He said in a statement: "Sophie and I would like to share the fact that after many meaningful and difficult conversations, we have made the decision to separate. "As always, we remain a close family with deep love and respect for each other and for everything we have built and continue to build."Mr Trudeau's office said the two had signed a legal agreement.