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[ControlNet] Support multi-batch multi-controlnet #2855

@sayakpaul

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@sayakpaul

Currently, we don't support passing multiple batches for multiple ControlNets. Elaborate discussions on this are here.

We recently merged #2804 in order to make out users better aware of what is currently supported so that they are not confused about the error messages.

@patrickvonplaten has proposed a short design of how multiple batches when using multiple ControlNets can be handled: #2804 (comment).

This is issue is for keeping track of this feature and for discussing relevant design candidates to accommodate the change.

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