Archival bundle of the data used for "Extending OpenStack Monasca for Predictive Elasticity Control"
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This archive contains the data used for the paper <strong>Extending OpenStack Monasca for Predictive Elasticity Control</strong><br> Giacomo Lanciano*, Filippo Galli, Tommaso Cucinotta, Davide Bacciu, Andrea Passarella Follow the instructions provided in the companion repo to automatically download and decompress the archive. The following files are included: <strong>File</strong> <strong>Description</strong> amphora-x64-haproxy.qcow2 Image used to create Octavia amphorae distwalk-{lin,aim,mlp,rnn,stc}-<INCREMENTAL-ID>.csv Run traces 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 This work extends our previous one appeared at the <em>IEEE/ACM 14th International Conference on Utility and Cloud Computing (UCC'21)</em>. * <em>contact author</em>



