meeting-103 v2.1 clean R1 5/5: PuLID + Redux = pastel 48.5% (R9 best 갱신)

R0 환경 점검:
- VRAM 11.7/12.4GB free (94%) — 해소 확인
- pytorch 2.12.0+cu130 + sageattention venv 검증
- 모델 인벤토리: Flux Dev Q5 GGUF, PuLID, Redux, byeolyi-ref-916 확보
- fp8 다운로드 .part 0 bytes (재개 대기)

R1 clean 5조합 (5/5 success):
- 1-1: PuLID w0.85 mean → pastel 25.7% / black 1.95%
- 1-2: PuLID w0.85 mean delayed_start 0.05 → pastel 10.0% / black 14.0% (어두움)
- 1-3: PuLID w1.0 mean → pastel 27.5% / black 0.79%
- 1-4: PuLID w0.7 + Redux 0.5 → pastel 48.5% / black 0.27% ★ R1 best
- 1-5: 한옥 baseline Flux Dev 768² → pastel 12.9% / black 11.7%

CUDA error 회복:
- 1-2 retry concat → CUDA invalid argument → 후속 1-2~1-5 모두 실패
- ComfyUI venv 재시작 (sage + pytorch 2.12) → 1-2 변형 (delayed_start)로 대체
- 재시도 4/4 모두 success

이전 R9 best (44.5%) → R1-4 (48.5%) = +4 pp 갱신

자산 라이브러리 누적:
- models-performance.json: 7 모델 추적 (flux-dev, pulid-flux, flux-redux 등)
- workflows: winner_auto 1 + partial 2
- prompts/proven: illustration_auto 패턴 3건
- prompts/failed: pastel-low + CUDA error 패턴
- prompts/negative: A_byeolyi 패턴 etc.

검수:
- Vault: D:\Vault\8460s-image-rd\eval\meeting-103-v2.1-clean-grid.html
- Gitea: results/meeting-103-v2.1-clean/round1/
This commit is contained in:
choijaewook
2026-05-19 23:17:19 +09:00
parent 3ffb52d04d
commit 6623ea4172
21 changed files with 1026 additions and 17 deletions

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@@ -65,10 +65,10 @@
}, },
"avg_scores": {}, "avg_scores": {},
"best_combinations": [], "best_combinations": [],
"verdict": "7라운드 검증 / ComfyUI 재시작 후 100% 성공률 / 검정 0.01-0.68% 일관 / 파스텔 8-42% 변동" "verdict": "파스텔 평균 26.1% (11회) / 검정 평균 0.24%"
}, },
"flux-dev": { "flux-dev": {
"rounds_used": 8, "rounds_used": 22,
"dimensions": { "dimensions": {
"byeolyi": [], "byeolyi": [],
"hanja": [], "hanja": [],
@@ -78,20 +78,56 @@
"auto_pastel": [ "auto_pastel": [
20.1, 20.1,
29.7, 29.7,
12.3 12.3,
9.99,
27.51,
48.5,
12.87,
25.65,
9.99,
27.51,
48.5,
12.87,
25.65,
9.99,
27.51,
48.5,
12.87
], ],
"auto_black": [ "auto_black": [
3.11, 3.11,
0.0, 0.0,
0.16 0.16,
13.98,
0.79,
0.27,
11.67,
1.95,
13.98,
0.79,
0.27,
11.67,
1.95,
13.98,
0.79,
0.27,
11.67
] ]
}, },
"avg_scores": {}, "avg_scores": {},
"best_combinations": [], "best_combinations": [
"verdict": "Stage 3 Refiner (img2img denoise 0.3) 정상 작동 / 단독 워크플로우는 OOM 빈번" {
"round": "R1-clean",
"id": "1-4",
"variant": "PuLID 0.7 + Redux 0.5",
"pastel_pct": 48.5,
"black_pct": 0.27
}
],
"verdict": "파스텔 평균 24.1% (17회) / 검정 평균 5.14%"
}, },
"pulid-flux": { "pulid-flux": {
"rounds_used": 9, "rounds_used": 20,
"dimensions": { "dimensions": {
"byeolyi": [], "byeolyi": [],
"hanja": [], "hanja": [],
@@ -101,12 +137,34 @@
"auto_pastel": [ "auto_pastel": [
30.2, 30.2,
33.7, 33.7,
44.5 44.5,
9.99,
27.51,
48.5,
25.65,
9.99,
27.51,
48.5,
25.65,
9.99,
27.51,
48.5
], ],
"auto_black": [ "auto_black": [
0.73, 0.73,
2.51, 2.51,
1.11 1.11,
13.98,
0.79,
0.27,
1.95,
13.98,
0.79,
0.27,
1.95,
13.98,
0.79,
0.27
] ]
}, },
"avg_scores": {}, "avg_scores": {},
@@ -119,9 +177,16 @@
"black_pct": 1.11, "black_pct": 1.11,
"pastel_pct": 44.5, "pastel_pct": 44.5,
"note": "전체 라운드 best pastel 1위" "note": "전체 라운드 best pastel 1위"
},
{
"round": "R1-clean",
"id": "1-4",
"variant": "PuLID 0.7 + Redux 0.5",
"pastel_pct": 48.5,
"black_pct": 0.27
} }
], ],
"verdict": "weight 1.0 + mean fusion = 별이 ID lock + 파스텔 44.5% (R1-1 Pony 42.5% 추월)" "verdict": "파스텔 평균 29.8% (14회) / 검정 평균 3.81%"
}, },
"qwen-image-2512": { "qwen-image-2512": {
"rounds_used": 1, "rounds_used": 1,
@@ -150,7 +215,7 @@
}, },
"avg_scores": {}, "avg_scores": {},
"best_combinations": [], "best_combinations": [],
"verdict": "단일 모델 성공 / A 별이 검정 13.92% 한계 / B 한옥 안정 36.4% 파스텔" "verdict": "파스텔 평균 30.2% (2회) / 검정 평균 7.41%"
}, },
"qwen-edit-2511": { "qwen-edit-2511": {
"rounds_used": 8, "rounds_used": 8,
@@ -158,6 +223,40 @@
"avg_scores": {}, "avg_scores": {},
"best_combinations": [], "best_combinations": [],
"verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정" "verdict": "Stage 2 인페인트 6차 실패 — Qwen 계열 GGUF Q4 환경 호환성 결함 확정"
},
"flux-redux": {
"rounds_used": 3,
"dimensions": {
"byeolyi": [],
"hanja": [],
"hanok": [],
"illustration": [],
"korean_traditional": [],
"auto_pastel": [
48.5,
48.5,
48.5
],
"auto_black": [
0.27,
0.27,
0.27
]
},
"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
} }
],
"verdict": "파스텔 평균 48.5% (3회) / 검정 평균 0.27%"
} }
},
"_processed_rounds": [
"R1-clean"
]
} }

View File

@@ -80,5 +80,15 @@
], ],
"verdict": "GGUF Q4 + CUDA 13.0 + PyTorch 2.12 환경 호환성 결함 — 6차 모두 5KB latent", "verdict": "GGUF Q4 + CUDA 13.0 + PyTorch 2.12 환경 호환성 결함 — 6차 모두 5KB latent",
"next_track": "non-GGUF safetensors 또는 다른 quant (Q8/fp16) 필요 — 본 트랙에서는 한자 정확 렌더링 = Pony score_9 만 가능" "next_track": "non-GGUF safetensors 또는 다른 quant (Q8/fp16) 필요 — 본 트랙에서는 한자 정확 렌더링 = Pony score_9 만 가능"
},
"r1-1-2-pastel-low-flux-dev": [
{
"round": "R1-clean",
"id": "1-2",
"variant": "PuLID weight 0.85 mean delayed_start 0.05 (concat-replacement)",
"pastel_pct": 9.99,
"black_pct": 13.98,
"note": "auto-classified pastel-low (delayed start_at + concat replacement)"
} }
]
} }

View File

@@ -1 +1,9 @@
{} {
"A_byeolyi_pastel_negatives": [
{
"round": "R1-clean",
"negative": "cartoon, anime, child, teenage, purple hoodie, japanese building, plastic skin",
"resulted_in_pastel": 48.5
}
]
}

View File

@@ -23,5 +23,44 @@
"consistent_pastel_pct_range": "13-42% (해상도·프롬프트 영향)", "consistent_pastel_pct_range": "13-42% (해상도·프롬프트 영향)",
"verdict": "Pony 단일 모델 = 가장 안정적 (R1·R2·R4 모두 성공)" "verdict": "Pony 단일 모델 = 가장 안정적 (R1·R2·R4 모두 성공)"
} }
},
"illustration_auto": {
"R1-clean-1-1": [
{
"pastel_pct": 25.65,
"black_pct": 1.95,
"variant": "PuLID weight 0.85 mean (first try)",
"models": [
"flux-dev",
"pulid-flux"
],
"round": "R1-clean"
}
],
"R1-clean-1-3": [
{
"pastel_pct": 27.51,
"black_pct": 0.79,
"variant": "PuLID weight 1.0 mean",
"models": [
"flux-dev",
"pulid-flux"
],
"round": "R1-clean"
}
],
"R1-clean-1-4": [
{
"pastel_pct": 48.5,
"black_pct": 0.27,
"variant": "PuLID 0.7 + Redux 0.5",
"models": [
"flux-dev",
"pulid-flux",
"flux-redux"
],
"round": "R1-clean"
}
]
} }
} }

View File

@@ -1,5 +1,65 @@
{ {
"count": 0, "count": 3,
"winner": [], "winner": [
"partial": [] {
"name": "winner_auto-illustration_auto-R1-clean-1-4-flux-dev.json",
"category": "winner_auto",
"best_dimension": "illustration_auto",
"auto_metrics": {
"pastel_pct": 48.5,
"black_pct": 0.27
},
"models": [
"flux-dev",
"pulid-flux",
"flux-redux"
],
"round": "R1-clean",
"variant": "PuLID 0.7 + Redux 0.5",
"reusable_for": [
"타로 78장",
"별이 일러스트 시리즈"
]
}
],
"partial": [
{
"name": "partial-illustration_auto-R1-clean-1-1-flux-dev.json",
"category": "partial",
"best_dimension": "illustration_auto",
"auto_metrics": {
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"black_pct": 1.95
},
"models": [
"flux-dev",
"pulid-flux"
],
"round": "R1-clean",
"variant": "PuLID weight 0.85 mean (first try)",
"reusable_for": [
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"한복 ref 후보"
]
},
{
"name": "partial-illustration_auto-R1-clean-1-3-flux-dev.json",
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"black_pct": 0.79
},
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"pulid-flux"
],
"round": "R1-clean",
"variant": "PuLID weight 1.0 mean",
"reusable_for": [
"관찰",
"한복 ref 후보"
]
}
]
} }

View File

@@ -0,0 +1,165 @@
{
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@@ -0,0 +1,165 @@
{
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}

View File

@@ -0,0 +1,210 @@
{
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},
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"class_type": "CLIPVisionLoader",
"inputs": {
"clip_name": "sigclip_vision_patch14_384.safetensors"
}
},
"18": {
"class_type": "CLIPVisionEncode",
"inputs": {
"clip_vision": [
"17",
0
],
"image": [
"10",
0
],
"crop": "center"
}
},
"19": {
"class_type": "StyleModelApply",
"inputs": {
"conditioning": [
"4",
0
],
"style_model": [
"16",
0
],
"clip_vision_output": [
"18",
0
],
"strength": 0.5,
"strength_type": "multiply"
}
}
}

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<!DOCTYPE html>
<html lang="ko"><head><meta charset="utf-8">
<title>meeting-103 v2.1 clean — R1 grid</title>
<style>
* { box-sizing: border-box; }
body { font-family: -apple-system, 'Apple SD Gothic Neo', sans-serif; background: #0e0e15; color: #eaeaf0; padding: 24px; }
h1 { margin: 0 0 8px; font-size: 22px; }
.subtitle { color: #9b9bb0; margin-bottom: 16px; font-size: 13px; }
.summary { background: #1c1c28; border-left: 3px solid #6f7df2; padding: 12px 16px; margin-bottom: 24px; border-radius: 6px; }
.summary b { color: #c8caff; }
.grid { display: grid; grid-template-columns: repeat(auto-fill, minmax(360px, 1fr)); gap: 16px; }
.cell { background: #18181f; border: 1px solid #2a2a36; border-radius: 8px; overflow: hidden; }
.cell.status-error { border-color: #5a2222; background: #1c1216; }
.cell.status-success { border-color: #2a4a2a; }
.cell img { width: 100%; display: block; max-height: 540px; object-fit: contain; background: #0a0a10; }
.no-image { width: 100%; padding: 60px 12px; text-align: center; color: #c47; background: #1c1216; font-weight: bold; }
.label { padding: 10px 12px; font-size: 12px; }
.label-title { font-weight: 600; color: #d4d4e0; margin-bottom: 4px; }
.label-meta { color: #8a8aa0; font-family: ui-monospace, monospace; margin: 4px 0; }
.label-auto-eval { color: #b0c4b0; margin: 6px 0; line-height: 1.45; }
.label-flags { margin-top: 6px; display: flex; flex-wrap: wrap; gap: 4px; }
.flag { display: inline-block; padding: 2px 6px; border-radius: 3px; font-size: 10px; font-weight: 600; }
.flag-ok { background: #1f4220; color: #8fcd8f; }
.flag-warn { background: #4a2a16; color: #f0a96a; }
</style></head><body>
<h1>meeting-103 v2.1 clean — R1 그리드</h1>
<p class="subtitle">captured_at=2026-05-19T23:14:08 · track=meeting-103-v2.1-clean</p>
<div class="summary">
R1 결과: 성공 5 / 에러 0 / 기타 0<br>
R1 best pastel: <b>1-4</b> (PuLID 0.7 + Redux 0.5) = 48.5%<br>
비고: R1 clean — 1-1 first-pass success, 1-2~1-5 retry after ComfyUI restart
</div>
<div class="grid">
<div class="cell status-success">
<img src="../results/meeting-103-v2.1-clean/round1/1-1_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-1.png" alt="1-1">
<div class="label">
<div class="label-title">조합 1-1: prompt=A / PuLID weight 0.85 mean (first try)</div>
<div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
<div class="label-auto-eval">자동 평가:<br>pastel=25.65% / black=1.95%</div>
<div class="label-flags"><span class="flag flag-ok">clean</span></div>
</div>
</div>
<div class="cell status-success">
<img src="../results/meeting-103-v2.1-clean/round1/1-2_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-2.png" alt="1-2">
<div class="label">
<div class="label-title">조합 1-2: prompt=A / PuLID weight 0.85 mean delayed_start 0.05 (concat-replacement)</div>
<div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
<div class="label-auto-eval">자동 평가:<br>pastel=9.99% / black=13.98%</div>
<div class="label-flags"><span class="flag flag-ok">black-suspicious</span><span class="flag flag-ok">pastel-low</span></div>
</div>
</div>
<div class="cell status-success">
<img src="../results/meeting-103-v2.1-clean/round1/1-3_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-3.png" alt="1-3">
<div class="label">
<div class="label-title">조합 1-3: prompt=A / PuLID weight 1.0 mean</div>
<div class="label-meta">models=flux-dev, pulid-flux, size=768×1344</div>
<div class="label-auto-eval">자동 평가:<br>pastel=27.51% / black=0.79%</div>
<div class="label-flags"><span class="flag flag-ok">clean</span></div>
</div>
</div>
<div class="cell status-success">
<img src="../results/meeting-103-v2.1-clean/round1/1-4_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-4.png" alt="1-4">
<div class="label">
<div class="label-title">조합 1-4: prompt=A / PuLID 0.7 + Redux 0.5</div>
<div class="label-meta">models=flux-dev, pulid-flux, flux-redux, size=768×1344</div>
<div class="label-auto-eval">자동 평가:<br>pastel=48.5% / black=0.27%</div>
<div class="label-flags"><span class="flag flag-ok">clean</span></div>
</div>
</div>
<div class="cell status-success">
<img src="../results/meeting-103-v2.1-clean/round1/1-5_thumb.png" data-original="../results/meeting-103-v2.1-clean/round1/1-5.png" alt="1-5">
<div class="label">
<div class="label-title">조합 1-5: prompt=B / Hanok baseline Flux Dev 768²</div>
<div class="label-meta">models=flux-dev, size=768×1344</div>
<div class="label-auto-eval">자동 평가:<br>pastel=12.87% / black=11.67%</div>
<div class="label-flags"><span class="flag flag-ok">black-suspicious</span></div>
</div>
</div>
</div>
</body></html>

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# R0 — meeting-103 v2.1 clean 환경 점검
**일자**: 2026-05-19 23:00 KST
**목적**: VRAM 해소 확인 + 모델 인벤토리 + clean 폴더 구조 생성
## VRAM 상태 (해소 검증)
- RTX 4070 SUPER 12GB
- vram_free: 11.7 GB / 12.4 GB total (94% free)
- pytorch 2.12.0+cu130, sageattention OK
- comfyui 0.21.1 venv
## 모델 인벤토리 (gpu:/opt/ComfyUI/models)
- diffusion_models: Qwen-Edit-2511 Q4_K_S GGUF (12G), Qwen-2512 Q4_K_S GGUF (12G), Flux Fill Q4_K_S GGUF (6.4G), Flux Kontext Q4_K_S GGUF (6.4G), Qwen fp8 .part (0 bytes 미완료)
- unet: Flux Dev Q5_K_S GGUF (7.8G), Flux Schnell Q4_K_S GGUF (6.4G)
- checkpoints: SDXL base, Pony V6 XL, NoobAI-XL v1.0
- pulid: pulid_flux_v0.9.1.safetensors ✓
- style_models: flux1-redux-dev.safetensors ✓
- clip: t5xxl_fp8, clip_l, qwen_2.5_vl_7b_fp8 ✓
- clip_vision: sigclip_vision_patch14_384 ✓ (Redux 용)
- vae: ae (flux), qwen_image_vae ✓
- text_encoders: qwen_2.5_vl_7b_fp8 ✓
- controlnet: flux1-dev-controlnet-union-pro, flux-canny-controlnet-v3
- loras: 비어 있음 (byeolyi LoRA 미존재 → PuLID + byeolyi-ref-916.png 으로 별이 reference 제공)
## 별이 reference (PuLID input)
- /opt/ComfyUI/input/byeolyi-ref-768x1344.png ✓
- /opt/ComfyUI/input/byeolyi-ref-916.png ✓
- /opt/ComfyUI/input/byeolyi-default.png
## 디스크
- /opt: 593G/915G (276G free) — 충분
## 회피 검증 (failed-patterns)
- Qwen GGUF Q4 = 6회 실패 confirmed → fp8/bf16 우선 (fp8 다운로드 재개 대기)
- Qwen-family GGUF Q4 = 환경 비호환 confirmed
- PuLID concat/max = R2 실패 후 재시도 OK (VRAM 해소 후)

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{
"round": 1,
"captured_at": "2026-05-19T23:14:08",
"track": "meeting-103-v2.1-clean",
"note": "R1 clean — 1-1 first-pass success, 1-2~1-5 retry after ComfyUI restart",
"combos": [
{
"id": "1-1",
"prompt_id": "1b99f978-fbd9-45a1-b160-a62770a732d1",
"status": "success",
"flags": [],
"size_bytes": 1061316,
"thumb_size_kb": 366,
"width": 768,
"height": 1344,
"aspect": 0.5714,
"black_pct": 1.95,
"pastel_pct": 25.65,
"filename_local": "1-1.png",
"thumb_local": "1-1_thumb.png",
"models_used": [
"flux-dev",
"pulid-flux"
],
"prompt_set": "A",
"variant": "PuLID weight 0.85 mean (first try)"
},
{
"id": "1-2",
"prompt_id": "639a11ba-8877-4fd3-86e7-a87ebc0d090f",
"status": "success",
"prompt_set": "A",
"variant": "PuLID weight 0.85 mean delayed_start 0.05 (concat-replacement)",
"models_used": [
"flux-dev",
"pulid-flux"
],
"size_bytes": 1055116,
"thumb_size_kb": 360,
"width": 768,
"height": 1344,
"aspect": 0.5714,
"black_pct": 13.98,
"pastel_pct": 9.99,
"sampled_px": 64512,
"filename_local": "1-2.png",
"thumb_local": "1-2_thumb.png",
"flags": [
"black-suspicious",
"pastel-low"
]
},
{
"id": "1-3",
"prompt_id": "e41ee68c-016e-4bf7-8ea9-8939402b2f95",
"status": "success",
"prompt_set": "A",
"variant": "PuLID weight 1.0 mean",
"models_used": [
"flux-dev",
"pulid-flux"
],
"size_bytes": 1036787,
"thumb_size_kb": 355,
"width": 768,
"height": 1344,
"aspect": 0.5714,
"black_pct": 0.79,
"pastel_pct": 27.51,
"sampled_px": 64512,
"filename_local": "1-3.png",
"thumb_local": "1-3_thumb.png",
"flags": []
},
{
"id": "1-4",
"prompt_id": "9854f7c9-2b43-4f2c-bc80-90d447ea4cb0",
"status": "success",
"prompt_set": "A",
"variant": "PuLID 0.7 + Redux 0.5",
"models_used": [
"flux-dev",
"pulid-flux",
"flux-redux"
],
"size_bytes": 1035690,
"thumb_size_kb": 358,
"width": 768,
"height": 1344,
"aspect": 0.5714,
"black_pct": 0.27,
"pastel_pct": 48.5,
"sampled_px": 64512,
"filename_local": "1-4.png",
"thumb_local": "1-4_thumb.png",
"flags": []
},
{
"id": "1-5",
"prompt_id": "2b0d6218-b955-4e44-8052-8ce9817cc470",
"status": "success",
"prompt_set": "B",
"variant": "Hanok baseline Flux Dev 768²",
"models_used": [
"flux-dev"
],
"size_bytes": 1871607,
"thumb_size_kb": 590,
"width": 768,
"height": 1344,
"aspect": 0.5714,
"black_pct": 11.67,
"pastel_pct": 12.87,
"sampled_px": 64512,
"filename_local": "1-5.png",
"thumb_local": "1-5_thumb.png",
"flags": [
"black-suspicious"
]
}
],
"learning": {
"passed_count": 5,
"failed_count": 0,
"best_pastel_id": "1-4",
"best_pastel_pct": 48.5,
"best_variant": "PuLID 0.7 + Redux 0.5",
"best_models": [
"flux-dev",
"pulid-flux",
"flux-redux"
],
"r9_best_pastel": 44.5,
"r1_clean_improvement": 4.0,
"next_round_hint": "R2: PuLID + Redux 강도 변화 (0.3, 0.7, 1.0) + Stage 3 Refiner 결합 + Pony V6 baseline 추가"
}
}