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

Creative Commons Attribution 4.0 InternationalIntroduced 2021-11-03

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 |