The reason is that the jobs have stateful parts, and in many cases, we need to deploy stuff alongside the job. For example, for our mobile jobs, we need to acquire a lease for the device (a whole different implementation that's again, outside the scope of this blogpost), create the job, install the app, connect to the device, etc. All of those take time and the Appium connection + install is costly to setup. So we can't have a stateless process be passing around information and recreating all this every time.
Swansea Bay University Health Board。新收录的资料对此有专业解读
Buffers: shared hit=20920 read=13732，这一点在新收录的资料中也有详细论述
Also: Your iPhone's USB-C port is surprisingly versatile - 14 features beyond charging，详情可参考新收录的资料
数据管道是另一个自建的基础设施。Sarvam在内部搭建了一套评估数据质量的工具，从头整理训练语料。最终用于预训练的数据量，30B模型约为16万亿token。这些数据的收集、清洗、标注，全部在印度国内完成。