Battery life for fingerprint scanner on espnow?

Hi, I’m planning to make battery powered fingerprint scanner using R503 (or similar).
Any recommended battery pack and how long would it last if it’s running on espnow like this

I’ve never used battery before this since I usually have the esp plugged in.
Would it require setting up deep sleep?

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