Stage 1 - SD 2.1 - LoRa FFusion

LORA
Original


Updated:

171

LoRa & LyCORIS Fusion

Trained on ~217 650 MJ Images

LyCoris trained on 211 924 MJ Images
LoRa trained on 217 650 MJ Images

Merged in di.FFUSION.ai-stage-I.safetensorsdim

dim128 | conv32

  • UNet attention weight average magnitude: 5.714574005824907

  • UNet attention weight average strength: 0.014448476696414102

  • UNet conv weight average magnitude: 3.623326885917904

  • UNet conv weight average strength: 0.00653153534681701

  • Text Encoder weight average magnitude: 5.401999128837191

  • Text Encoder weight average strength: 0.010774937006810953

Training took less than a day on both using a 8 a100 (80GB) and 8 40GB


Samples were generated on SD 2.1 768 NoEma & Ema / realismEngine_v10 / classicNegativeSD21_classicNegative768px / aZovyaRPGArtistTools_sd21768V1

Negative used:

(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

Training data:

FFusion SM - LyCoris

"ss_sd_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)"


Fully trained only with Kohya S & Shih-Ying Yeh (Kohaku-BlueLeaf) tools 🤟 🥃

Version Detail

SD 2.1 768

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