Andy Carroll, who has missed the last five games, was among the party.
Alan Pardew remains hopeful he could make the trip to Fulham on February 2nd.
Alan Pardew: "Andy Carroll could make the Fulham game. We will take him on the training camp to Portugal, and hopefully, he will be in with a chance for Fulham."