Datasets:
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README.md
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dtype: string
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- name: node_repeat
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dtype: string
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- name: type
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- name: content
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dtype: string
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- name: anomaly
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dtype: int8
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splits:
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- name: train
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num_bytes: 861942384
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num_examples: 4747963
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download_size: 123946518
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dataset_size: 861942384
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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pretty_name: BGL
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dataset_name: logfit-project/BGL
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task_categories:
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- text-classification
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language:
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- en
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size_categories:
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- 1M<n<10M
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annotations_creators:
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- logfit-project
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license: other
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---
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# Dataset Card for logfit-project/BGL
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## Dataset Summary
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The BlueGene/L (BGL) dataset contains console logs emitted by a 131,072-processor BlueGene/L supercomputer
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operated at Lawrence Livermore National Laboratory. Each line records hardware or software events tagged
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with an alert category, enabling downstream research on alert detection, prediction, and log analytics.
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## Supported Tasks and Leaderboards
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- anomaly-detection: binary or multi-class classification of alert categories.
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- log-parsing: template discovery and sequence modeling for high-performance computing (HPC) systems.
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## Dataset Structure
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- `label`: Alert category tag (`-` indicates a non-alert informational message).
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- `timestamp`: Unix epoch timestamp associated with the log event.
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- `date`: Calendar date formatted as `YYYY.MM.DD`.
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- `node`: Hardware node identifier that emitted the log line.
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- `time`: Precise timestamp including microseconds (`YYYY-MM-DD-HH.MM.SS.xxxxxx`).
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- `node_repeat`: Repeated node identifier found in the structured dataset.
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- `type`: High-level event type (e.g., `RAS`).
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- `component`: Subsystem reporting the log (e.g., `KERNEL`).
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- `level`: Severity level accompanying the event.
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- `content`: Verbose description of the underlying event.
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- `anomaly`: Binary indicator (`1` for alert labels, `0` for non-alert `-`).
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## Source Data
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- **Homepage:** https://github.com/logpai/loghub/tree/master/BGL
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- **Original Maintainers:** The LogPAI team (https://logpai.com/).
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- **Additional Context:** https://www.usenix.org/cfdr-data#hpc4
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## Dataset Creation
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The raw BlueGene/L logs are parsed with a deterministic regular expression to reproduce the schema
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published in `BGL_2k.log_structured.csv`. The transformation streams lines sequentially so the full corpus
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can be processed without loading the entire file into memory.
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## Uses
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Suitable for supervised alert detection, failure prediction, anomaly detection, sequence modeling of HPC
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logs, and benchmarking log parsing techniques.
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## Citation
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- Adam J. Oliner, Jon Stearley. "What Supercomputers Say: A Study of Five System Logs", DSN 2007.
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- Jieming Zhu, Shilin He, Pinjia He, Jinyang Liu, Michael R. Lyu. "Loghub: A Large Collection of System Log
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Datasets for AI-driven Log Analytics", ISSRE 2023.
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## Dataset Statistics
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- Number of log lines: 4747963
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