Polyculture farming, where multiple crop species are grown simultaneously, has potential to reduce pesticide and water usage while improving the utilization of soil nutrients. However, it is much harder automate polyculture than monoculture. To facilitate research, we present AlphaGardenSim, a fast, first order, open-access farming simulator with single plant growth irrigation models tuned usin...