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Parent(s):
Duplicate from Lemma-RCA-NEC/Cloud_Computing_Preprocessed
Browse filesCo-authored-by: Zhengzhang Chen <KnowledgeDiscovery@users.noreply.huggingface.co>
- .gitattributes +55 -0
- Log Data/20231207.zip +3 -0
- Log Data/20231221.zip +3 -0
- Log Data/20240115.zip +3 -0
- Log Data/20240124.zip +3 -0
- Log Data/20240215.zip +3 -0
- Metrics Data/20231207.zip +3 -0
- Metrics Data/20231221.zip +3 -0
- Metrics Data/20240115.zip +3 -0
- Metrics Data/20240124.zip +3 -0
- Metrics Data/20240207.zip +3 -0
- Metrics Data/20240215.zip +3 -0
- README.md +46 -0
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Log Data/20231207.zip
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README.md
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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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## Timezone Note (Important)
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PPTX scenario slides use Japan Standard Time (JST) for measurement periods and failure timestamps, because the real testbed is located in Japan and failures were recorded locally.
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All metric and log data are timestamped in UTC.
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This means there is a 9-hour offset between the PPTX timestamps and the data files.
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For example:
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11:30 JST → 02:30 UTC
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When aligning ground truth with the metric/log data, please convert all PPTX times from JST to UTC.
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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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## License:
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cc-by-nd-4.0: NoDerivatives.
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