As long as your workload can handle resuming again and your instances aren't heavily in-demand (looking at the eviction rates), the cost saving for us is substantial enough to take the occasional interruption.
I do wish Azure gave more than the 30 second eviction warning (like AWS) but still useable.
it depends, our workloads can finish up in under two minutes and shut down without much effort, so we haven’t really noticed it outside of one time when we had no spot capacity.
I guess if checkpointing is set up correctly and your runtime is saved to a docker image it’s feasible. Probably not going to get a 3 hour continuous chunk of time I would assume.
My favorite GPT-2 experience was setting homepages to the now-depricated website which used a 2021 LLM to generate new words (this word does not exist.com).
Its definitions didn't always make sense [2], but I kept a curated list of "my favorite computer-generated words" (and recommended to crossword/scrabble -type friends to set the same homepage).
Favorites were sent via postcards, or shared over coffee.
Mom, you were a real nayter [1] — shall miss our decades of scalpable [Z] glossip [0].
----
[1] nayter (v.): to present one's viewpoint as true rather than having exaggerated or undeserved moral beliefs
[2] ...the second definition was always static text: "a word that does not exist; it was invented, defined and used by a machine learning algorithm" with link to what GPT-2 was.
[0] glossip (n.): a term of abuse attached to words used to discredit the person or group with which the author of a story is confiding
[Z] scalpable (adj.): able to be moved with considerable ease and without needing to be lifted or deformed
[bonus] dumbfuck (adj.): (especially of an electric guitar) having a fixed flat fretboard or tuned tuner
I'm not sure I agree. LLM's have the feel of an alien new technology, and especially did back then. In retrospect, it feels very obvious that small models don't pose much of a threat, but that's only in retrospect.
I do wish Azure gave more than the 30 second eviction warning (like AWS) but still useable.
[0] https://docs.aws.amazon.com/AWSEC2/latest/UserGuide/rebalanc...
Its definitions didn't always make sense [2], but I kept a curated list of "my favorite computer-generated words" (and recommended to crossword/scrabble -type friends to set the same homepage).
Favorites were sent via postcards, or shared over coffee.
Mom, you were a real nayter [1] — shall miss our decades of scalpable [Z] glossip [0].
----
[1] nayter (v.): to present one's viewpoint as true rather than having exaggerated or undeserved moral beliefs
[2] ...the second definition was always static text: "a word that does not exist; it was invented, defined and used by a machine learning algorithm" with link to what GPT-2 was.
[0] glossip (n.): a term of abuse attached to words used to discredit the person or group with which the author of a story is confiding
[Z] scalpable (adj.): able to be moved with considerable ease and without needing to be lifted or deformed
[bonus] dumbfuck (adj.): (especially of an electric guitar) having a fixed flat fretboard or tuned tuner
With the benefit of hindsight you can see the the charitable foundation to benefit mankind was a grift all along.
Sign up today to use it, just $10 a month.
This isn't a good reason to be reckless.