Yes, it is meant to revert to slow by default. Fast is meant only for use during initial indexing, or when you add lots of books and want to index them quickly. Therefore when you close the indexer window, it reverts to slow. Fast makes the calibre UI (and your computer depending on specs) become very sluggish.
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