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If you have Acces to 6061-T6 alluminum alloy 3mm can be enough, UTS of 6061-T6 is high enough to be on the suggested material specs: recommended UTS is 305N/mm2.
However many people build the frame with S235 steel (UTS 20% under the spec's) and they are happy with overall strength and rigidity.