One of my lessons in using different accelerators, whether they be different NVIDIA versions, or GPU->TPU, etc is that someone needs to do this work of indexing, partitioning, mapping, scheduling, and benchmarking. That work is labor intensive.

In this case, google has already done it, and that will be true for high resourced accelerator companies like Google working with the most popular operations like attention.

As long as you use those operations, you are okay. But if you do something different, you need to be prepared to do all of this yourself.

It broke my heart to have a visceral "I'm being slop'd" reaction reading this: it's such good work, and AI's barely used AFAICT, but there's enough odd transitions and copy-pasta'd markdown that you get the subconcious "this is AI" reaction regardless.

Many sentences are 3x as long as it normally would be in subtle ways (to wit: "My flash attention is 35x slower than the fused standard at n=4096. Not a little worse. Catastrophically worse."), it really wears on attention. (pun intended) It brings literary voice to a technical blog post, and a very difficult process-oriented technical blog post. I have to reallocate my unfortunately-limited brain cells from "maintaining state of where we are in the process" to "is this cutesy fluff or important" and I've never had to do that in 37 years with technical blog posts.

The Markdown gets bad. Bolding is used for important phrases (like a human would), then, all of a sudden, after the "Inside a TPU chip" header its being used every other sentence, on anything that is a proper noun/would have a Wikipedia article. It got so weird that at some point I was like "a human definitely didn't let this through...they must be links?" and tried clicking them.

It's doubly bad at that point, because markdown tables start coming in hot and heavy too. So you're left with "It's pretty apparent the LLM did it from here, and I can't keep trying to keep the state of the process in my head while trying to figure out if the bolding is important, reflexive close tab