Files
olivv-cs-ComfyUI-FunPack/__init__.py
T
digital-garbageandClaude Fable 5 b7ed4f9fb6 remove block steering + NVFP4 loader - both failed live validation
Block steering: run-averaged block activity is architecture-determined
(varies in the 4th decimal run-to-run), so no scoring scheme - pole EMAs
or reward correlation - could extract a rating signal from it. The idea
needs within-run per-step measurement to have a chance; that is a
research project, not a feature. Removed: module, sampler wiring, the
two trailing widgets (positional reference mapping unaffected), the
Refiner pairing hook, editor knobs, tests. Stale block_snapshot/
block_profile sidecars are inert and covered by the existing
delete_refinement_key sweep.

FunPackNVFP4ModelLoader: the FP4 GEMM path was real (3.35x at 16k
tokens) but end-to-end the user's runs are dominated by everything the
loader cannot touch (attention, prep, encode - the sampler node is
~23s of a ~60s run) while dynamic input quantization added a fixed
per-layer-call toll. Net observed: overhead. Users are better served
by dedicated NVFP4 loaders. Removed: module, registration, tests.

Kept (independently useful): the chain sampler's phase timing report +
quantized-layer census, the nested-AV x0 snapshot fix, and the sm_120
masked-attention work.

Co-Authored-By: Claude Fable 5 <noreply@anthropic.com>
2026-07-02 12:08:08 +03:00

132 lines
5.3 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, FunPackLTXAVSceneChainSampler
from .templates import FunPackRefinementKeyLoader
try:
from . import batch_training # noqa: F401 registers /funpack/batch/* routes
except Exception as _e:
print(f"[FunPack] batch_training routes unavailable: {_e}")
try:
from .movie_editor import server as _movie_editor_server # noqa: F401 registers /funpack/movie/* routes
except Exception as _e:
print(f"[FunPack] Movie Editor routes unavailable: {_e}")
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, FunPackLTXAVSceneChainSampler
except Exception:
FunPackHybridEuler2SSampler = None
FunPackDistilledFlowSampler = None
FunPackLTXAVSceneChainSampler = None
try:
from templates import FunPackRefinementKeyLoader
except Exception:
FunPackRefinementKeyLoader = 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,
"FunPackLTXAVSceneChainSampler": FunPackLTXAVSceneChainSampler,
"FunPackApplyLoraWeights": FunPackApplyLoraWeights,
"FunPackLoraLoader": FunPackLoraLoader,
"FunPackRefinementKeyLoader": FunPackRefinementKeyLoader,
}
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",
"FunPackLTXAVSceneChainSampler": "FunPack LTXAV Scene Chain Sampler",
"FunPackApplyLoraWeights": "FunPack Apply LoRA Weights",
"FunPackLoraLoader": "FunPack LoRA Loader",
"FunPackRefinementKeyLoader": "FunPack Refinement Key Loader",
}
__all__ = [
"NODE_CLASS_MAPPINGS",
"NODE_DISPLAY_NAME_MAPPINGS",
"WEB_DIRECTORY",
]