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--- |
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license: cc-by-nc-4.0 |
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tags: |
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- root cause analysis |
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- microservice system |
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- multi-modal learning |
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- time series analysis |
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- log analysis |
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pretty_name: Cloud Computing Data |
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size_categories: |
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- 100M<n<1B |
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task_categories: |
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- time-series-forecasting |
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--- |
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## Data Description: |
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Preprocessed system metrics and log data from Cloud Computing Platform. |
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Constructed the metric time series (as npy format) from the original metrics data (Json format). |
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Extracted the log messages from the original log data (Json format). Parsed the log messages into log event templates. |
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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. |
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## Citation: |
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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) |
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## References: |
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[1] Lecheng Zheng, Zhengzhang Chen, Jingrui He, Haifeng Chen: |
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MULAN: Multi-modal Causal Structure Learning and Root Cause Analysis for Microservice Systems. WWW 2024: 4107-4116. |
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[2] Dongjie Wang, Zhengzhang Chen, Jingchao Ni, Liang Tong, Zheng Wang, Yanjie Fu, Haifeng Chen: |
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Interdependent Causal Networks for Root Cause Localization. KDD 2023: 5051-506. |
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[3]. Dongjie Wang, Zhengzhang Chen, Yanjie Fu, Yanchi Liu, Haifeng Chen: |
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Incremental Causal Graph Learning for Online Root Cause Analysis. KDD 2023: 2269-2278. |
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## License: |
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cc-by-nc-4.0: NonCommercial — You can not use the data for commercial purposes. |
