refactor(streaming): unify preprocessing and add queued stream sources#113
Merged
DeepKnowledge1 merged 4 commits intoDeepKnowledge1:mainfrom Dec 15, 2025
Merged
refactor(streaming): unify preprocessing and add queued stream sources#113DeepKnowledge1 merged 4 commits intoDeepKnowledge1:mainfrom
DeepKnowledge1 merged 4 commits intoDeepKnowledge1:mainfrom
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📝 Description
This PR refactors and hardens the streaming data pipeline to support reliable real-time inference.
It introduces queued, background-driven stream sources (Webcam, Video, MQTT, TCP) to decouple capture/receive rates from inference speed, and unifies preprocessing by moving all transform logic into the dataset layer.
The changes fix multiple streaming stability issues (thread lifecycle, blocking I/O, dataset length assumptions) and align streaming behavior with the existing offline dataset contract.
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