nodes/ethanfel-ComfyUI-LoRA-Optimizer
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EthanfelandClaude Opus 4.6 4ae79d0c9e docs: add v2 workflow, rename Legacy, update wiki for Settings nodes 
- Add example_workflows/LoRa Optimizer v2.json for the new node layout
- Rename LoRA Optimizer (Advanced) → (Legacy) across all wiki pages
- Document Settings nodes (Merge, Optimizer, AutoTuner) in Nodes.md
- Add Settings and Compatibility Analyzer workflows to Workflows.md
- Add decision_smoothing, smooth_slerp_gate, scoring_speed/formula,
  and Settings node architecture to Configuration-Guide.md
- Update How-It-Works.md node registry and variant descriptions
- Rename patch_compression non_ties → smart in all references
- Update Home.md feature table (8 architectures, settings nodes)
- Add zit_example_1.png asset
- Update SVG assets (timeline, pipeline, bridge, ties, merge-use-cases)

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 22:56:19 +01:00

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<!-- === 1: Initial Release === LEFT -->
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<text x="64" y="124" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Basic weighted-sum LoRA merging</text>
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<text x="285" y="110" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#e94560" text-anchor="middle" font-weight="600">v1.0.0</text>
<!-- === 2: LoRA Optimizer Node === RIGHT -->
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<text x="402" y="198" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">TIES merging + sign-conflict + auto-strength</text>
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<!-- === 4: Two-Pass Streaming === RIGHT -->
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<text x="402" y="340" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">~50 GB → ~260 MB. Consumer hardware</text>
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<text x="64" y="412" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">TIES or weighted sum per layer automatically</text>
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<text x="402" y="484" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Low-rank re-compression, up to 128x savings</text>
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<!-- === 9: DARE === LEFT -->
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<text x="64" y="700" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Weight dropout — conflict-aware variant</text>
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<text x="402" y="902" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#e94560">Interference Auto-Strength</text>
<text x="402" y="918" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Cosine similarity scales per reinforcement</text>
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<text x="64" y="974" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#38bdf8">WanVideo LoRA Optimizer</text>
<text x="64" y="988" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Full merge pipeline for WanVideo models</text>
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<!-- === 14: Hooks === RIGHT -->
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<text x="402" y="1062" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Per-conditioning LoRA via ComfyUI hooks</text>
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<text x="628" y="1044" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#22c55e" text-anchor="middle" font-weight="600">OUTPUT</text>
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<text x="402" y="1206" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">KnOTS SVD + column-wise + TALL-masks</text>
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<text x="628" y="1188" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#a78bfa" text-anchor="middle" font-weight="600">QUALITY</text>
<!-- === 17: Per-LoRA Key Filter === LEFT -->
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<text x="285" y="1262" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#64ffda" text-anchor="middle" font-weight="600">COMPAT</text>
<!-- === 18: LoRA Optimizer Simple === RIGHT -->
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<text x="402" y="1348" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Sensible defaults, minimal inputs</text>
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<text x="64" y="1420" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Full parameter sweep, ranked candidates</text>
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<text x="402" y="1478" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#38bdf8">Merge Selector + Save/Load</text>
<text x="402" y="1494" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Try alternatives, persist tuner results</text>
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<text x="64" y="1564" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Auto/RAM/disk caching for AutoTuner speed</text>
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<!-- === 22: VRAM Budget === RIGHT -->
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<!-- === 23: Consensus Merge === LEFT -->
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<text x="64" y="1694" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#a78bfa">Consensus Merge</text>
<text x="64" y="1708" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Fisher-weighted blend for high-agreement LoRAs</text>
<!-- === 24: Scoring Speed === RIGHT -->
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<text x="402" y="1766" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#c026d3">Scoring Speed</text>
<text x="402" y="1780" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Prefix subsampling: turbo+/turbo/fast/full</text>
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<text x="628" y="1766" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#c026d3" text-anchor="middle" font-weight="600">PERF</text>
<!-- === 25: AutoTuner ↔ Optimizer Bridge === LEFT -->
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<text x="64" y="1838" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#e94560">AutoTuner ↔ Optimizer Bridge</text>
<text x="64" y="1854" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Dual-switch passthrough, find → tweak</text>
<!-- === 26: Settings Nodes === RIGHT -->
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<text x="402" y="1910" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#38bdf8">Settings Nodes</text>
<text x="402" y="1926" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Modular config: Merge, Optimizer, AutoTuner</text>
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<text x="628" y="1908" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#38bdf8" text-anchor="middle" font-weight="600">NODE</text>
<!-- === 27: Compatibility Analyzer Node Creation === LEFT -->
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<text x="64" y="1982" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#22c55e">Analyzer Node Creation</text>
<text x="64" y="1998" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Auto-create LoraLoader &amp; Stack nodes</text>
<rect x="248" y="1968" width="74" height="16" rx="8" fill="#22c55e" opacity="0.15"/>
<text x="285" y="1980" font-family="Segoe UI, Arial, sans-serif" font-size="9" fill="#22c55e" text-anchor="middle" font-weight="600">OUTPUT</text>
<!-- === 28: Legacy Label === RIGHT -->
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<circle cx="360" cy="2056" r="3" fill="#fff"/>
<rect x="388" y="2036" width="282" height="40" rx="8" fill="#1e293b" stroke="#334155" stroke-width="1" filter="url(#shadow)"/>
<line x1="368" y1="2056" x2="388" y2="2056" stroke="#64ffda" stroke-width="2"/>
<text x="402" y="2054" font-family="Segoe UI, Arial, sans-serif" font-size="14" font-weight="700" fill="#64ffda">Advanced → Legacy</text>
<text x="402" y="2070" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Simple + Settings nodes supersede monolith</text>
<!-- End dot -->
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<circle cx="360" cy="2132" r="2" fill="#fff" opacity="0.8"/>
<!-- Legend -->
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<circle cx="115" cy="2252" r="5" fill="#e94560"/>
<text x="125" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Feature</text>
<circle cx="182" cy="2252" r="5" fill="#c026d3"/>
<text x="192" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Perf</text>
<circle cx="228" cy="2252" r="5" fill="#a78bfa"/>
<text x="238" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Strategy</text>
<circle cx="305" cy="2252" r="5" fill="#22c55e"/>
<text x="315" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Optimize</text>
<circle cx="385" cy="2252" r="5" fill="#64ffda"/>
<text x="395" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Compat</text>
<circle cx="455" cy="2252" r="5" fill="#f59e0b"/>
<text x="465" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Preprocess</text>
<circle cx="545" cy="2252" r="5" fill="#38bdf8"/>
<text x="555" y="2256" font-family="Segoe UI, Arial, sans-serif" font-size="10" fill="#94a3b8">Node</text>
</svg>
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