SageMaker Batch Transform will automatically split your input file into whatever payload size is specified if you use
"SplitType": "Line" and
"BatchStrategy": "MultiRecord". There's no need to split files yourself or to use large payload sizes unless you have very large single records.
Hope that helps!
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