Encoders are a vital component in many applications that require motion control and feedback information. Whether a system’s requirement is speed, direction, or distance, an encoder produces control ...

"""Cache PE-Core (or other registered vision-encoder) features. Mirrors the live PE encoding done at training time so callers can read patch-token features off disk instead of running the encoder ...

Compute basic stats: message counts, word counts, media and deleted messages. Monthly and daily activity summaries and heatmap-ready data. Word cloud generation and most-common message extraction.

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