列巴 is a sound loan of Russian хлеб (khleb) "bread", and
大 "big" was added for the size of the round loaf, which weighs about two kilos. It came with the Russians who built the railway through Harbin;
秋林 is the best-known maker, and the loaf is the classic gift to bring home from the city.