[Bug] 1st gen of batched gens is different than the one without batching
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Description
The 1st gen of a `batch_size` of > 1 looks different than the gen with a `batch_size` of 1.
Also, the 1st gen seems to look better and better if you keep increasing the `batch_size`?
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