digital-garbageandClaude Sonnet 4.6
5c648b4904
- Re-register FunPackSaveRefinementLatent in __init__.py. Node now saves video-only latents for creativity masking (V1 refiner path removed - V1 is retired). Input simplified: latent + refinement_key, no mode field. - ltx_enhancements: add _creativity_latent_path(), save_creativity_latent() (video-only, skips audio/AV), and load_and_apply_creativity_mask() which auto-loads the saved latent by key, computes spatial variance mask, adds scaled noise to high-variance regions, returns modified latent or None. - FunPackVideoRefinerV2: add video_latent as 7th return (LATENT). Auto-loads creativity latent by refinement_key each run; None when no saved latent or reward >= 0.8. - FunPackStudio: same video_latent output appended to return tuple. Unpacks refine_v2's 7-value return correctly. - Renamed creative_latent -> video_latent throughout. Workflow: KSampler -> Save Refinement Latent (saves by key) -> next run Studio/V2 auto-loads it, computes mask, outputs video_latent -> KSampler. EmptyLTXVideoLatent gives flat mask (no-op). Real generated latent gives spatial differentiation. Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
129 lines
5.1 KiB
Python
129 lines
5.1 KiB
Python
# ComfyUI-FunPack/__init__.py
|
|
|
|
if __package__:
|
|
from .conditioning import (
|
|
FunPackAdvisorLLM,
|
|
FunPackConditioningAdjust,
|
|
FunPackLorebookEnhancer,
|
|
FunPackPromptCombiner,
|
|
FunPackPromptEnhancer,
|
|
FunPackSaveRefinementLatent,
|
|
FunPackStoryWriter,
|
|
FunPackStudio,
|
|
FunPackVideoRefinerV2,
|
|
)
|
|
from .image_processing import (
|
|
FunPackClipVisionOutputCombine,
|
|
FunPackContinueVideo,
|
|
FunPackStoryMemKeyframeExtractor,
|
|
FunPackStoryMemLastFrameExtractor,
|
|
FunPackVideoStitch,
|
|
)
|
|
from .model_management import FunPackApplyLoraWeights, FunPackLoraLoader
|
|
from .samplers import FunPackHybridEuler2SSampler, FunPackDistilledFlowSampler
|
|
from .context_transition import FunPackContextTransitionWindows
|
|
from .templates import FunPackRefinementKeyLoader, FunPackSceneBuilder
|
|
else:
|
|
# Standalone tests may not have the full ComfyUI/CUDA runtime loaded.
|
|
from conditioning import (
|
|
FunPackAdvisorLLM,
|
|
FunPackConditioningAdjust,
|
|
FunPackLorebookEnhancer,
|
|
FunPackPromptCombiner,
|
|
FunPackPromptEnhancer,
|
|
FunPackSaveRefinementLatent,
|
|
FunPackStoryWriter,
|
|
FunPackStudio,
|
|
FunPackVideoRefinerV2,
|
|
)
|
|
try:
|
|
from image_processing import (
|
|
FunPackClipVisionOutputCombine,
|
|
FunPackContinueVideo,
|
|
FunPackStoryMemKeyframeExtractor,
|
|
FunPackStoryMemLastFrameExtractor,
|
|
FunPackVideoStitch,
|
|
)
|
|
except Exception:
|
|
FunPackClipVisionOutputCombine = None
|
|
FunPackContinueVideo = None
|
|
FunPackStoryMemKeyframeExtractor = None
|
|
FunPackStoryMemLastFrameExtractor = None
|
|
FunPackVideoStitch = None
|
|
try:
|
|
from model_management import FunPackApplyLoraWeights, FunPackLoraLoader
|
|
except Exception:
|
|
FunPackApplyLoraWeights = None
|
|
FunPackLoraLoader = None
|
|
try:
|
|
from samplers import FunPackHybridEuler2SSampler, FunPackDistilledFlowSampler
|
|
except Exception:
|
|
FunPackHybridEuler2SSampler = None
|
|
FunPackDistilledFlowSampler = None
|
|
try:
|
|
from context_transition import FunPackContextTransitionWindows
|
|
except Exception:
|
|
FunPackContextTransitionWindows = None
|
|
try:
|
|
from templates import FunPackRefinementKeyLoader, FunPackSceneBuilder
|
|
except Exception:
|
|
FunPackRefinementKeyLoader = None
|
|
FunPackSceneBuilder = None
|
|
|
|
WEB_DIRECTORY = "./web"
|
|
|
|
NODE_CLASS_MAPPINGS = {
|
|
"FunPackAdvisorLLM": FunPackAdvisorLLM,
|
|
"FunPackConditioningAdjust": FunPackConditioningAdjust,
|
|
"FunPackStudio": FunPackStudio,
|
|
"FunPackPromptCombiner": FunPackPromptCombiner,
|
|
"FunPackStoryMemKeyframeExtractor": FunPackStoryMemKeyframeExtractor,
|
|
"FunPackStoryMemLastFrameExtractor": FunPackStoryMemLastFrameExtractor,
|
|
"FunPackPromptEnhancer": FunPackPromptEnhancer,
|
|
"FunPackStoryWriter": FunPackStoryWriter,
|
|
"FunPackVideoStitch": FunPackVideoStitch,
|
|
"FunPackClipVisionOutputCombine": FunPackClipVisionOutputCombine,
|
|
"FunPackContinueVideo": FunPackContinueVideo,
|
|
"FunPackLorebookEnhancer": FunPackLorebookEnhancer,
|
|
"FunPackVideoRefinerV2": FunPackVideoRefinerV2,
|
|
"FunPackSaveRefinementLatent": FunPackSaveRefinementLatent,
|
|
"FunPackHybridEuler2SSampler": FunPackHybridEuler2SSampler,
|
|
"FunPackDistilledFlowSampler": FunPackDistilledFlowSampler,
|
|
"FunPackContextTransitionWindows": FunPackContextTransitionWindows,
|
|
"FunPackApplyLoraWeights": FunPackApplyLoraWeights,
|
|
"FunPackLoraLoader": FunPackLoraLoader,
|
|
"FunPackRefinementKeyLoader": FunPackRefinementKeyLoader,
|
|
"FunPackSceneBuilder": FunPackSceneBuilder,
|
|
}
|
|
NODE_CLASS_MAPPINGS = {name: cls for name, cls in NODE_CLASS_MAPPINGS.items() if cls is not None}
|
|
|
|
NODE_DISPLAY_NAME_MAPPINGS = {
|
|
"FunPackAdvisorLLM": "FunPack Advisor LLM",
|
|
"FunPackConditioningAdjust": "FunPack Conditioning Adjust",
|
|
"FunPackStudio": "FunPack Studio",
|
|
"FunPackPromptCombiner": "FunPack Prompt Combiner",
|
|
"FunPackStoryMemKeyframeExtractor": "FunPack StoryMem Keyframe Extractor",
|
|
"FunPackStoryMemLastFrameExtractor": "FunPack StoryMem Last Frame Extractor",
|
|
"FunPackPromptEnhancer": "FunPack Prompt Enhancer (Standalone)",
|
|
"FunPackStoryWriter": "FunPack Story Writer",
|
|
"FunPackVideoStitch": "FunPack Video Stitch",
|
|
"FunPackClipVisionOutputCombine": "FunPack CLIP Vision Output Combine",
|
|
"FunPackContinueVideo": "FunPack Continue Video",
|
|
"FunPackLorebookEnhancer": "FunPack Lorebook Enhancer",
|
|
"FunPackVideoRefinerV2": "FunPack Video Refiner V2",
|
|
"FunPackSaveRefinementLatent": "FunPack Save Refinement Latent",
|
|
"FunPackHybridEuler2SSampler": "FunPack Hybrid Euler 2S Sampler",
|
|
"FunPackDistilledFlowSampler": "FunPack Distilled Flow Sampler",
|
|
"FunPackContextTransitionWindows": "FunPack Context Transition Windows",
|
|
"FunPackApplyLoraWeights": "FunPack Apply LoRA Weights",
|
|
"FunPackLoraLoader": "FunPack LoRA Loader",
|
|
"FunPackRefinementKeyLoader": "FunPack Refinement Key Loader",
|
|
"FunPackSceneBuilder": "FunPack Scene Builder",
|
|
}
|
|
|
|
__all__ = [
|
|
"NODE_CLASS_MAPPINGS",
|
|
"NODE_DISPLAY_NAME_MAPPINGS",
|
|
"WEB_DIRECTORY",
|
|
]
|