enhance: cache file reader to avoid init every time when we read remote files

[chasingegg]

issue: #45916

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[INFO] PR Label Summary by Default [WARNING] No dependent PR reference found

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• PR: #45915
• Title: enhance: cache file reader to avoid init every time when we read remote files Please set a milestone for better release tracking

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