Omkar2118/datasets huggingface dataset:
Archival bundle of the data used for "Predictive Auto-scaling with OpenStack Monasca" (UCC 2021)

Follow the instructions provided in the [companion repo](https://github.com/giacomolanciano/UCC2021-predictive-auto-scaling-openstack) 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      |

Introducing paper: Predictive Auto-scaling with OpenStack Monasca