[qoc] Update docs around TrainingInputBatch - #1995
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This pull request updates type annotations and documentation across several files to clarify that response-level tensors (such as loss_mask, response_mask, and action_log_probs) have a width of response_len (covering only response tokens) rather than seq_len (which spans both prompt and response). The review feedback correctly identifies that loss_mask is annotated as an Integer tensor in both TrainingInput and trainer.py docstrings, whereas its actual runtime type is Float, and suggests correcting these annotations to prevent type-checking discrepancies.
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Add docs to
class TrainingInput.Also fix shape annotation from
seq_lentoresponse_lenfor those fields.