It's a Rhubarb, I think.

I didn't know the Scientific name so I had to Google it which is Rheum Rhabarbarum.

I have never seen it in Pakistan nor eaten it but have seen this red veggie a lot in Master Chef Australia show. It's leaves are said to be very poisonous.