- Updated `SessionImageSender` to conditionally save keyframe only when not in the final cycle.
- Updated `IncrementalVideoStitcher` to return full concatenated tensor when in the final cycle, avoiding dummy frame output and blocking downstream nodes.
- Expose `IS_FINAL_CYCLE` boolean from `IncrementalVideoStitcher` to UI for downstream conditionals.
- Replaces LoadVideoWithSourceAudio with VideoAnalyzerWithAudio (the "Explorer").
- Introduces OpenCV-based frame scanning to detect sharp and frontal faces.
- Updates AutoLoopCalculator (the "Brain") to utilize safe_faces_list for asymmetric intelligent cuts.
- Updates __init__.py to register the new node correctly with the corresponding display name mapping ("🕵️ Video Analyzer + Audio").
- Introduced global state memory (`global_source_frame_count`, `global_target_frames`, `global_stride`) in `loop.py`.
- Removed visual `source_frame_count` wire from `AutoLoopCalculator` in `video.py`
- Upgraded `AutoLoopCalculator` to execute as a blind "Explorer" in Cycle 0.
- Updated `LoadVideoWithSourceAudio` to intercept real `source_frame_count` directly from VHS payloads.
- Added dynamic calculation of total cycles based on intercepted frames at the end of Cycle 0.
- Se actualizaron las descripciones en README.md y README_EN.md para reflejar las nuevas capacidades de LoadVideoWithSourceAudio (widget UI intacto, upload directo) y el Stitcher (INPUT_IS_LIST=False, passthrough directo de audio al último frame).
- Se restauraron los scripts de testing en `tests/` que se habían eliminado accidentalmente.
- Se reimplementó `LoadVideoWithSourceAudio` para envolver adecuadamente `VHS_LoadVideo`, añadiendo la directiva de UI "video_upload", y métodos para la verificación de cambios (IS_CHANGED, VALIDATE_INPUTS) mientras se conserva el widget de UI.
- Se ha expuesto explícitamente `INPUT_IS_LIST = False` en `IncrementalVideoStitcher` para forzar el tratamiento de imágenes como tensores puros.
- El passthrough de audio en `IncrementalVideoStitcher` ya funciona correctamente de forma predeterminada sin cambios adicionales.
- Se agregó el nuevo alias de nodo en `__init__.py` para su registro en ComfyUI.
Changes:
- Modified IncrementalVideoStitcher to process IMAGE tensors directly instead of MP4 lists.
- Implemented RAM/VRAM saving mechanism by saving tensor state dynamically to `.pt` files and cleaning them manually via `gc`.
- Introduced LoadVideoWithSourceAudio mapping to extract complete original tracks dynamically.
- Created `video.py` introducing the `FFmpegVideoStitcher` node to concatenate video chunks generated via sequential batch loops.
- Registered the node into ComfyUI's standard mapping dictionaries in `__init__.py`.
- Added check for FFmpeg installation using `shutil.which` and raising a ComfyUI-friendly error if it's missing.
- Updated node output file saving logic to utilize ComfyUI's native `folder_paths.get_output_directory()`.
- Revised `README.md` and `README_ES.md` with explicit instructions on how to set up the workflow (VHS Combine integration) and provided warnings emphasizing the need for `easy cleanGpuUsed` after VAE decoders to prevent PyTorch OOM exceptions during iterative batching loops.
Meisoftcoltd