This repository contains preprocessed workload datasets related to Google Cloud and Alibaba clusters. The datasets are organized into subfolders for each year and type of workload.
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GC11 (Google Cloud 2011)/
data/: Contains data related to Google Cloud workload for the year 2011.preprocessing_scripts/: Contains preprocessing scripts for the Google Cloud 2011 data.
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GC19 (Google Cloud 2019)/
machine-level/: Contains data and scripts specific to machine-level workload.cluster-level/: Contains data and scripts specific to cluster-level workload. Each of which is divided in:data/: Contains data related to Google Cloud workload for the year 2019.preprocessing/: Contains preprocessing scripts for the Google Cloud 2019 data.
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AC18 (Alibaba Cluster 2018)/
data/: Contains data related to Alibaba cluster workload for the year 2018.preprocessing_scripts/: Contains preprocessing scripts for the Alibaba Cluster 2018 data.
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AC20 (Alibaba Cluster 2020)/
data/: Contains data related to Alibaba cluster workload for the year 2020.preprocessing_scripts/: Contains preprocessing scripts for the Alibaba Cluster 2020 data.
- Clone this repository to your local machine.
- Explore the data and use the preprocessing scripts as needed.
If you use these preprocessed datasets in a scientific publication, we would appreciate using the following citations:
@inproceedings{rossi2022bayesian,
title={Bayesian uncertainty modelling for cloud workload prediction},
author={Rossi, Andrea and Visentin, Andrea and Prestwich, Steven and Brown, Kenneth N},
booktitle={2022 IEEE 15th International Conference on Cloud Computing (CLOUD)},
pages={19--29},
year={2022},
organization={IEEE}
}
@article{rossi2023uncertainty,
title={Uncertainty-Aware Workload Prediction in Cloud Computing},
author={Rossi, Andrea and Visentin, Andrea and Prestwich, Steven and Brown, Kenneth N},
journal={arXiv preprint arXiv:2303.13525},
year={2023}
}
@inproceedings{rossi2023clustering,
title={Clustering-Based Numerosity Reduction for Cloud Workload Forecasting},
author={Rossi, Andrea and Visentin, Andrea and Prestwich, Steven and Brown, Kenneth N},
booktitle={International Symposium on Algorithmic Aspects of Cloud Computing},
pages={115--132},
year={2023},
organization={Springer}
}