The 32-year-old pregnant singer has a one-year-old daughter named Maxwell Drew with Johnson, reported Us magazine.
Simpson began dating Johnson in May, 2010.
"During her baby shower, Simpson was telling friends she wanted to get married a few months after the baby is born," a source said.
Simpson and former NFL star have had to cancel their nuptials twice due to her pregnancy.
"Jessica said, 'Let's have this wedding already before I get pregnant with another one!'" the source added.
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