redundant Checks, audio_prompt to Tensor, and adding accelerator+autocastfor evaluation#804

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Commits on Jan 27, 2025

improve redundant checking points, convert audio_prompt into tensor and ensure same device location, adding accelartor and autocast to model eval mode the mixing technique
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