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You can use graphs.nauty_geng, for example, if you want to iterate over all connected graphs of length 7, you can do:

  sage: gen = graphs.nauty_geng("7 -c")
  sage: for g in gen:
  ....:     do some stuff with g

See graphs.nauty_geng? for more details.