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_gsocblogs/2025/blog_Intelligent_Logging_Pipeline_OsamaTahir.md

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@@ -35,10 +35,10 @@ modern HEP experiments.
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### Objectives
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<p align="justify">
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The project extended NopayloadDB, the HSF-referenced conditions
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database [1], by introducing a centralized and intelligent logging system.
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database [1], by introducing a centralized and intelligent logging pipeline.
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The main goal was to provide centralized log aggregation, structured
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parsing and storage for easier querying, and anomaly detection using
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DeepLog to detect anomalies. The system also aimed to support real-time
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DeepLog to detect anomalies. The pipeline also aimed to support real-time
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monitoring and diagnostics for different stakeholders. It detected
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issues before escalation and provided insights for tuning system
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parameters. The design emphasized scalability, modularity, and

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