[core][compiled graphs]Support reduce scatter and all gather collective for gpu communicator in compiled graph

[anyadontfly]

Why are these changes needed?

Currently we do not have other collective operations except allreduce in Ray Compiled Graphs, we plan to add the other collective operations required in FSDP in the future.

Proposed API:
For reduce scatter:

import ray.experimental.collective as collective

with InputNode() as inp:
    dag = [worker.return_tensor.bind(inp) for worker in workers]
    dag = collective.reducescatter.bind(dag, ReduceOp.SUM)
    dag = MultiOutputNode(dag)

For all agther:

import ray.experimental.collective as collective

with InputNode() as inp:
    dag = [worker.return_tensor.bind(inp) for worker in workers]
    dag = collective.allgather.bind(dag)
    dag = MultiOutputNode(dag)

Related issue number

Meta-issue: #47983

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