Computational Profile¶

To establish an overview of the computational profile of ACES, a collection of various common tasks was queried on the MIMIC-IV dataset in MEDS format.

The MIMIC-IV MEDS schema has approximately 50,000 patients per shard with an average of approximately 80,500,000 total event rows per shard over five shards.

All tests were executed on a Linux server with 36 cores and 340 GBs of RAM available. A single MEDS shard was used, which provides a bounded computational overview of ACES. For instance, if one shard costs \(M\) memory and \(T\) time, then \(N\) shards may be executed in parallel with \(N*M\) memory and \(T\) time, or in series with \(M\) memory and \(T*N\) time.