LoRA created by merging multiple LoRA trained on the same dataset cropped at different aspects. Training steps and epochs are mostly irrevalent to my experiments to merging, but can be viewed in the logs below:

#1. First Model

prepare tokenizer

update token length: 225

Using DreamBooth method.

prepare images.

found directory /redacted/chanta_rose1x1v1/img/4_chanta_rose woman contains 1442 image files

5768 train images with repeating.

0 reg images.

no regularization images / 正則化画像が見つかりませんでした

[Dataset 0]

batch_size: 1

resolution: (768, 768)

enable_bucket: True

min_bucket_reso: 256

max_bucket_reso: 2048

bucket_reso_steps: 64

bucket_no_upscale: True

[Subset 0 of Dataset 0]

image_dir: "/redacted/chanta_rose1x1v1/img/4_chanta_rose woman"

image_count: 1442

num_repeats: 4

shuffle_caption: False

keep_tokens: 0

keep_tokens_separator:

caption_dropout_rate: 0.0

caption_dropout_every_n_epoches: 0

caption_tag_dropout_rate: 0.0

caption_prefix: None

caption_suffix: None

color_aug: False

flip_aug: False

face_crop_aug_range: None

random_crop: False

token_warmup_min: 1,

token_warmup_step: 0,

is_reg: False

class_tokens: chanta_rose woman

caption_extension: .txt

[Dataset 0]

loading image sizes.

make buckets

min_bucket_reso and max_bucket_reso are ignored if bucket_no_upscale is set, because bucket reso is defined by image size automatically / bucket_no_upscaleが指定された場合は、bucketの解像度は画像サイズから自動計算されるため、min_bucket_resoとmax_bucket_resoは無視されます

number of images (including repeats) / 各bucketの画像枚数（繰り返し回数を含む）

bucket 0: resolution (768, 768), count: 5768

mean ar error (without repeats): 0.0

preparing accelerator

loading model for process 0/1

load Diffusers pretrained models: runwayml/stable-diffusion-v1-5

UNet2DConditionModel: 64, 8, 768, False, False

U-Net converted to original U-Net

Enable xformers for U-Net

import network module: networks.lora

[Dataset 0]

caching latents.

checking cache validity...

caching latents...

create LoRA network. base dim (rank): 128, alpha: 64.0

neuron dropout: p=None, rank dropout: p=None, module dropout: p=None

create LoRA for Text Encoder:

create LoRA for Text Encoder: 72 modules.

create LoRA for U-Net: 192 modules.

enable LoRA for text encoder

enable LoRA for U-Net

prepare optimizer, data loader etc.

use AdamW optimizer | {}

running training / 学習開始

num train images * repeats / 学習画像の数×繰り返し回数: 5768

num reg images / 正則化画像の数: 0

num batches per epoch / 1epochのバッチ数: 5768

num epochs / epoch数: 4

batch size per device / バッチサイズ: 1

gradient accumulation steps / 勾配を合計するステップ数 = 1

total optimization steps / 学習ステップ数: 23072

epoch 1/4

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1-000001.safetensors

generating sample images at step / サンプル画像生成ステップ: 5768

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 2/4

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1-step00010000.safetensors

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1-000002.safetensors

generating sample images at step / サンプル画像生成ステップ: 11536

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 3/4

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1-000003.safetensors

generating sample images at step / サンプル画像生成ステップ: 17304

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 4/4

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1-step00020000.safetensors

generating sample images at step / サンプル画像生成ステップ: 23072

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

saving checkpoint: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1.safetensors

model saved.

using existing wd14 tagger model Running wd14 tagger with onnx loading onnx model: SmilingWolf/wd-v1-4-convnextv2-tagger-v2/model.onnx found 1442 images. Tag frequencies: 1girl: 1435 solo: 1429 blonde hair: 1010 bdsm: 999 bound: 987 breasts: 921 long hair: 920 bondage: 909 realistic: 822 nipples: 576 medium breasts: 569 nude: 493 barefoot: 429 cuffs: 366 nail polish: 361 feet: 328 very long hair: 317 thighhighs: 310 ass: 298 looking at viewer: 294 toes: 269 high heels: 256 collar: 254 jewelry: 249 blue eyes: 240 gag: 239 arms behind back: 231 closed eyes: 229 gagged: 227 soles: 224 underwear: 207 rope: 197 lying: 191 boots: 189 navel: 179 brown hair: 176 dress: 175 small breasts: 172 thigh ass: 166 open mouth: 164 foot focus: 155 toenails: 149 sitting: 148 restrained: 146 bound wrists: 145 ball gag: 132 corset: 128 makeup: 126 chain: 125 toenail polish: 123 black background: 121 skirt: 120 bracelet: 119 shibari: 115 bra: 110 simple background: 108 close-up: 107 ring: 107 panties: 106 indoors: 105 freckles: 100 high heel ass: 94 female pubic hair: 93 bound ankles: 91 handcuffs: 90 red nails: 85 lingerie: 85 head out of frame: 85 arms up: 84 legs: 83 hair bun: 83 armpits: 79 single hair bun: 77 pussy: 76 black footwear: 73 pantyhose: 72 kneeling: 67 short hair: 63 standing: 63 pink nails: 61 lipstick: 61 shoes: 60 topless: 58 curtains: 57 sink: 54 cleavage: 53 from behind: 52 bound legs: 50 piercing: 50 dirty feet: 49 on stomach: 48 red dress: 48 gloves: 47 nipple piercing: 45 upside-down: 45 white background: 44 bottle: 43 large breasts: 43 improvised gag: 40 on back: 40 midriff: 40 garter belt: 39 kitchen: 38 dirty: 37 smile: 36 anklet: 35 garter straps: 35 nipple clamps: 34 white thighhighs: 32 on side: 32 upper body: 31 purple nails: 31 shackles: 30 striped: 30 teeth: 29 looking back: 29 tape: 29 saliva: 29 bottomless: 29 bare shoulders: 29 underwear only: 28 see-through: 27 bag: 27 chair: 26 tape gag: 26 stove: 26 bodysuit: 25 ankle cuffs: 25 pink dress: 24 lace-trimmed legwear: 23 bound arms: 23 shirt: 22 brown eyes: 22 back: 22 frying pan: 22 parted lips: 22 red footwear: 21 elbow gloves: 21 lace: 20 suspension: 20 purple bra: 19 bit gag: 19 choker: 19 purple panties: 18 window: 18 sandals: 18 fishnets: 18 sleeveless: 18 handbag: 18 earrings: 17 red bodysuit: 16 white panties: 16 red rope: 16 eyeshadow: 16 covered nipples: 16 hair over one eye: 16 leaning forward: 16 legs up: 15 flat chest: 15 sleeveless dress: 15 legs together: 15 instrument: 15 dark: 15 1boy: 15 clothes lift: 14 bent over: 14 lace trim: 14 blue nails: 13 swimsuit: 13 holding: 13 black hair: 13 black dress: 13 couch: 12 blue dress: 12 blindfold: 12 all fours: 11 toe ring: 11 black thighhighs: 11 bikini: 11 web address: 11 tongue: 11 median furrow: 11 spreader bar: 11 male focus: 11 spikes: 10 pasties: 10 faucet: 10 from side: 10 full body: 10 socks: 10 skirt lift: 9 apron: 9 cooking: 9 cabinet: 9 pink panties: 9 shiny: 9 necktie: 9 facing away: 9 anus: 9 panty pull: 8 stomach: 8 fingernails: 8 bed: 8 feet out of frame: 8 shiny clothes: 8 school uniform: 8 foreshortening: 8 eyelashes: 8 crossed legs: 8 chained: 8 hand on hip: 7 cloth gag: 7 top-down bottom-up: 7 ladle: 7 cutting board: 7 spread legs: 7 crotch rope: 7 striped skirt: 7 leash: 7 watch: 7 bikini top only: 7 fishnet thighhighs: 7 red lips: 7 grin: 7 spiked collar: 6 multiple girls: 6 necklace: 6 out of frame: 6 profile: 6 belt: 6 mirror: 6 black skirt: 6 lower body: 6 ponytail: 6 toeless legwear: 6 completely nude: 6 wristwatch: 6 white shirt: 6 2girls: 5 latex: 5 corded phone: 5 hanging: 5 nose piercing: 5 toeless footwear: 5 strappy heels: 5 watermark: 5 stirrup legwear: 5 old: 5 boxers: 5 flower: 5 pleated skirt: 5 spatula: 5 pee: 5 hanging breasts: 4 covering: 4 green eyes: 4 door: 4 harness: 4 looking to the side: 4 arm support: 4 white footwear: 4 covering breasts: 4 showering: 4 kitchen knife: 4 head rest: 4 male underwear: 4 lifted by self: 4 bald: 4 striped necktie: 4 yellow nails: 4 downblouse: 4 thighs: 4 black panties: 4 bruise: 4 perfume bottle: 4 black gloves: 4 bench: 4 knees apart feet together: 4 on floor: 4 the pose: 4 armpit hair: 4 cross: 3 tank top: 3 tongs: 3 yellow footwear: 3 looking up: 3 tongue out: 3 stiletto heels: 3 hat: 3 wrist cuffs: 3 multicolored hair: 3 red shirt: 3 open clothes: 3 pants: 3 muscular: 3 ass focus: 3 head back: 3 hair over breasts: 3 leather: 3 table: 3 side-tie panties: 3 shoes removed: 3 pussy juice: 3 pillow: 3 sex toy: 3 closed mouth: 3 phone: 3 collarbone: 3 backboob: 3 fork: 3 portrait: 3 holding hair: 3 between toes: 3 arched back: 3 white hair: 2 stool: 2 lace-trimmed bra: 2 toe scrunch: 2 mini hat: 2 top hat: 2 kneehighs: 2 pointy ears: 2 miniskirt: 2 cleave gag: 2 key: 2 open shirt: 2 old woman: 2 cowboy shot: 2 topless male: 2 backpack: 2 collared shirt: 2 giant: 2 red skin: 2 blue panties: 2 blue bra: 2 sweat: 2 wine: 2 nipple rings: 2 dark skin: 2 dark-skinned female: 2 tiles: 2 tile floor: 2 fine fabric emphasis: 2 shorts: 2 cellphone: 2 naked apron: 2 dress lift: 2 long sleeves: 1 forest: 1 wet: 1 tree: 1 wide spread legs: 1 barcode: 1 drawer: 1 plaid: 1 plaid dress: 1 censored nipples: 1 hood: 1 shirt lift: 1 black bra: 1 bondage outfit: 1 solo focus: 1 spiked bra: 1 short sleeves: 1 breast press: 1 backless outfit: 1 bare back: 1 backless dress: 1 depth of field: 1 half-closed eyes: 1 loose socks: 1 bare legs: 1 tail: 1 muscular male: 1 pants pull: 1 counter: 1 rose: 1 hair over shoulder: 1 masturbation: 1 female masturbation: 1 white socks: 1 tattoo: 1 bandages: 1 t-shirt: 1 very short hair: 1 guitar: 1 lock: 1 pussy piercing: 1 double bun: 1 leather ass: 1 horns: 1 body freckles: 1 grey skirt: 1 hands up: 1 white shorts: 1 looking down: 1 refrigerator: 1 bare arms: 1 on bed: 1 dildo: 1 denim: 1 jeans: 1 head tilt: 1 ninja: 1 ribbon bondage: 1 dark background: 1 checkered floor: 1 peeing: 1 shower (place): 1 feet up: 1 thong: 1 size difference: 1 tied up (nonsexual): 1 blue bikini: 1 clitoris: 1 eye focus: 1 water: 1 on couch: 1 two-tone hair: 1 plugsuit: 1 alcohol: 1 wine glass: 1 against wall: 1 oral: 1 fellatio: 1 hair ornament: 1 apple: 1 silk: 1 spider web: 1 luggage: 1 crossed ankles: 1 tears: 1 bandaid: 1 femdom: 1 done!

#2. Second Model

prepare tokenizer

update token length: 225

Using DreamBooth method.

prepare images.

found directory /redacted/chanta_rose5x7v1/img/4_chanta_rose woman contains 1091 image files

4364 train images with repeating.

0 reg images.

no regularization images / 正則化画像が見つかりませんでした

[Dataset 0]

batch_size: 1

resolution: (549, 768)

enable_bucket: True

min_bucket_reso: 256

max_bucket_reso: 2048

bucket_reso_steps: 64

bucket_no_upscale: True

[Subset 0 of Dataset 0]

image_dir: "/redacted/chanta_rose5x7v1/img/4_chanta_rose woman"

image_count: 1091

num_repeats: 4

shuffle_caption: False

keep_tokens: 0

keep_tokens_separator:

caption_dropout_rate: 0.0

caption_dropout_every_n_epoches: 0

caption_tag_dropout_rate: 0.0

caption_prefix: None

caption_suffix: None

color_aug: False

flip_aug: False

face_crop_aug_range: None

random_crop: False

token_warmup_min: 1,

token_warmup_step: 0,

is_reg: False

class_tokens: chanta_rose woman

caption_extension: .txt

[Dataset 0]

loading image sizes.

make buckets

min_bucket_reso and max_bucket_reso are ignored if bucket_no_upscale is set, because bucket reso is defined by image size automatically / bucket_no_upscaleが指定された場合は、bucketの解像度は画像サイズから自動計算されるため、min_bucket_resoとmax_bucket_resoは無視されます

number of images (including repeats) / 各bucketの画像枚数（繰り返し回数を含む）

bucket 0: resolution (512, 768), count: 4364

mean ar error (without repeats): 0.046875

preparing accelerator

loading model for process 0/1

load Diffusers pretrained models: runwayml/stable-diffusion-v1-5

UNet2DConditionModel: 64, 8, 768, False, False

U-Net converted to original U-Net

Enable xformers for U-Net

import network module: networks.lora

[Dataset 0]

caching latents.

checking cache validity...

caching latents...

create LoRA network. base dim (rank): 128, alpha: 64.0

neuron dropout: p=None, rank dropout: p=None, module dropout: p=None

create LoRA for Text Encoder:

create LoRA for Text Encoder: 72 modules.

create LoRA for U-Net: 192 modules.

enable LoRA for text encoder

enable LoRA for U-Net

prepare optimizer, data loader etc.

use AdamW optimizer | {}

running training / 学習開始

num train images * repeats / 学習画像の数×繰り返し回数: 4364

num reg images / 正則化画像の数: 0

num batches per epoch / 1epochのバッチ数: 4364

num epochs / epoch数: 4

batch size per device / バッチサイズ: 1

gradient accumulation steps / 勾配を合計するステップ数 = 1

total optimization steps / 学習ステップ数: 17456

epoch 1/4

saving checkpoint: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1-000001.safetensors

generating sample images at step / サンプル画像生成ステップ: 4364

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 544

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 2/4

saving checkpoint: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1-000002.safetensors

generating sample images at step / サンプル画像生成ステップ: 8728

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 544

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 3/4

saving checkpoint: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1-step00010000.safetensors

saving checkpoint: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1-000003.safetensors

generating sample images at step / サンプル画像生成ステップ: 13092

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 544

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 4/4

generating sample images at step / サンプル画像生成ステップ: 17456

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 768

width: 544

sample_steps: 60

scale: 8.5

sample_sampler: euler

saving checkpoint: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1.safetensors

model saved.

using existing wd14 tagger model Running wd14 tagger with onnx loading onnx model: SmilingWolf/wd-v1-4-convnextv2-tagger-v2/model.onnx found 1093 images. Tag frequencies: 1girl: 1071 solo: 1070 bdsm: 646 bound: 645 bondage: 599 blonde hair: 584 breasts: 552 long hair: 438 realistic: 417 barefoot: 338 nail polish: 334 nipples: 326 medium breasts: 322 feet: 246 high heels: 243 thighhighs: 235 cuffs: 232 looking at viewer: 229 underwear: 227 toes: 215 ass: 207 lying: 205 nude: 188 soles: 184 jewelry: 180 collar: 180 couch: 172 brown hair: 172 closed eyes: 171 dress: 169 gag: 165 gagged: 164 sitting: 163 skirt: 156 panties: 145 single hair bun: 138 arms behind back: 137 hair bun: 134 close-up: 130 foot focus: 129 legs: 126 blue eyes: 126 toenails: 121 rope: 117 indoors: 112 ball gag: 111 bound wrists: 102 restrained: 99 shoes: 98 bra: 98 black footwear: 97 navel: 95 toenail polish: 94 pantyhose: 93 bracelet: 91 chain: 85 makeup: 85 very long hair: 84 open mouth: 83 small breasts: 83 shirt: 80 corset: 78 boots: 77 red nails: 73 lower body: 73 smile: 71 female pubic hair: 67 socks: 65 on side: 65 bound legs: 64 garter straps: 63 pussy: 62 freckles: 61 thigh ass: 60 sink: 60 handcuffs: 59 shibari: 58 pink dress: 58 bound ankles: 57 white shirt: 56 black skirt: 55 simple background: 55 pink nails: 54 lingerie: 54 dirty: 54 necktie: 53 kneeling: 53 dirty feet: 53 anklet: 53 on back: 52 ring: 50 piercing: 50 red dress: 49 head out of frame: 48 thighs: 47 kneehighs: 46 clothes lift: 45 white background: 45 white socks: 44 lipstick: 44 standing: 43 white thighhighs: 43 bag: 41 on couch: 41 garter belt: 40 kitchen: 40 cleavage: 40 armpits: 38 red bodysuit: 38 arms up: 37 purple panties: 37 brown eyes: 37 lace-trimmed legwear: 37 white panties: 36 full body: 36 school uniform: 35 topless: 34 short hair: 33 high heel ass: 33 legs together: 32 sleeveless dress: 31 sandals: 31 lace: 31 bodysuit: 30 sleeveless: 30 on stomach: 30 black background: 29 handbag: 29 red footwear: 29 pleated skirt: 28 underwear only: 28 nipple piercing: 28 stove: 28 large breasts: 27 tiles: 26 ponytail: 26 teeth: 25 leaning forward: 25 multiple girls: 25 2girls: 25 skirt lift: 24 see-through: 24 holding: 24 toe ring: 24 spread legs: 24 from behind: 24 purple bra: 23 bottle: 23 red rope: 22 legs up: 22 gloves: 22 fishnets: 22 ankle cuffs: 22 shackles: 21 purple nails: 20 chair: 19 frying pan: 18 parted lips: 17 tile floor: 17 window: 17 bottomless: 17 lace trim: 17 grin: 16 covered nipples: 16 on floor: 16 black thighhighs: 16 from side: 15 saliva: 15 midriff: 15 striped necktie: 14 striped: 14 spikes: 14 curtains: 14 hat: 14 short sleeves: 14 looking back: 14 black dress: 14 all fours: 14 tongue: 13 pillow: 13 panty pull: 13 white footwear: 13 collared shirt: 12 black panties: 12 brown thighhighs: 12 lifted by self: 11 earrings: 11 anus: 11 apron: 11 black hair: 11 crossed legs: 11 open clothes: 11 open shirt: 11 blindfold: 11 bent over: 11 bound arms: 11 tongue out: 10 elbow gloves: 10 fine fabric emphasis: 10 red lips: 10 fishnet thighhighs: 10 bare shoulders: 10 pussy juice: 10 out of frame: 10 sweater: 9 plugsuit: 9 bit gag: 9 back: 9 web address: 9 foreshortening: 9 improvised gag: 9 padlock: 9 cabinet: 8 choker: 8 black pantyhose: 8 eyelashes: 8 necklace: 8 hood: 8 blue panties: 8 lock: 8 old: 8 backpack: 7 blue nails: 7 grabbing own breast: 7 black bra: 7 dark: 7 upside-down: 7 shoes removed: 7 long sleeves: 7 shirt lift: 7 blue dress: 7 1boy: 6 breast press: 6 hair over one eye: 6 hoodie: 6 profile: 6 nipple clamps: 6 fingernails: 6 old woman: 6 strappy heels: 5 harness: 5 spiked collar: 5 necktie removed: 5 cooking: 5 counter: 5 top-down bottom-up: 5 eyeshadow: 5 blue bra: 5 black gloves: 5 panties under pantyhose: 5 pink panties: 5 floor: 5 faucet: 5 cloth gag: 5 ass focus: 5 kitchen knife: 4 male focus: 4 stiletto heels: 4 sweater lift: 4 breast focus: 4 watermark: 4 shorts: 4 covering breasts: 4 sex toy: 4 flat chest: 4 sleeping: 4 cracked floor: 4 instrument: 4 leash: 4 skindentation: 4 dress lift: 4 completely nude: 3 upper body: 3 red shirt: 3 scrunchie: 3 corded phone: 3 spiked bra: 3 chained: 3 strap slip: 3 pink bra: 3 masturbation: 3 female masturbation: 3 hairband: 3 polka dot: 3 lace-trimmed panties: 3 dildo: 3 tattoo: 3 camisole: 3 covering: 3 bed: 3 torn clothes: 3 toeless legwear: 3 swimsuit: 3 bikini: 3 stirrup legwear: 3 flower: 3 mirror: 3 arm support: 3 holding hair: 3 looking to the side: 3 wristwatch: 2 nose piercing: 2 collarbone: 2 pink shirt: 2 the pose: 2 thong: 2 crossed ankles: 2 thigh strap: 2 mary janes: 2 muscular male: 2 median furrow: 2 upskirt: 2 brown pantyhose: 2 hood down: 2 solo focus: 2 bow: 2 tree: 2 bed sheet: 2 spread penis: 2 toeless footwear: 2 one eye closed: 2 on bed: 2 facing away: 2 cleave gag: 2 stone floor: 2 covered navel: 2 bra pull: 2 pink sweater: 2 pantyhose pull: 2 clothes removed: 2 polka dot panties: 2 white bra: 2 reflection: 2 t-shirt: 2 clitoris: 2 frills: 2 leg up: 2 closed mouth: 2 naked shirt: 2 bald: 1 watch: 1 grey dress: 1 studded collar: 1 leather: 1 ribs: 1 apple: 1 pointy ears: 1 elf: 1 tanlines: 1 feet up: 1 undressing: 1 monochrome: 1 oral: 1 floral print: 1 licking: 1 yellow eyes: 1 lace panties: 1 barefoot sandals: 1 side-tie panties: 1 head tilt: 1 spreader bar: 1 pectorals: 1 red panties: 1 object insertion: 1 curtain grab: 1 ribbon bondage: 1 see-through legwear: 1 hands on feet: 1 shiny: 1 silk: 1 spider web: 1 suspension: 1 hand on own ass: 1 phone: 1 twintails: 1 bare legs: 1 shiny clothes: 1 dress shirt: 1 femdom: 1 green eyes: 1 hand on hip: 1 jacket: 1 latex: 1 red background: 1 lipstick mark: 1 detached sleeves: 1 lace-trimmed bra: 1 penis: 1 basketball: 1 no humans: 1 still life: 1 panties aside: 1 tape: 1 tape gag: 1 scarf: 1 striped bikini: 1 box: 1 hugging own legs: 1 pantyshot: 1 wrinkled skin: 1 rose: 1 white pantyhose: 1 hands on own face: 1 hands on own cheeks: 1 female pov: 1 knees apart feet together: 1 multicolored hair: 1 long skirt: 1 frilled dress: 1 tied up (nonsexual): 1 from above: 1 dark skin: 1 dark-skinned female: 1 bow panties: 1 holding cup: 1 nail art: 1 portrait: 1 hair over shoulder: 1 hoop earrings: 1 body freckles: 1 dark background: 1 water: 1 ocean: 1 armpit hair: 1 partially visible vulva: 1 torn thighhighs: 1 white hair: 1 looking up: 1 long fingernails: 1 hanging breasts: 1 belt: 1 done!

#3. Third Model

prepare tokenizer

update token length: 225

Using DreamBooth method.

prepare images.

found directory /redacted/chanta_rose16x9v1/img/4_chanta_rose woman contains 1856 image files

7424 train images with repeating.

0 reg images.

no regularization images / 正則化画像が見つかりませんでした

[Dataset 0]

batch_size: 1

resolution: (768, 432)

enable_bucket: True

min_bucket_reso: 256

max_bucket_reso: 2048

bucket_reso_steps: 64

bucket_no_upscale: True

[Subset 0 of Dataset 0]

image_dir: "/redacted/chanta_rose16x9v1/img/4_chanta_rose woman"

image_count: 1856

num_repeats: 4

shuffle_caption: False

keep_tokens: 0

keep_tokens_separator:

caption_dropout_rate: 0.0

caption_dropout_every_n_epoches: 0

caption_tag_dropout_rate: 0.0

caption_prefix: None

caption_suffix: None

color_aug: False

flip_aug: False

face_crop_aug_range: None

random_crop: False

token_warmup_min: 1,

token_warmup_step: 0,

is_reg: False

class_tokens: chanta_rose woman

caption_extension: .txt

[Dataset 0]

loading image sizes.

make buckets

min_bucket_reso and max_bucket_reso are ignored if bucket_no_upscale is set, because bucket reso is defined by image size automatically / bucket_no_upscaleが指定された場合は、bucketの解像度は画像サイズから自動計算されるため、min_bucket_resoとmax_bucket_resoは無視されます

number of images (including repeats) / 各bucketの画像枚数（繰り返し回数を含む）

bucket 0: resolution (384, 192), count: 7424

mean ar error (without repeats): 0.22054003989740673

preparing accelerator

loading model for process 0/1

load Diffusers pretrained models: runwayml/stable-diffusion-v1-5

UNet2DConditionModel: 64, 8, 768, False, False

U-Net converted to original U-Net

Enable xformers for U-Net

import network module: networks.lora

[Dataset 0]

caching latents.

checking cache validity...

caching latents...

create LoRA network. base dim (rank): 128, alpha: 64.0

neuron dropout: p=None, rank dropout: p=None, module dropout: p=None

create LoRA for Text Encoder:

create LoRA for Text Encoder: 72 modules.

create LoRA for U-Net: 192 modules.

enable LoRA for text encoder

enable LoRA for U-Net

prepare optimizer, data loader etc.

use AdamW optimizer | {}

running training / 学習開始

num train images * repeats / 学習画像の数×繰り返し回数: 7424

num reg images / 正則化画像の数: 0

num batches per epoch / 1epochのバッチ数: 7424

num epochs / epoch数: 4

batch size per device / バッチサイズ: 1

gradient accumulation steps / 勾配を合計するステップ数 = 1

total optimization steps / 学習ステップ数: 29696

epoch 1/4

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1-000001.safetensors

generating sample images at step / サンプル画像生成ステップ: 7424

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 432

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 2/4

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1-step00010000.safetensors

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1-000002.safetensors

generating sample images at step / サンプル画像生成ステップ: 14848

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 432

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 3/4

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1-step00020000.safetensors

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1-000003.safetensors

generating sample images at step / サンプル画像生成ステップ: 22272

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 432

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

epoch 4/4

generating sample images at step / サンプル画像生成ステップ: 29696

prompt: chanta_rose,a woman in a purple bra top and a black briefs ,1girl,solo,long hair,breasts,blonde hair,cleavage,medium breasts,underwear,bra,lingerie,lace trim,lace,realistic,lace-trimmed bra,purple bra

negative_prompt: None

height: 432

width: 768

sample_steps: 60

scale: 8.5

sample_sampler: euler

saving checkpoint: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1.safetensors

model saved.

using existing wd14 tagger model Running wd14 tagger with onnx loading onnx model: SmilingWolf/wd-v1-4-convnextv2-tagger-v2/model.onnx found 1856 images. Tag frequencies: 1girl: 1831 solo: 1822 blonde hair: 1256 long hair: 1030 breasts: 908 bdsm: 789 bound: 778 bondage: 719 realistic: 711 medium breasts: 513 nail polish: 499 nipples: 483 underwear: 483 couch: 440 looking at viewer: 432 nude: 407 panties: 347 skirt: 342 thighhighs: 333 barefoot: 326 lying: 321 closed eyes: 311 high heels: 306 feet: 306 ass: 305 sitting: 289 brown hair: 276 head out of frame: 271 rope: 269 gag: 269 close-up: 258 gagged: 253 makeup: 247 smile: 246 toes: 243 socks: 236 collar: 235 bra: 234 shirt: 227 blue eyes: 225 cuffs: 219 open mouth: 199 necktie: 199 arms behind back: 194 soles: 187 lipstick: 178 simple background: 176 school uniform: 173 ball gag: 172 very long hair: 162 hair bun: 160 jewelry: 156 shoes: 152 single hair bun: 149 pillow: 147 lingerie: 141 small breasts: 135 shibari: 133 garter belt: 133 bound wrists: 126 dress: 126 white background: 124 black footwear: 120 navel: 117 pink nails: 116 indoors: 115 kneehighs: 114 clothes lift: 113 freckles: 110 spread legs: 109 white shirt: 108 pussy: 101 black background: 100 foot focus: 99 brown eyes: 99 white panties: 97 restrained: 95 bound ankles: 94 pantyhose: 94 cleavage: 93 toenails: 93 on back: 93 ponytail: 93 on side: 91 teeth: 82 skirt lift: 80 on stomach: 79 female pubic hair: 78 open clothes: 76 open shirt: 76 upper body: 73 toenail polish: 73 all fours: 73 crossed legs: 70 black skirt: 69 tongue: 67 white socks: 65 chain: 65 bottomless: 65 large breasts: 62 from behind: 58 lower body: 57 topless: 56 legs: 55 boots: 54 fishnet thighhighs: 54 red nails: 53 bound legs: 52 handcuffs: 52 armpits: 52 thighs: 52 striped necktie: 50 improvised gag: 50 black thighhighs: 48 thigh ass: 48 arms up: 48 bracelet: 47 grin: 47 piercing: 46 tongue out: 44 fishnets: 44 1boy: 43 purple panties: 43 ring: 43 garter straps: 43 bare shoulders: 42 gloves: 41 striped: 39 red dress: 39 grabbing own breast: 37 corset: 37 bodysuit: 35 saliva: 35 earrings: 35 lace: 34 short hair: 34 red rope: 33 ankle cuffs: 33 panty pull: 33 purple bra: 32 parted lips: 32 sink: 32 underwear only: 32 chair: 32 bound arms: 31 tape gag: 30 tape: 29 lace trim: 28 dirty: 28 pleated skirt: 27 eyeshadow: 27 portrait: 27 purple nails: 26 nipple piercing: 26 black panties: 26 anklet: 26 shirt lift: 26 high heel ass: 25 fingernails: 25 legs up: 25 dirty feet: 25 standing: 24 covered nipples: 24 shiny: 24 eyelashes: 24 white thighhighs: 24 black bra: 24 kitchen: 24 solo focus: 23 profile: 23 lace-trimmed legwear: 22 lifted by self: 22 bottle: 22 from side: 21 black dress: 21 choker: 21 curtains: 20 male focus: 20 anus: 20 collared shirt: 19 red bodysuit: 19 see-through: 19 red lips: 18 on couch: 18 sweater: 18 stomach: 18 bag: 17 shackles: 17 elbow gloves: 17 faucet: 16 sleeping: 16 window: 16 nipple clamps: 16 cloth gag: 15 panties under pantyhose: 15 necktie removed: 15 back: 14 top-down bottom-up: 14 bit gag: 14 wet: 13 legs together: 13 kneeling: 13 collarbone: 13 ass focus: 13 looking back: 13 multiple girls: 13 2girls: 13 out of frame: 13 stove: 13 swimsuit: 12 sleeveless: 12 pink dress: 12 on floor: 12 closed mouth: 12 midriff: 12 short sleeves: 11 black hair: 11 blue nails: 11 spikes: 11 watch: 11 brown thighhighs: 10 thong: 10 spreader bar: 10 blue panties: 10 black pantyhose: 10 twintails: 9 pink panties: 9 female masturbation: 9 white footwear: 9 wristwatch: 9 sandals: 9 sex toy: 9 hood: 9 pink shirt: 9 mirror: 9 shiny clothes: 9 flower: 9 hair over one eye: 9 black gloves: 8 pink bra: 8 masturbation: 8 shiny skin: 8 completely nude: 8 spiked collar: 8 cutting board: 8 blue bra: 8 full body: 8 blue flower: 8 sideboob: 8 covering: 7 body freckles: 7 foreshortening: 7 very short hair: 7 naked shirt: 7 panties around one leg: 7 sweater lift: 7 tattoo: 7 instrument: 7 table: 7 frying pan: 7 bent over: 7 harness: 7 purple eyes: 7 lipstick mark: 7 undressing: 7 own hands together: 7 showering: 6 covering breasts: 6 bikini: 6 dark: 6 miniskirt: 6 scrunchie: 6 shorts: 6 green eyes: 6 ankle ribbon: 6 hoodie: 6 bald: 6 handbag: 6 multicolored hair: 6 the pose: 6 upside-down: 6 plaid: 6 holding: 5 bed: 5 strap slip: 5 skindentation: 5 t-shirt: 5 pantyshot: 5 pussy juice: 5 bra pull: 5 pantyhose pull: 5 latex: 5 door: 5 one-piece swimsuit: 5 panties aside: 5 breast press: 5 leash: 5 tail: 5 backpack: 4 apron: 4 licking lips: 4 leaning forward: 4 head tilt: 4 facing viewer: 4 lock: 4 white pantyhose: 4 male underwear: 4 ladle: 4 torn clothes: 4 head rest: 4 cleave gag: 4 clothes removed: 4 old woman: 4 lace-trimmed panties: 4 hairband: 4 rose: 4 blue rose: 4 depth of field: 4 fine fabric emphasis: 4 tile wall: 4 flat chest: 4 hand on own ass: 4 hanging breasts: 4 spiked bra: 4 hand on hip: 4 bow: 4 hands up: 4 diagonal stripes: 3 between toes: 3 naked ribbon: 3 polka dot: 3 object insertion: 3 bench: 3 crossed arms: 3 kitchen knife: 3 phone: 3 seamed legwear: 3 blindfold: 3 toe ring: 3 black one-piece swimsuit: 3 belt: 3 strap: 3 penis: 3 mask: 3 stiletto heels: 3 breasts out: 3 hoodie lift: 3 nipple slip: 3 bathroom: 3 looking up: 3 hair ornament: 3 knee up: 3 fishnet pantyhose: 3 long sleeves: 3 breasts apart: 3 lollipop: 3 on bed: 3 pants: 3 fangs: 3 tiles: 3 hat: 3 necklace: 3 blue ribbon: 3 shower (place): 3 facing away: 3 blue dress: 3 knees apart feet together: 3 hair over breasts: 3 dildo: 3 feet up: 3 pasties: 3 standing on one leg: 2 yellow nails: 2 fingering: 2 polka dot panties: 2 cum: 2 wine glass: 2 web address: 2 mouth mask: 2 lace-trimmed bra: 2 counter: 2 padlock: 2 old: 2 grey dress: 2 skin tight: 2 downblouse: 2 torn thighhighs: 2 white shorts: 2 crown: 2 female pov: 2 cabinet: 2 scarf: 2 bandages: 2 hand on own chest: 2 two-tone hair: 2 hood down: 2 pink sweater: 2 looking to the side: 2 tears: 2 spread penis: 2 half-closed eyes: 2 sleeveless dress: 2 suspension: 2 sweat: 2 short dress: 2 key: 2 spatula: 2 tongs: 2 wristband: 2 hair over eyes: 2 toeless footwear: 2 red hair: 2 one eye closed: 2 red gloves: 2 hair bow: 2 blue footwear: 2 crotch rope: 2 white hair: 2 watering can: 2 dark skin: 2 dark-skinned female: 2 jacket: 2 nipple tweak: 2 head back: 2 tan: 2 muscular male: 2 side slit: 2 hugging own legs: 2 tree: 2 lace panties: 1 half gloves: 1 bar censor: 1 vertical-striped panties: 1 platform footwear: 1 anal object insertion: 1 white bra: 1 holding hands: 1 feet out of frame: 1 cooking: 1 outdoors: 1 beach: 1 bulge: 1 sand: 1 naked apron: 1 bustier: 1 vibrator: 1 pubic hair peek: 1 vertical stripes: 1 striped shorts: 1 femdom: 1 hair ribbon: 1 shibari over clothes: 1 leg ribbon: 1 peeing: 1 pee: 1 ass visible through thighs: 1 blue shirt: 1 spread ass: 1 ballerina: 1 ballet slippers: 1 hoop earrings: 1 yellow footwear: 1 gold footwear: 1 surgical mask: 1 water bottle: 1 mascara: 1 looking away: 1 mechanical legs: 1 fork: 1 red footwear: 1 plugsuit: 1 holding hair: 1 androgynous: 1 yellow theme: 1 other focus: 1 golden arms: 1 denim: 1 jeans: 1 see-through legwear: 1 upskirt: 1 cellphone: 1 smartphone: 1 thighhighs under ass: 1 drawer: 1 corded phone: 1 detached sleeves: 1 green hair: 1 groin: 1 tongue piercing: 1 cosmetics: 1 shoes removed: 1 eye focus: 1 masturbation through clothes: 1 breast focus: 1 black bodysuit: 1 latex bodysuit: 1 white skirt: 1 hand on own leg: 1 back-seamed legwear: 1 fish: 1 dimples of venus: 1 clothes writing: 1 nose piercing: 1 sleeveless shirt: 1 looking down: 1 red shirt: 1 yellow panties: 1 latex legwear: 1 office lady: 1 arched back: 1 puffy sleeves: 1 off shoulder: 1 red necktie: 1 barcode: 1 partially visible vulva: 1 bucket: 1 forest: 1 studded belt: 1 braid: 1 cum string: 1 backless dress: 1 mini hat: 1 top hat: 1 slippers: 1 cross: 1 no pants: 1 bow panties: 1 shoe soles: 1 riding crop: 1 bed sheet: 1 ribs: 1 loose socks: 1 floral print: 1 testicles: 1 monochrome: 1 plaid shirt: 1 arm support: 1 nature: 1 breasts squeezed together: 1 butt plug: 1 smoke: 1 frogtie: 1 wine: 1 long skirt: 1 animal: 1 cat: 1 animal focus: 1 nape: 1 bare legs: 1 sauna: 1 striped skirt: 1 holding clothes: 1 pointy ears: 1 elf: 1 tile floor: 1 floor: 1 stool: 1 candy: 1 blue necktie: 1 grey background: 1 finger to mouth: 1 oral: 1 fellatio: 1 sexually suggestive: 1 muscular: 1 pants pull: 1 unfastened: 1 done!

#4. Merge

--models /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1.safetensors /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1.safetensors /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1.safetensors

--ratios 0.60 0.60 0.40

--save_to /redacted/chanta_rosev1.safetensors

loading: /redacted/chanta_rose1x1v1/model/chanta_rose1x1v1.safetensors

dim: [128], alpha: [64.0]

merging...

loading: /redacted/chanta_rose5x7v1/model/chanta_rose5x7v1.safetensors

dim: [128], alpha: [64.0]

merging...

loading: /redacted/chanta_rose16x9v1/model/chanta_rose16x9v1.safetensors

dim: [128], alpha: [64.0]

merging...

merged model

dim: [128], alpha: [64.0]

calculating hashes and creating metadata...

saving model to: /redacted/chanta_rosev1.safetensors

# .safetensors Lora hashes (old model_hash/sha256 - May not match with stable-diffusion webui)

f3b56c48

1f4d2d5382359cd70c4bf8b2bdb9002ebab27afc2019fb9e303eed342a6ad01b

Files with SHA256: 1f4d2d5382359cd70c4bf8b2bdb9002ebab27afc2019fb9e303eed342a6ad01b