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dcc.yaml
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Name: The MIT Supercloud Dataset
Description: Collection of parsed datacenter logs and time series data of hardware utilization from the MIT Supercloud system.
Documentation: https://github.com/MIT-AI-Accelerator/datacenter-challenge
Contact: [email protected]
ManagedBy: Siddharth Samsi
UpdateFrequency: Data will be updated annually
Tags:
- datacenter
- HPC
- cloud computing
- workload analysis
- energy
- aws-pds
License: http://creativecommons.org/licenses/by-nc-nd/4.0/
Citation: Samsi, Siddharth, Weiss, Matthew, Bestor, David, et al. "The MIT Supercloud Dataset." 2021 IEEE High Performance Extreme Computing Conference (HPEC). IEEE, 2021.
Resources:
- Description: The MIT Supercloud Dataset
ARN: arn:aws:s3:::mit-supercloud-dataset
Region: us-west-2
Type: S3 Bucket
DataAtWork:
Tutorials:
- Title: Introduction to the MIT Supercloud Dataset
URL: https://nbviewer.org/github/MIT-AI-Accelerator/MIT-Supercloud-Dataset/blob/main/notebooks/Intro-to-MIT-Supercloud-Dataset.ipynb
AuthorName: Matthew Weiss
NotebookURL: https://github.com/MIT-AI-Accelerator/MIT-Supercloud-Dataset/blob/main/notebooks/Intro-to-MIT-Supercloud-Dataset.ipynb
Services:
- SageMaker Studio Lab
- Title: Generating the labelled dataset
URL: https://nbviewer.org/github/MIT-AI-Accelerator/MIT-Supercloud-Dataset/blob/main/notebooks/Intro-to-MIT-Supercloud-Dataset.ipynb
NotebookURL: https://github.com/MIT-AI-Accelerator/MIT-Supercloud-Dataset/blob/main/notebooks/Intro-to-MIT-Supercloud-Dataset.ipynb
AuthorName: Matthew Weiss
AuthorURL: https://github.com/MIT-AI-Accelerator/workload-classification
Services:
- SageMaker Studio Lab
Tools & Applications:
- Title: The MIT Supercloud Workload Classification Challenge
URL: https://github.com/MIT-AI-Accelerator/workload-classification
AuthorName: Benny J. Tang, Qiqi Chen, Matthew L. Weiss, et. al.
Publications:
- Title: The MIT Supercloud Dataset
URL: https://arxiv.org/abs/2108.02037
AuthorName: Siddharth Samsi, Matthew Weiss, David Bestor, et. al.
- Title: "AI-Enabling Workloads on Large-Scale GPU-Accelerated System: Characterization, Opportunities, and Implications"
URL: https://doi.ieeecomputersociety.org/10.1109/HPCA53966.2022.00093
AuthorName: Baolin Li, Rohin Arora, Siddharth Samsi, et. al.
AuthorURL: https://github.com/boringlee24/HPCA22_SuperCloud
- Title: The MIT Supercloud Workload Classification Challenge
URL: https://arxiv.org/abs/2204.05839
AuthorName: Benny J. Tang, Qiqi Chen, Matthew L. Weiss, et. al.
AuthorURL: https://github.com/MIT-AI-Accelerator/workload-classification