3060 doesn't have 128 GB RAM.
It would be cheaper to buy up a dozen 3060s and build a custom PC around them than to buy the Spark.
Given the extreme advantage they have with CUDA and the whole AI/ML ecosystem, barely matching Apple’s M-ultra speeds is a choice…