kenya-jug/regression

Improve Log Parsing and Loading Performance

开放

#47 创建于 2025年5月20日

 (4 条评论) (0 个反应) (1 位负责人)Java (12 个派生)auto 404
Coregood first issue

仓库指标

星标
 (7 个星标)
PR 合并指标
 (PR 指标待抓取)

描述

Enhance the performance of the log ingestion pipeline, focusing on faster parsing and loading of log files, especially large or high-volume files.

Problem:

  • Current log ingestion is slow or memory-intensive, leading to delays and potential timeouts or OutOfMemoryError exceptions.
  • Performance bottlenecks may exist in file I/O, parsing logic, or database/storage writes.

Goals:

  • Speed up log parsing and reduce memory consumption.
  • Handle large files efficiently without crashing or hanging.
  • Improve throughput for high-frequency log ingestion.

Proposed Improvements:

  • 1. Replace Files.readAllBytes() / readString() with streaming methods (e.g., BufferedReader, Files.lines()).
  • 2. Optimize parsing logic to avoid unnecessary object creation or string manipulation.
  • 3. Use batch processing or async queues for loading parsed logs into storage.
  • 4. Profile and monitor performance to identify slow points (e.g., with Java Flight Recorder or VisualVM).
  • 5. Consider parallel processing for independent files or chunks of data.

贡献者指南