Early 2000s movie

I vaguely remember this movie, and it was the last movie I saw with my dad as a kid prior to his passing. I think back to it often but the name eludes me. Any help would be greatly appreciated. I remember it was a story of a son and a father. The dad was very eclectic and was searching for a certain book, he and his family collected old books all the time. One of the books characters came to life and was seeking this particular book as well. The dad and son were transported into the novel after I believe the grandfathers library was burnt down. Again it’s been so long I can hardly remember important details. I do remember the conclusion of the movie was that one of the girls inside the book turned out to be the husbands long lost wife

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