my beloved: This refers to the Lord. The prophet was singing this song on the Lord’s behalf.
At first, the song seems like a love song. But by Isaiah 5:3, readers realize it is actually a complaint.
For more on Israel as God’s vineyard, see also Isaiah 3:14; Matthew 21:33–46; John 15:1–17.