[gemini] support save state dict in shards

[ver217]

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Support save state dict in shards and add corresponding test. This will save peak memory usage compared to gathering the whole state dict then sharding.

Usage:

model = ZeroDDP(model, ...)

for shard in model.state_dict_shard(max_shard_size=1024):
    # save the shard
    pass

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