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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>
macOS/iOS: - macOS Apple Silicon (arm64) - macOS Intel (x64) - iOS XCFramework
Linux: - Ubuntu x64 (CPU) - Ubuntu x64 (Vulkan) - Ubuntu s390x (CPU)
Windows: - Windows x64 (CPU) - Windows arm64 (CPU) - Windows x64 (CUDA 12) - Windows x64 (CUDA 13) - Windows x64 (Vulkan) - Windows x64 (SYCL) - Windows x64 (HIP)
openEuler: - openEuler x86 (310p) - openEuler x86 (910b) - openEuler aarch64 (310p) - openEuler aarch64 (910b)