The 45x speedup from fori_loop to vmap wasn’t a better algorithm. It was the same algorithm with one additional piece of information: “these Q blocks are independent.” XLA is a JIT compiler — it does dataflow analysis, operator fusion, memory planning. But it can’t infer independence from a fori_loop with carried state. vmap is semantically “map this function over a batch” — independence is built into the abstraction.
Alex刚才所说的一切完全正确，企业中存在诸如背景调查或其他类似流程。你能以尽可能低廉、高效且快速的方式协调一系列流程发生，这实际上是知识型业务的核心。在知识时代的业务中，我有上万名每天走进大楼带着大脑工作的员工，下班离开时又带走大脑。我没有任何原子资产、钻头或钢材，甚至连文件柜都没有。我所做的一切都是关于协调那一套套的流程，我认为大多数现代企业可能都是如此。
。业内人士推荐safew作为进阶阅读
几乎所有科技巨头都已经在布局这类智能体系统。
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