license: cc-by-nc-4.0
tags:
- root cause analysis
- microservice system
- multi-modal learning
- time series analysis
- log analysis
pretty_name: Cloud Computing Data
size_categories:
- 100M<n<1B
task_categories:
- time-series-forecasting
Data Description:
Preprocessed system metrics and log data from Cloud Computing Platform.
Constructed the metric time series (as npy format) from the original metrics data (Json format).
Extracted the log messages from the original log data (Json format). Parsed the log messages into log event templates.
Note: 20240207 data does not contain EKS log data; it solely comprises CloudTrail log data in CSV format. Consequently, this dataset does not require preprocessing with a log parser.
Citation:
Lecheng Zheng, Zhengzhang Chen, Dongjie Wang, Chengyuan Deng, Reon Matsuoka, and Haifeng Chen: LEMMA-RCA: A Large Multi-modal Multi-domain Dataset for Root Cause Analysis. CoRR abs/2406.05375 (2024)
References:
[1] Lecheng Zheng, Zhengzhang Chen, Jingrui He, Haifeng Chen: MULAN: Multi-modal Causal Structure Learning and Root Cause Analysis for Microservice Systems. WWW 2024: 4107-4116.
[2] Dongjie Wang, Zhengzhang Chen, Jingchao Ni, Liang Tong, Zheng Wang, Yanjie Fu, Haifeng Chen: Interdependent Causal Networks for Root Cause Localization. KDD 2023: 5051-506.
[3]. Dongjie Wang, Zhengzhang Chen, Yanjie Fu, Yanchi Liu, Haifeng Chen: Incremental Causal Graph Learning for Online Root Cause Analysis. KDD 2023: 2269-2278.
License:
cc-by-nc-4.0: NonCommercial — You can not use the data for commercial purposes.