LoRa & LyCORIS 융합

약 217,650 MJ 이미지로 훈련됨

LyCoris: 211,924 MJ 이미지로 훈련
LoRa: 217,650 MJ 이미지로 훈련

dI.FFUSION.ai-stage-I.safetensorsdim에서 병합됨

dim128 | conv32

• UNet 주의 가중치 평균 크기: 5.714574005824907

• UNet 주의 가중치 평균 강도: 0.014448476696414102

• UNet 논문 가중치 평균 크기: 3.623326885917904

• UNet 논문 가중치 평균 강도: 0.00653153534681701

• 텍스트 인코더 가중치 평균 크기: 5.401999128837191

• 텍스트 인코더 가중치 평균 강도: 0.010774937006810953

8개의 A100(80GB) 및 8개의 40GB GPU에서 모두 하루 미만의 시간에 훈련 완료

샘플은 SD 2.1 768 NoEma & Ema / realismEngine_v10 / classicNegativeSD21_classicNegative768px / aZovyaRPGArtistTools_sd21768V1에서 생성됨

사용된 부정적 조건:

(deformed, distorted, disfigured:1.3), poorly drawn, bad anatomy, red eyes, wrong anatomy, extra limb, missing limb, floating limbs, (mutated hands and fingers:1.4), disconnected limbs, mutation, mutated, ugly, disgusting, blurry, amputation (oversaturated:1.5),(saturated:1.2),big contrast,contrast white burn,white spots overexposed,over saturated,burnt image,ugly,hideous,deformed,mutant,butchered,gore,sloppy,artifacts,mutilated,poorly drawn,poorly detailed,smudged,sketch,pencil,glossy skin,doll,plastic,lowres,overexposed,broken,fuzzy,aliasing,cheap,oldschool,poor quality,pixelated,sleepy,closed-eyes,crippled,crooked,weird,odd,distorted,erased,cut,hideous,pixelated,text,logo,watermark,deformed eyes,close up,((disfigured)),((bad art)),((deformed)),((extra limbs)),(((duplicate))),((morbid)),((mutilated)),out of frame,extra fingers,mutated hands,poorly drawn eyes,((poorly drawn hands)),((poorly drawn face)),(((mutation))),blurry,((bad anatomy)),(((bad proportions))),cloned face,body out of frame,bad anatomy,gross proportions,(malformed limbs),((missing arms)),((missing legs)),(((extra arms))),(((extra legs))),(fused fingers),(too many fingers),(((long neck))),tiling,mutated,cross-eye

훈련 데이터:

FFusion SM - LyCoris

"ss_model_name": "stabilityai/stable-diffusion-2-1-base",

"ss_resolution": "(768, 768)",

"ss_clip_skip": "2",

"ss_num_train_images": "211924",

"ss_network_args":

"conv_dim": "16",

"conv_alpha": "16",

"algo": "loha"

"ss_network_module": "lycoris.kohya",

"ss_optimizer": "torch.optim.adamw.AdamW(weight_decay=0.01,betas=(0.9, 0.99))",

FFusion SMB 3 - LoRa

"ss_resolution": "(512, 512)",

"ss_clip_skip": "2",

"ss_num_train_images": "217650",

"ss_network_alpha": "128.0",

"ss_network_args": {

"conv_dim": "32",

"conv_alpha": "32"

"ss_network_dim": "128",

"ss_network_module": "networks.lora",

"ss_num_batches_per_epoch": "54422",

"ss_optimizer": "dadaptation.dadapt_adam.DAdaptAdam(decouple=True,weight_decay=4.0,betas=(0.9, 0.98),use_bias_correction=True,log_every=100)"

Kohya S 및 Shih-Ying Yeh (Kohaku-BlueLeaf) 툴만을 사용해 완전히 훈련됨 🤟 🥃