Asynchronous usage

All of the interfaces in Modal are available in both asynchronous and blocking versions. The async versions are available for import from the modal.aio module, where classes are prefixed with the Aio prefix. E.g., instead of modal.Stub you can use modal.AioStub to get asynchronous interfaces on most methods, intended to be used with Python’s asyncio library.

import asyncio
import modal.aio

stub = modal.aio.AioStub()

async def myfunc():

# some kind of async entrypoint method is needed since Python doesn't allow async code in module scope
async def main():
    async with
        # executes 100 calls to myfunc in parallel
        await asyncio.gather(*[myfunc() for i in range(100)])

if __name__ == "__main__":

If you are comfortable with asynchronous programming, you can use it to create arbitrary parallel execution patterns, with the added benefit that any Modal functions will be executed remotely.