In his commentary on Midrash Rabbah, Rabbi Ze’ev Wolf Einhorn (d. 1862) wrote that: “the opinion of our sages of blessed memory in these matters is well known: They believed that the Earth and the Great Ocean were flat.”

https://www.academia.edu/688606/A_Study_in_Rabbinic_Cosmology