Turns Out AI Is Not Good at Database Transaction Scheduling(adrs-ucb.notion.site)
adrs-ucb.notion.site
Turns Out AI Is Not Good at Database Transaction Scheduling
https://adrs-ucb.notion.site/txn-scheduling
10 comments
Transactions seem like a hard problem for scheduling, wonder how the authors got this to work in the original paper?
As described in our VLDB paper (https://www.vldb.org/pvldb/vol17/p2694-cheng.pdf), we had to implement a number of optimizations and integrate scheduling with CC to get good performance.
For the offline problem, AI found a new solution that was 34% faster. Interesting results!
I wonder what the optimal for these workloads are?
Seems like AI hype
turns out DB transactions are a hard problem...
We applied it and it run 20% slower.
As it runs it is supposed to learn how to optimise scheduling. Not sure how it gets over the burst at month, quarter, and year end.