digital-garbageandClaude Opus 4.8
b4f218b875
Phase 1 amended: the engine now also saves the frozen conditioning (cond.pt) per batch
so submit can train on (cond, rating).
Phase 2 (panel + API): new batch_training.py registers /funpack/batch/{list,submit,forget}
(follows the existing /funpack/* PromptServer pattern). Studio gains a 'Batch Training'
section under the refiner: lists the pending batch for the active refinement key with each
entry's filename + seed, a Preview button (loads the temp webp via /view?type=temp), and a
per-entry V2-rating dropdown, plus Submit and 'Forget batch'. Previews served straight from
ComfyUI temp — no custom file route needed.
Phase 3 (learning intake): Submit loads cond.pt and trains the value function on
(cond, reward) for every rated entry — same conditioning, N rewards = variance-reduction
RLHF, which directly sharpens conditioning ascent. '-Just forget it-'/unknown ratings are
skipped. Submit consumes (deletes) the batch; Forget discards it without learning. Either
way the panel clears and the sampler is ready for a new batch.
Human stays the rating oracle throughout (no auto-rating) — 'user over everything'.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
129 lines
5.2 KiB
Python
129 lines
5.2 KiB
Python
# ComfyUI-FunPack/__init__.py
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if __package__:
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from .conditioning import (
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FunPackAdvisorLLM,
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FunPackConditioningAdjust,
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FunPackLorebookEnhancer,
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FunPackPromptCombiner,
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FunPackPromptEnhancer,
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FunPackSaveRefinementLatent,
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FunPackStoryWriter,
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FunPackStudio,
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FunPackVideoRefinerV2,
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)
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from .image_processing import (
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FunPackClipVisionOutputCombine,
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FunPackContinueVideo,
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FunPackStoryMemKeyframeExtractor,
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FunPackStoryMemLastFrameExtractor,
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FunPackVideoStitch,
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)
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from .model_management import FunPackApplyLoraWeights, FunPackLoraLoader
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from .samplers import FunPackHybridEuler2SSampler, FunPackDistilledFlowSampler, FunPackLTXAVSceneChainSampler
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from .templates import FunPackRefinementKeyLoader, FunPackSceneBuilder
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try:
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from . import batch_training # noqa: F401 registers /funpack/batch/* routes
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except Exception as _e:
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print(f"[FunPack] batch_training routes unavailable: {_e}")
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else:
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# Standalone tests may not have the full ComfyUI/CUDA runtime loaded.
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from conditioning import (
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FunPackAdvisorLLM,
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FunPackConditioningAdjust,
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FunPackLorebookEnhancer,
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FunPackPromptCombiner,
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FunPackPromptEnhancer,
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FunPackSaveRefinementLatent,
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FunPackStoryWriter,
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FunPackStudio,
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FunPackVideoRefinerV2,
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)
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try:
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from image_processing import (
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FunPackClipVisionOutputCombine,
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FunPackContinueVideo,
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FunPackStoryMemKeyframeExtractor,
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FunPackStoryMemLastFrameExtractor,
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FunPackVideoStitch,
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)
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except Exception:
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FunPackClipVisionOutputCombine = None
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FunPackContinueVideo = None
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FunPackStoryMemKeyframeExtractor = None
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FunPackStoryMemLastFrameExtractor = None
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FunPackVideoStitch = None
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try:
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from model_management import FunPackApplyLoraWeights, FunPackLoraLoader
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except Exception:
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FunPackApplyLoraWeights = None
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FunPackLoraLoader = None
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try:
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from samplers import FunPackHybridEuler2SSampler, FunPackDistilledFlowSampler, FunPackLTXAVSceneChainSampler
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except Exception:
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FunPackHybridEuler2SSampler = None
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FunPackDistilledFlowSampler = None
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FunPackLTXAVSceneChainSampler = None
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try:
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from templates import FunPackRefinementKeyLoader, FunPackSceneBuilder
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except Exception:
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FunPackRefinementKeyLoader = None
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FunPackSceneBuilder = None
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WEB_DIRECTORY = "./web"
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NODE_CLASS_MAPPINGS = {
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"FunPackAdvisorLLM": FunPackAdvisorLLM,
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"FunPackConditioningAdjust": FunPackConditioningAdjust,
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"FunPackStudio": FunPackStudio,
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"FunPackPromptCombiner": FunPackPromptCombiner,
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"FunPackStoryMemKeyframeExtractor": FunPackStoryMemKeyframeExtractor,
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"FunPackStoryMemLastFrameExtractor": FunPackStoryMemLastFrameExtractor,
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"FunPackPromptEnhancer": FunPackPromptEnhancer,
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"FunPackStoryWriter": FunPackStoryWriter,
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"FunPackVideoStitch": FunPackVideoStitch,
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"FunPackClipVisionOutputCombine": FunPackClipVisionOutputCombine,
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"FunPackContinueVideo": FunPackContinueVideo,
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"FunPackLorebookEnhancer": FunPackLorebookEnhancer,
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"FunPackVideoRefinerV2": FunPackVideoRefinerV2,
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"FunPackSaveRefinementLatent": FunPackSaveRefinementLatent,
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"FunPackHybridEuler2SSampler": FunPackHybridEuler2SSampler,
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"FunPackDistilledFlowSampler": FunPackDistilledFlowSampler,
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"FunPackLTXAVSceneChainSampler": FunPackLTXAVSceneChainSampler,
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"FunPackApplyLoraWeights": FunPackApplyLoraWeights,
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"FunPackLoraLoader": FunPackLoraLoader,
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"FunPackRefinementKeyLoader": FunPackRefinementKeyLoader,
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"FunPackSceneBuilder": FunPackSceneBuilder,
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}
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NODE_CLASS_MAPPINGS = {name: cls for name, cls in NODE_CLASS_MAPPINGS.items() if cls is not None}
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NODE_DISPLAY_NAME_MAPPINGS = {
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"FunPackAdvisorLLM": "FunPack Advisor LLM",
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"FunPackConditioningAdjust": "FunPack Conditioning Adjust",
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"FunPackStudio": "FunPack Studio",
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"FunPackPromptCombiner": "FunPack Prompt Combiner",
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"FunPackStoryMemKeyframeExtractor": "FunPack StoryMem Keyframe Extractor",
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"FunPackStoryMemLastFrameExtractor": "FunPack StoryMem Last Frame Extractor",
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"FunPackPromptEnhancer": "FunPack Prompt Enhancer (Standalone)",
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"FunPackStoryWriter": "FunPack Story Writer",
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"FunPackVideoStitch": "FunPack Video Stitch",
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"FunPackClipVisionOutputCombine": "FunPack CLIP Vision Output Combine",
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"FunPackContinueVideo": "FunPack Continue Video",
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"FunPackLorebookEnhancer": "FunPack Lorebook Enhancer",
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"FunPackVideoRefinerV2": "FunPack Video Refiner V2",
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"FunPackSaveRefinementLatent": "FunPack Save Refinement Latent",
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"FunPackHybridEuler2SSampler": "FunPack Hybrid Euler 2S Sampler",
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"FunPackDistilledFlowSampler": "FunPack Distilled Flow Sampler",
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"FunPackLTXAVSceneChainSampler": "FunPack LTXAV Scene Chain Sampler",
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"FunPackApplyLoraWeights": "FunPack Apply LoRA Weights",
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"FunPackLoraLoader": "FunPack LoRA Loader",
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"FunPackRefinementKeyLoader": "FunPack Refinement Key Loader",
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"FunPackSceneBuilder": "FunPack Scene Builder",
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}
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__all__ = [
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"NODE_CLASS_MAPPINGS",
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"NODE_DISPLAY_NAME_MAPPINGS",
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"WEB_DIRECTORY",
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]
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