R9 (2/5 success — sampler 추가 탐색): - 9-1: dpmpp_3m_sde karras → 81.95% - 9-2: uni_pc karras → 85.33% ⭐ R9 best (+2.9pp vs R8-5) - 9-3,9-4,9-5: CUDA error R10 (4/5 success — 최종 push): - 10-1: uni_pc karras seed 800000 → 🏆🏆🏆 88.09% ⭐ FINAL BEST - 10-2: uni_pc + PuLID 0.8 → 87.62% - 10-3: exponential scheduler → error - 10-4: Hanok pastel autumn (uni_pc karras) → 48.53% ⭐ 한옥 best - 10-5: Pony 60갑자 uni_pc → 9.02% (low) 🏆 FINAL BEST 워크플로 (R10-1, pastel 88.09%): - Base: flux1-dev-Q5_K_S.gguf (Flux Dev Q5 GGUF) - PuLID: pulid_flux_v0.9.1 / weight 0.7 / fusion mean / ref byeolyi-default.png - Redux: flux1-redux-dev / strength 1.0 multiply / sigclip_vision_patch14_384 - Sampler: uni_pc / Scheduler: karras / cfg 1.0 / steps 25 / guidance 3.5 - Size: 768x1344 - 경로: assets-library/workflows/FINAL_BEST-byeolyi-pastel88-uni_pc-karras.json 전체 진행: R9 legacy 44.5% → R10-1 88.09% = +43.59pp 누적 핵심 발견 (시간순): 1. R6: byeolyi-default.png ref 발견 (+13pp) 2. R8: dpmpp_2m karras 샘플러 (+13pp) 3. R9: uni_pc karras (+3pp) 4. R10: seed 800000 = 88.09% peak 60갑자 Qwen fp8 트랙 결론: - 5회 시도 모두 black 100% (R3 euler/simple, R4 lcm, R5 25step, R6 ModelSamplingAuraFlow, R7 Pony 18%, R10-5 Pony 9%) - 워크플로 구조 결함 확정 → 다음 자산 R&D 에서 Qwen-Image native (non-distill) 모델 다운로드 필요 다음 자산 R&D 추천: 1. 타로 78장 (K-타로) — FINAL_BEST 워크플로 직접 재활용, byeolyi 캐릭터 카드 등장 2. 별이 일러스트 시리즈 (다양한 자세/배경) — FINAL_BEST 워크플로 그대로 3. 12지신 캐릭터 (별이 친구들) — FINAL_BEST 워크플로 + 12지신 prompt 4. 60갑자 (재시작 필요): Qwen-Image native or Pony LoRA 학습
694 lines
15 KiB
JSON
694 lines
15 KiB
JSON
{
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"_initialized_at": "2026-05-19T21:47:00+09:00",
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"_dimensions": [
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"byeolyi",
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"hanja",
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"hanok",
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"illustration",
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"korean_traditional"
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],
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"_thresholds": {
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"byeolyi": 8,
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"hanja": 4.5,
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"hanok": 4.5
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},
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"_protected_models": [
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"qwen-image-2.0",
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"qwen-image-2512",
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"qwen-image-layered",
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"qwen-edit-2511",
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"flux-dev",
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"flux-schnell",
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"flux-kontext",
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"flux-fill",
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"flux-redux",
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"pulid-flux",
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"pony-v6",
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"illustrious",
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"lightning-lora-qwen"
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],
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"models": {
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"pony-v6": {
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"rounds_used": 10,
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"dimensions": {
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"byeolyi": [],
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"hanja": [],
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"hanok": [],
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"illustration": [],
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"korean_traditional": [],
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"auto_pastel": [
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42.5,
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42.1,
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41.8,
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21.5,
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13.1,
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8.9,
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21.2,
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21.3,
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30.8,
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14.1,
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29.9,
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77.3,
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18.09,
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9.02
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],
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"auto_black": [
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0.61,
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0.68,
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0.37,
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0.01,
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0.01,
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0.15,
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0.06,
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0.03,
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0.41,
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0.17,
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0.17,
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0.03,
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0.02,
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0.01
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]
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},
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"avg_scores": {},
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"best_combinations": [
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{
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"round": "R3-clean",
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"id": "3-5",
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"variant": "Pony V6 img2img from byeolyi-ref (denoise 0.65)",
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"pastel_pct": 77.3,
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"black_pct": 0.03
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}
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],
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"verdict": "파스텔 평균 30.4% (12회) / 검정 평균 0.23%"
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},
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"flux-dev": {
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"rounds_used": 49,
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"dimensions": {
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"byeolyi": [],
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"hanja": [],
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"hanok": [],
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"illustration": [],
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"korean_traditional": [],
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"auto_pastel": [
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20.1,
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29.7,
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12.3,
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9.99,
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27.51,
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48.5,
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12.87,
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25.65,
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9.99,
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27.51,
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48.5,
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12.87,
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25.65,
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9.99,
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27.51,
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48.5,
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12.87,
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48.82,
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48.93,
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38.52,
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49.99,
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44.45,
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50.47,
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49.89,
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56.41,
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50.36,
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17.72,
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49.85,
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48.65,
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52.99,
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69.66,
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15.09,
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64.45,
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65.93,
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65.73,
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64.3,
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62.71,
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69.99,
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82.43,
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81.95,
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85.33,
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88.09,
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87.62,
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48.53
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],
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"auto_black": [
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3.11,
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0.0,
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0.16,
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13.98,
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0.79,
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0.27,
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11.67,
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1.95,
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13.98,
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0.79,
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0.27,
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11.67,
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1.95,
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13.98,
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0.79,
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0.27,
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11.67,
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0.34,
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0.46,
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0.48,
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0.18,
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4.3,
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0.24,
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0.22,
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0.2,
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0.86,
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3.97,
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0.08,
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3.7,
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0.5,
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0.05,
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12.46,
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0.01,
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0.19,
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0.03,
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0.05,
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0.0,
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0.47,
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0.0,
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0.0,
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0.0,
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0.0,
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0.0,
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0.0
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]
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},
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"avg_scores": {},
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"best_combinations": [
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{
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"round": "R1-clean",
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"id": "1-4",
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"variant": "PuLID 0.7 + Redux 0.5",
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"pastel_pct": 48.5,
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"black_pct": 0.27
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},
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{
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"round": "R2-clean",
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"id": "2-1",
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"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
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"pastel_pct": 48.82,
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"black_pct": 0.34
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},
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{
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"round": "R2-clean",
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"id": "2-2",
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"variant": "PuLID 0.7 + Redux 0.7",
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"pastel_pct": 48.93,
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"black_pct": 0.46
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},
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{
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"round": "R2-clean",
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"id": "2-4",
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"variant": "PuLID 0.85 + Redux 0.5",
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"pastel_pct": 49.99,
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"black_pct": 0.18
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},
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{
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"round": "R3-clean",
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"id": "3-1",
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"variant": "PuLID 0.7 + Redux 0.85",
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"pastel_pct": 50.47,
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"black_pct": 0.24
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},
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{
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"round": "R3-clean",
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"id": "3-2",
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"variant": "PuLID 0.6 + Redux 0.7",
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"pastel_pct": 49.89,
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"black_pct": 0.22
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},
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{
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"round": "R4-clean",
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"id": "4-1",
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"variant": "PuLID 0.7 + Redux 1.0 (max)",
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"pastel_pct": 56.41,
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"black_pct": 0.2
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},
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{
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"round": "R4-clean",
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"id": "4-2",
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"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
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"pastel_pct": 50.36,
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"black_pct": 0.86
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},
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{
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"round": "R6-clean",
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"id": "6-2",
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"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
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"pastel_pct": 69.66,
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"black_pct": 0.05
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},
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{
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"round": "R8-clean",
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"id": "8-5",
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"variant": "R6-2 baseline + dpmpp_2m karras",
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"pastel_pct": 82.43,
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"black_pct": 0.0,
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"_BREAKTHROUGH": true
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}
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],
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"verdict": "파스텔 평균 32.1% (27회) / 검정 평균 3.65%"
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},
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"pulid-flux": {
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"rounds_used": 42,
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"dimensions": {
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"byeolyi": [],
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"hanja": [],
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"hanok": [],
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"illustration": [],
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"korean_traditional": [],
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"auto_pastel": [
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30.2,
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33.7,
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44.5,
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9.99,
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27.51,
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48.5,
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25.65,
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9.99,
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27.51,
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48.5,
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25.65,
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9.99,
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27.51,
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48.5,
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48.82,
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48.93,
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38.52,
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49.99,
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50.47,
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49.89,
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56.41,
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50.36,
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49.85,
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52.99,
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69.66,
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64.45,
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65.93,
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65.73,
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64.3,
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62.71,
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69.99,
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82.43,
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81.95,
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85.33,
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88.09,
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87.62
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],
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"auto_black": [
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0.73,
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2.51,
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1.11,
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13.98,
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0.79,
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0.27,
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1.95,
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13.98,
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0.79,
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0.27,
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1.95,
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13.98,
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0.79,
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0.27,
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0.34,
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0.46,
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0.48,
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0.18,
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0.24,
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0.22,
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0.2,
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0.86,
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0.08,
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0.5,
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0.05,
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0.01,
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0.19,
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0.03,
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0.05,
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0.0,
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0.47,
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0.0,
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0.0,
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0.0,
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0.0,
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0.0
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]
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},
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"avg_scores": {},
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"best_combinations": [
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{
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"round": 9,
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"id": "9-1",
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"weight": 1.0,
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"fusion": "mean",
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"black_pct": 1.11,
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"pastel_pct": 44.5,
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"note": "전체 라운드 best pastel 1위"
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},
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{
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"round": "R1-clean",
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"id": "1-4",
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"variant": "PuLID 0.7 + Redux 0.5",
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"pastel_pct": 48.5,
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"black_pct": 0.27
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},
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{
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"round": "R2-clean",
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"id": "2-1",
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"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
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"pastel_pct": 48.82,
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"black_pct": 0.34
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},
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{
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"round": "R2-clean",
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"id": "2-2",
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"variant": "PuLID 0.7 + Redux 0.7",
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"pastel_pct": 48.93,
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"black_pct": 0.46
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},
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{
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"round": "R2-clean",
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"id": "2-4",
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"variant": "PuLID 0.85 + Redux 0.5",
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"pastel_pct": 49.99,
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"black_pct": 0.18
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},
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{
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"round": "R3-clean",
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"id": "3-1",
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"variant": "PuLID 0.7 + Redux 0.85",
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"pastel_pct": 50.47,
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"black_pct": 0.24
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},
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{
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"round": "R3-clean",
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"id": "3-2",
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"variant": "PuLID 0.6 + Redux 0.7",
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"pastel_pct": 49.89,
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"black_pct": 0.22
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},
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{
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"round": "R4-clean",
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"id": "4-1",
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"variant": "PuLID 0.7 + Redux 1.0 (max)",
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"pastel_pct": 56.41,
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"black_pct": 0.2
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},
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{
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"round": "R4-clean",
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"id": "4-2",
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"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
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"pastel_pct": 50.36,
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"black_pct": 0.86
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},
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{
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"round": "R6-clean",
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"id": "6-2",
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"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
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"pastel_pct": 69.66,
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"black_pct": 0.05
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},
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{
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"round": "R8-clean",
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"id": "8-5",
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"variant": "R6-2 baseline + dpmpp_2m karras",
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"pastel_pct": 82.43,
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"black_pct": 0.0,
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"_BREAKTHROUGH": true
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}
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],
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"verdict": "파스텔 평균 36.9% (22회) / 검정 평균 2.56%"
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},
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"qwen-image-2512": {
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"rounds_used": 1,
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"dimensions": {
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"byeolyi": [],
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"hanja": [],
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"hanok": [],
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"illustration": [],
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"korean_traditional": []
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},
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"avg_scores": {},
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"best_combinations": [],
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"verdict": "워크플로우 결함 — 5KB 검정 latent (v1~v4 4차 시도 모두 실패)"
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},
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"flux-schnell": {
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"rounds_used": 4,
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"dimensions": {
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"auto_pastel": [
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24.0,
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36.4
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],
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"auto_black": [
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13.92,
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0.9
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]
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},
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"avg_scores": {},
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"best_combinations": [],
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"verdict": "파스텔 평균 30.2% (2회) / 검정 평균 7.41%"
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},
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"qwen-edit-2511": {
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"rounds_used": 8,
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"dimensions": {},
|
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"avg_scores": {},
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"best_combinations": [],
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"verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정"
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},
|
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"flux-redux": {
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"rounds_used": 25,
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"dimensions": {
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"byeolyi": [],
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"hanja": [],
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"hanok": [],
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"illustration": [],
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"korean_traditional": [],
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"auto_pastel": [
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48.5,
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|
48.5,
|
|
48.5,
|
|
48.82,
|
|
48.93,
|
|
38.52,
|
|
49.99,
|
|
50.47,
|
|
49.89,
|
|
56.41,
|
|
50.36,
|
|
49.85,
|
|
52.99,
|
|
69.66,
|
|
64.45,
|
|
65.93,
|
|
65.73,
|
|
64.3,
|
|
62.71,
|
|
69.99,
|
|
82.43,
|
|
81.95,
|
|
85.33,
|
|
88.09,
|
|
87.62
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|
],
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"auto_black": [
|
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0.27,
|
|
0.27,
|
|
0.27,
|
|
0.34,
|
|
0.46,
|
|
0.48,
|
|
0.18,
|
|
0.24,
|
|
0.22,
|
|
0.2,
|
|
0.86,
|
|
0.08,
|
|
0.5,
|
|
0.05,
|
|
0.01,
|
|
0.19,
|
|
0.03,
|
|
0.05,
|
|
0.0,
|
|
0.47,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
]
|
|
},
|
|
"avg_scores": {},
|
|
"best_combinations": [
|
|
{
|
|
"round": "R1-clean",
|
|
"id": "1-4",
|
|
"variant": "PuLID 0.7 + Redux 0.5",
|
|
"pastel_pct": 48.5,
|
|
"black_pct": 0.27
|
|
},
|
|
{
|
|
"round": "R2-clean",
|
|
"id": "2-1",
|
|
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
|
|
"pastel_pct": 48.82,
|
|
"black_pct": 0.34
|
|
},
|
|
{
|
|
"round": "R2-clean",
|
|
"id": "2-2",
|
|
"variant": "PuLID 0.7 + Redux 0.7",
|
|
"pastel_pct": 48.93,
|
|
"black_pct": 0.46
|
|
},
|
|
{
|
|
"round": "R2-clean",
|
|
"id": "2-4",
|
|
"variant": "PuLID 0.85 + Redux 0.5",
|
|
"pastel_pct": 49.99,
|
|
"black_pct": 0.18
|
|
},
|
|
{
|
|
"round": "R3-clean",
|
|
"id": "3-1",
|
|
"variant": "PuLID 0.7 + Redux 0.85",
|
|
"pastel_pct": 50.47,
|
|
"black_pct": 0.24
|
|
},
|
|
{
|
|
"round": "R3-clean",
|
|
"id": "3-2",
|
|
"variant": "PuLID 0.6 + Redux 0.7",
|
|
"pastel_pct": 49.89,
|
|
"black_pct": 0.22
|
|
},
|
|
{
|
|
"round": "R4-clean",
|
|
"id": "4-1",
|
|
"variant": "PuLID 0.7 + Redux 1.0 (max)",
|
|
"pastel_pct": 56.41,
|
|
"black_pct": 0.2
|
|
},
|
|
{
|
|
"round": "R4-clean",
|
|
"id": "4-2",
|
|
"variant": "PuLID 0.85 + Redux 0.7 (combine best)",
|
|
"pastel_pct": 50.36,
|
|
"black_pct": 0.86
|
|
},
|
|
{
|
|
"round": "R6-clean",
|
|
"id": "6-2",
|
|
"variant": "PuLID 0.7 + Redux 1.0 (ref byeolyi-default.png)",
|
|
"pastel_pct": 69.66,
|
|
"black_pct": 0.05
|
|
},
|
|
{
|
|
"round": "R8-clean",
|
|
"id": "8-5",
|
|
"variant": "R6-2 baseline + dpmpp_2m karras",
|
|
"pastel_pct": 82.43,
|
|
"black_pct": 0.0,
|
|
"_BREAKTHROUGH": true
|
|
}
|
|
],
|
|
"verdict": "파스텔 평균 49.0% (11회) / 검정 평균 0.34%"
|
|
},
|
|
"flux-dev-refiner": {
|
|
"rounds_used": 2,
|
|
"dimensions": {
|
|
"byeolyi": [],
|
|
"hanja": [],
|
|
"hanok": [],
|
|
"illustration": [],
|
|
"korean_traditional": [],
|
|
"auto_pastel": [
|
|
48.82,
|
|
49.85
|
|
],
|
|
"auto_black": [
|
|
0.34,
|
|
0.08
|
|
]
|
|
},
|
|
"avg_scores": {},
|
|
"best_combinations": [
|
|
{
|
|
"round": "R2-clean",
|
|
"id": "2-1",
|
|
"variant": "PuLID 0.7 + Redux 0.5 + Stage 3 Refiner (denoise 0.3)",
|
|
"pastel_pct": 48.82,
|
|
"black_pct": 0.34
|
|
}
|
|
],
|
|
"verdict": "파스텔 평균 48.8% (1회) / 검정 평균 0.34%"
|
|
},
|
|
"qwen-image-2.0": {
|
|
"rounds_used": 4,
|
|
"dimensions": {
|
|
"byeolyi": [],
|
|
"hanja": [],
|
|
"hanok": [],
|
|
"illustration": [],
|
|
"korean_traditional": [],
|
|
"auto_pastel": [
|
|
0.0,
|
|
0.0,
|
|
0.0,
|
|
0.0
|
|
],
|
|
"auto_black": [
|
|
100.0,
|
|
100.0,
|
|
100.0,
|
|
100.0
|
|
]
|
|
},
|
|
"avg_scores": {},
|
|
"best_combinations": [],
|
|
"verdict": "파스텔 평균 0.0% (2회) / 검정 평균 100.00%"
|
|
},
|
|
"lightning-lora-qwen": {
|
|
"rounds_used": 2,
|
|
"dimensions": {
|
|
"byeolyi": [],
|
|
"hanja": [],
|
|
"hanok": [],
|
|
"illustration": [],
|
|
"korean_traditional": [],
|
|
"auto_pastel": [
|
|
0.0,
|
|
0.0
|
|
],
|
|
"auto_black": [
|
|
100.0,
|
|
100.0
|
|
]
|
|
},
|
|
"avg_scores": {},
|
|
"best_combinations": [],
|
|
"verdict": "파스텔 평균 0.0% (2회) / 검정 평균 100.00%"
|
|
}
|
|
},
|
|
"_processed_rounds": [
|
|
"R1-clean",
|
|
"R2-clean",
|
|
"R3-clean",
|
|
"R4-clean",
|
|
"R5-clean",
|
|
"R6-clean",
|
|
"R7-clean",
|
|
"R8-clean",
|
|
"R9-clean",
|
|
"R10-clean"
|
|
]
|
|
} |