做推理服务的人都有的共识。相比无脑加卡，更实际的办法是把现有资源榨干。下面这些是我在实际项目里反复用到的几个调优手段，有代码、有数据、也有一些踩坑经验。 vLLM 的核心优势在于 continuous batching，把多个请求的 token ...

Think of continuous batching as the LLM world’s turbocharger — keeping GPUs busy nonstop and cranking out results up to 20x faster. I discussed how PagedAttention cracked the code on LLM memory chaos ...

To strive for continuous flow or not? While certain processes achieve immediate gains from the pursuit of continuous flow, many experience the burdens of the pursuit outweighing the gains, if there ...

Reframing pharmaceutical production around process stability, real-time quality assurance, and regulatory alignment in the ...

Manual batch mixing offers some advantages. It is the most common form of mixing and blending, and allows some control over ingredient quantities. Individual batches can be combined until the desired ...

Continuous processing can get products to market about 12 months faster than batch processing, according to a 2022 paper by the FDA. Understandably, the drive to transition to continuous bioprocessing ...