The 18-year-old has had surgery on the injury he sustained on 15 September in the under-18's 1-0 loss against Fulham.
Boss Gary Johnson told City's website: "The injury is unfortunate but I'm sure that Jordan will come fighting back."
Walker is a first-year professional who joined the club's schoolboy programme when he was 15.
BBC