mtmd: refactor audio preprocessing (#17978)
* mtmd: refactor audio preprocessing * refactor Co-authored-by: Tarek <tdakhran@users.noreply.github.com> * wip * wip (2) * improve constructor * fix use_natural_log * fix padding for short input * clean up * remove need_chunking --------- Co-authored-by: Tarek <tdakhran@users.noreply.github.com>
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