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Added real ComfyUI/AIMDO DynamicVRAM support for the native Higgs v3 model and audio codec.
Higgs model and codec weights now load CPU-first, then register through ComfyUI model management.
Added Comfy-castable wrappers for Higgs/Qwen/codec modules so AIMDO can stage and page weights instead of force-preloading them.
Added AIMDO-aware Whisper ASR staging:
Whisper loads on CPU first when AIMDO DynamicVRAM is active.
Whisper modules are converted for Comfy dynamic casting before registration.
Whisper now participates in ComfyUI memory management more correctly.
Fixed
Fixed HiggsAudioV2TokenizerModel crashing during AIMDO registration because its .device property was read-only.
Fixed ugly WhisperForConditionalGenerationComfyWritableDevice / codec class names in logs while keeping the writable device shim.
Fixed partial-load cleanup so if codec registration fails after the main model loads, the already-loaded model is detached and cleaned up instead of lingering.
Improved hard unload integration with ComfyUI native unload calls.
Updated Whisper registration warning text to refer to ComfyUI memory management.
Changed
Replaced the older custom/fake Higgs memory tracking path with ComfyUI’s real model patcher flow.
Updated README and README_zh to document AIMDO DynamicVRAM behavior.
Updated package metadata to v0.1.7.
Notes
AIMDO DynamicVRAM can reduce live VRAM pressure by paging weights, but the recommended target remains 11 GB+ VRAM until lower-VRAM workflows are tested thoroughly.