Datasets › Archival bundle of the data used for "Predictive Auto-scaling with OpenStack Monasca" (UCC 2021)

Archival bundle of the data used for "Predictive Auto-scaling with OpenStack Monasca" (UCC 2021)

Introduced by Giacomo Lanciano et al. in Predictive Auto-scaling with OpenStack Monasca3 Nov 2021 archive 2025-07-28

Follow the instructions provided in the companion repo to automatically download and decompress the archive. The following files are included:

File Description
amphora-x64-haproxy.qcow2 Image used to create Octavia amphorae
distwalk-{lin,mlp,rnn,stc}-<INCREMENTAL-ID>.log distwalk run log
distwalk-{lin,mlp,rnn,stc}-<INCREMENTAL-ID>-pred.json Predictive metric data exported from Monasca DB
distwalk-{lin,mlp,rnn,stc}-<INCREMENTAL-ID>-real.json Actual metric data exported from Monasca DB
distwalk-{lin,mlp,rnn,stc}-<INCREMENTAL-ID>-times.csv Client-side response time for each request sent during a run
model_dumps/* Dumps of the models and data scalers used for the validation
predictor.log monasca-predictor log
predictor-times.log monasca-predictor log (timing info only)
predictor-times-{lin,mlp,rnn}.{csv,log} monasca-predictor log (timing info only, group by predictor)
super_steep_behavior.csv Dataset used to train MLP and RNN models
test_behavior_02_distwalk-6t_last100.dat distwalk load trace
ubuntu-20.04-min-distwalk.img Image used to create Nova instances for the scaling group

Benchmarks archive 2025-07-28

No leaderboard in the archive resolves to this dataset.

Papers archive 2025-07-28

No paper in the archive has a leaderboard row on this dataset; the archive counts 1 paper for it but never published that list.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

No task tagged in the archive.

License archive 2025-07-28

Creative Commons Attribution 4.0 International

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

Variants archive 2025-07-28

  • Archival bundle of the data used for "Predictive Auto-scaling with OpenStack Monasca" (UCC 2021)

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections