Files
8460s-image-rd/assets-library/prompts/failed-patterns.json
choijaewook 74a0415e8c meeting-103 v2.1 clean R3+R4 : PuLID 0.7+Redux 1.0 = pastel 56.41% (전체 best 갱신)
R3 (4/5 success):
- 3-1: PuLID 0.7 + Redux 0.85 → 50.47% (R2 best 49.99% 갱신)
- 3-2: PuLID 0.6 + Redux 0.7 → 49.89%
- 3-3: 1024x1792 → CUDA OOM at VAEDecode
- 3-4: Qwen fp8 + Lightning LoRA euler/simple → 0%/100% (검정 완전)
- 3-5: Pony V6 img2img byeolyi-ref → 77.3% (img2img 0.65 denoise, 원본 색 보존)

R4 (3/5 success, 별이 새 best):
- 4-1: PuLID 0.7 + Redux 1.0 (max) → 56.41% ★ 전체 best
- 4-2: PuLID 0.85 + Redux 0.7 → 50.36%
- 4-3: Stage 3 Refiner → CUDA error at ApplyPulidFlux
- 4-4: Qwen fp8 lcm/normal → 0%/100% (Lightning LoRA 문제 미해결)
- 4-5: 한옥 summer (green pines) → 17.7%/3.97%

학습:
- Redux strength 0.5 → 0.7 → 0.85 → 1.0 단조 증가 (56.41% sweet spot)
- PuLID 0.7 fixed, Redux 1.0 max = 최강
- Qwen fp8 + Lightning LoRA 결합 = 2회 연속 검정 출력 (워크플로 구조 문제)
- 한옥 summer < spring (44.45%) — 색감 자체가 차분

진행: R9 legacy 44.5% → R1 48.5% → R2 49.99% → R3 50.47% → R4 56.41% (+11.91pp)

자산 라이브러리:
- workflows: winner_auto 7 + partial 7
- prompts/failed: 9 패턴 (Qwen 계열 2건 추가)
2026-05-19 23:49:55 +09:00

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{
"qwen-image-2512-GGUF-Q4-SamplerCustomAdvanced-v4": {
"attempts": 4,
"patterns": [
"EmptyLatentImage",
"EmptyQwenImageLayeredLatentImage",
"ModelSamplingAuraFlow+EmptySD3LatentImage",
"SamplerCustomAdvanced+ModelSamplingAuraFlow"
],
"all_results": "5KB 검정 latent",
"hypothesis": "Qwen-Image GGUF Q4_K_S + CUDA 13.0 + PyTorch 2.12 환경 호환성 또는 다른 quant 필요 (Q8/fp16)",
"next_attempts": [
"non-GGUF Qwen-Image safetensors",
"Lightning LoRA 적용",
"다른 sampler (dpmpp_2m/ddim)",
"다른 shift 값 (1.73/5.0)"
]
},
"pulid-flux-fusion-concat-max-R2": {
"fusion_modes_tested": [
"concat",
"max"
],
"weight": 0.85,
"result": "워크플로우 에러로 실행 안 됨 (history 누락)",
"next_attempts": [
"fusion=mean weight 변동 (R1 mean 0.85 성공)",
"다른 fusion mode (norm_id, auto_weight)"
]
},
"qwen-2512-KSampler-dpmpp2m-v5-R2": {
"params": "KSampler dpmpp_2m simple 20step CFG 4 1024x1024",
"result": "no output (history 누락, 워크플로우 에러)",
"total_attempts_now": 5,
"hypothesis_strengthened": "Qwen-Image GGUF Q4 자체 호환성 결함 — non-GGUF 또는 다른 quant 필요"
},
"R3-cast-to-device-OOM": {
"round": 3,
"failed_combos": 5,
"comfyui_error": "model_management.cast_to_device — dtype/VRAM 부담",
"vram_free_at_error": "4.6GB / 12GB total",
"all_workflows_affected": [
"PuLID mean w0.5",
"PuLID mean w1.0",
"Qwen-Edit-2511 inpaint",
"Schnell A v2",
"Pony B 한옥"
],
"next_attempts": [
"워크플로우 단순화 (단일 모델만)",
"해상도 ↓ (640×1024)",
"PuLID 제거"
]
},
"comfyui-memory-leak-resolved-R7": {
"issue": "5h+ 실행 후 cast_to_device OOM (R3 5/5 / R5 4/5 / R6 4/5 실패)",
"diagnosis": "VRAM 4.6GB free (모델 unload 안 됨)",
"resolution": "sudo systemctl restart comfyui → VRAM 10.98GB free → R7 5/5 100% 성공",
"operational_protocol": "긴 R&D 세션 시 5라운드마다 ComfyUI 재시작 권장"
},
"qwen-family-gguf-Q4-environment-incompatibility-CONFIRMED-6attempts": {
"models_tested": [
"qwen-image-2512-Q4",
"qwen-image-edit-2511-Q4"
],
"samplers_tested": [
"KSampler euler simple",
"SamplerCustomAdvanced",
"KSampler dpmpp_2m simple",
"KSampler euler simple Edit"
],
"patterns_tested": [
"EmptyLatent",
"EmptyQwenLayered",
"ModelSamplingAuraFlow+SD3",
"SamplerCustomAdvanced+ModelSampling",
"1024x1024 KSampler dpmpp_2m",
"Qwen-Edit 인페인트 denoise 0.7",
"Qwen-Edit denoise 0.85"
],
"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"
},
"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)"
}
],
"flux-dev-pulid-redux-1024x1792-VAEDecode-OOM-R3": [
{
"round": "R3-clean",
"id": "3-3",
"variant": "PuLID 0.7 + Redux 0.7 @ 1024x1792",
"error": "CUDA invalid argument at VAEDecode (memory pressure with 768->1024 upscale)"
}
],
"qwen-fp8-lightning-lora-scheduler-simple-cfg1-black-output-R3": [
{
"round": "R3-clean",
"id": "3-4",
"variant": "Qwen fp8 + Lightning LoRA 4-step euler/simple cfg=1.0",
"note": "pastel=0% black=100% — Lightning LoRA likely needs lcm scheduler or different cfg; output completely black"
}
],
"qwen-fp8-lightning-lora-LCM-still-black-output-R4": [
{
"round": "R4-clean",
"id": "4-4",
"variant": "Qwen fp8 + Lightning LoRA 4-step lcm/normal cfg=1.0",
"note": "pastel=0% black=100% — lcm scheduler 도 해결 X, Lightning LoRA strength_clip=1.0 부적절 의심"
}
]
}