Archival bundle of the data used for "Extending OpenStack Monasca for Predictive Elasticity Control"

This archive contains the data used for the paper Extending OpenStack Monasca for Predictive Elasticity Control 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: File Description amphora-x64-haproxy.qcow2 Image used to create Octavia amphorae distwalk-{lin,aim,mlp,rnn,stc}-.csv Run traces distwalk-{lin,mlp,rnn,stc}-.log distwalk run log distwalk-{lin,mlp,rnn,stc}--pred.json Predictive metric data exported from Monasca DB distwalk-{lin,mlp,rnn,stc}--real.json Actual metric data exported from Monasca DB distwalk-{lin,mlp,rnn,stc}--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 IEEE/ACM 14th International Conference on Utility and Cloud Computing (UCC'21). * contact author