By Maane Khatchatourian
October 09, 2012 at 01:56 PM EDT

Filmmaker Guy Ritchie and his girlfriend model Jacqui Ainsley are engaged, People reports.

The couple have been dating for two years. They are already parents to a one-year-old, son Rafael, and are expecting another child in about six weeks.

The Sherlock Holmes director, 44, was previously married to Madonna and has two sons with the singer. The pair divorced in late 2008 after adopting their second son. This is Ainsley’s first marriage.

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