Imperative API

[nfcampos]

• Whereas Send is for fire-and-forget type of calls, new call and acall functions are for flows where you want to wait for the node to finish before doing something else
• Because we return regular python future objects (concurrent.futures.Future or asyncio.Future) all the python primitives for working with futures work, eg. wait, gather, etc

    @task()
    def mapper(input: str) -> str:
        print(f"mapper {input}")
        return input * 2

    @imp(checkpointer=checkpointer)
    def graph(input: list[str]) -> list[str]:
        futures = [mapper(i) for i in input]
        mapped = [f.result() for f in futures]
        return mapped

    thread1 = {"configurable": {"thread_id": "1"}}
    assert graph.invoke(["0", "1"], thread1) == ["00", "11"]