
<div style='background: #ffdddd; padding:0.5em;'>
Warning: This model is NOT suitable for use by minors. The model can/will generate X-rated/NFSW content.
</div>

<div style='background: #bbeeff; padding:0.5em; margin-top:1em; margin-bottom:1em;'>
This version is now <strong>outdated</strong>. For much improved results, try out <a href='https://huggingface.co/hearmeneigh/sd21-e621-rising-v2'>version 2</a>.
</div>

# E621 Rising: A Stable Diffusion 2.1 Model [epoch 19]

* Guaranteed **NSFW** or your money back
* Fine-tuned from [Stable Diffusion v2-1-base](https://huggingface.co/stabilityai/stable-diffusion-2-1-base)
* 19 epochs of 450,000 images each, collected from [E621](https://e621.net/) and curated based on scores, favorite counts, and tag filtering.
* Trained with [5,356 tags](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/blob/main/meta/tag-counts.json)
* `512x512px`
* Compatible with 🤗 `diffusers`
* Compatible with `stable-diffusion-webui`
* Likely compatible with anything that accepts [`.ckpt` and `.yaml` files](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/tree/main)

## Getting Started
* [Stable Diffusion WebUI How-To](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/blob/main/guides/WEBUI.md)
* [Python How-To](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/blob/main/guides/PYTHON.md)

## Examples

<img src="https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/resolve/main/guides/example-1.jpg" width="512" height="512">

<img src="https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/resolve/main/guides/example-2.jpg" width="512" height="512">


## Example Prompt
```
anthro solo female standing rating:questionable

species:equine biped
two_tone_fur grey_body grey_fur white_fur white_snout white_markings gloves_marking white_tail
blue_eyes facial_markings white_hair white_mane evil_grin 
athletic_female

meta:shaded
meta:digital_media_artwork
meta:detailed
meta:digital_painting_artwork

seductive looking_at_viewer
tomboy
tomb raider outfit
```

## Changes From E621
See a [complete list of tags here](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/blob/main/meta/tag-counts.json).

* Symbols have been prefixed with `symbol:`, e.g. `symbol:<3`
* All categories except `general` have been prefixed with the category name, e.g. `copyright:somename`. The categories are:
  * `artist`
  * `copyright`
  * `character`
  * `species`
  * `invalid`
  * `meta`
  * `lore`
* Tag names are all lowercase and only contain `a-z`, `0-9`, `/`, and `_` letters
* `:` is used to separate the category name from the tag

### Additional Tags
* Image rating
    * `rating:explicit`
    * `rating:questionable`
    * `rating:safe`
 
### Omissions
Images with any of the following tags were omitted from training. No value judgment here, just needed to cull the E621 image library to a cost-efficient size.
The complete list of _included_ tags is [available here](https://huggingface.co/hearmeneigh/sd21-e621-rising-v1/blob/main/meta/tag-counts.json).

* `2_penises`
* `4_balls`
* `4_breasts`
* `6_arms`
* `6_breasts`
* `amputee`
* `baby`
* `character:fenneko`
* `character:fifi_la_fume`
* `character:frisk_undertale`
* `character:rouge_the_bat`
* `character:toriel`
* `child`
* `chubby_female`
* `chubby_gynomorph`
* `copyright:101_dalmatians`
* `copyright:adventure_time`
* `copyright:alien_franchise`
* `copyright:animal_crossing`
* `copyright:chikn_nuggit`
* `copyright:chip_n_dale_rescue_rangers`
* `copyright:conkers_bad_fur_day`
* `copyright:crash_team_racing_nitrofueled`
* `copyright:crash_team_racing_series`
* `copyright:cuphead_game`
* `copyright:digimon`
* `copyright:disgaea`
* `copyright:donkey_kong_series`
* `copyright:dragon_ball_z`
* `copyright:ducktales`
* `copyright:ducktales_2017`
* `copyright:family_guy`
* `copyright:five_nights_at_freddys`
* `copyright:friendship_is_magic`
* `copyright:how_to_train_your_dragon`
* `copyright:jurassic_park`
* `copyright:kelloggs`
* `copyright:lady_and_the_tramp`
* `copyright:lego`
* `copyright:looney_tunes`
* `copyright:magic_the_gathering`
* `copyright:mario_bros`
* `copyright:masters_of_the_universe`
* `copyright:minecraft`
* `copyright:mlp_g5`
* `copyright:ms_paint_adventures`
* `copyright:my_little_pony`
* `copyright:ocarina_of_time`
* `copyright:ori_and_the_blind_forest`
* `copyright:ori_series`
* `copyright:parappa_the_rapper`
* `copyright:pokemon`
* `copyright:regular_show`
* `copyright:rick_and_morty`
* `copyright:sam_and_max`
* `copyright:scoobydoo_series`
* `copyright:scottgames`
* `copyright:shirt_cut_meme`
* `copyright:sonic_the_hedgehog_series`
* `copyright:spongebob_squarepants`
* `copyright:star_trek`
* `copyright:star_wars`
* `copyright:starbound`
* `copyright:super_planet_dolan`
* `copyright:super_smash_bros`
* `copyright:swat_kats`
* `copyright:talespin`
* `copyright:team_cherry`
* `copyright:teen_titans`
* `copyright:teenage_mutant_ninja_turtles`
* `copyright:teenage_mutant_ninja_turtles_2022`
* `copyright:the_amazing_world_of_gumball`
* `copyright:the_legend_of_zelda`
* `copyright:tiny_toon_adventures`
* `copyright:tom_and_jerry`
* `copyright:twilight_princess`
* `copyright:um_jammer_lammy`
* `copyright:wayforward`
* `copyright:we_bare_bears`
* `copyright:winnie_the_pooh_franchise`
* `copyright:xcom`
* `copyright:yugioh`
* `cub`
* `death`
* `diaper`
* `expansion`
* `expression_sheet`
* `favorites:below_50`
* `feces`
* `feral`
* `feral_on_feral`
* `filth`
* `foot_fetish`
* `foot_focus`
* `gore`
* `huge_areola`
* `huge_butt`
* `huge_butt`
* `hyper`
* `hyper_anus`
* `hyper_balls`
* `hyper_belly`
* `hyper_breasts`
* `hyper_butt`
* `hyper_feet`
* `hyper_genitalia`
* `hyper_genitalia`
* `hyper_hips`
* `hyper_lips`
* `hyper_muscles`
* `hyper_nipples`
* `hyper_penis`
* `hyper_pregnancy`
* `hyper_pussy`
* `hyper_sheath`
* `hyper_thighs`
* `hyper_tongue`
* `imminent_death`
* `imminent_vore`
* `inflation`
* `loli`
* `meta:3d_artwork`
* `meta:comic`
* `meta:compression_artifacts`
* `meta:distracting_watermark`
* `meta:line_art`
* `meta:marker_artwork`
* `meta:model_sheet`
* `meta:monochrome`
* `meta:pen_artwork`
* `meta:pencil_artwork`
* `meta:sketch`
* `meta:sketch_page`
* `meta:unfinished`
* `micro`
* `moobs`
* `morbidly_obese`
* `nightmare_fuel`
* `obese`
* `overweight`
* `peeing`
* `plushophilia`
* `pooping`
* `pregnant`
* `scat`
* `score:below_25`
* `shota`
* `smelly`
* `snuff`
* `soiling`
* `species:animate_inanimate`
* `species:arachnid`
* `species:arachnid_humanoid`
* `species:avian`
* `species:eldritch_abomination`
* `species:food_creature`
* `species:insect`
* `species:insect_humanoid`
* `species:living_aircraft`
* `species:living_clothing`
* `species:living_fruit`
* `species:living_inflatable`
* `species:living_machine`
* `species:taur`
* `species:wasp`
* `square_crossover`
* `style_parody`
* `teats`
* `tentacles`
* `teratophilia`
* `toddler`
* `toony`
* `transformation`
* `udders`
* `unusual_anatomy`
* `unusual_genitalia`
* `unusual_genitalia_placement`
* `unusual_penis_placement`
* `urethral`
* `urethral_penetration`
* `urine_stream`
* `voluptuous`
* `vore`
* `watersports`
* `young`

## Training Procedure
* 204-272 images per batch (epoch variant)
* `512x512px` image size
* Adam optimizer
  * Beta1 = `0.9`
  * Beta2 = `0.999`
  * Weight decay = `1e-2`
  * Epsilon = `1e-08`
* Constant learning rate `4e-6`
* `bf16` mixed precision
* 8 epochs of samples stretched to `512x512px` (ignore aspect ratio)
* 9 epochs of samples resized to `512xH` or `Wx512px` with center crop (maintain aspect ratio)
* 2 epochs of samples resized to `< 512x512px` (maintain aspect ratio)
* Tags for each sample are shuffled for each epoch, starting from epoch 16
{"library_name": "diffusers", "tags": ["not-for-all-audiences"], "datasets": ["hearmeneigh/e621-rising-v1-curated"], "pipeline_tag": "text-to-image"}
diffusers tensorboard not-for-all-audiences text-to-image dataset:hearmeneigh/e621-rising-v1-curated endpoints_compatible has_space diffusers:StableDiffusionPipeline region:us
TAGS
#diffusers #tensorboard #not-for-all-audiences #text-to-image #dataset-hearmeneigh/e621-rising-v1-curated #endpoints_compatible #has_space #diffusers-StableDiffusionPipeline #region-us 


<div style='background: #ffdddd; padding:0.5em;'>
Warning: This model is NOT suitable for use by minors. The model can/will generate X-rated/NFSW content.
</div>

<div style='background: #bbeeff; padding:0.5em; margin-top:1em; margin-bottom:1em;'>
This version is now <strong>outdated</strong>. For much improved results, try out <a href='URL 2</a>.
</div>

# E621 Rising: A Stable Diffusion 2.1 Model [epoch 19]

* Guaranteed NSFW or your money back
* Fine-tuned from Stable Diffusion v2-1-base
* 19 epochs of 450,000 images each, collected from E621 and curated based on scores, favorite counts, and tag filtering.
* Trained with 5,356 tags
* '512x512px'
* Compatible with  'diffusers'
* Compatible with 'stable-diffusion-webui'
* Likely compatible with anything that accepts '.ckpt' and '.yaml' files

## Getting Started
* Stable Diffusion WebUI How-To
* Python How-To

## Examples

<img src="URL width="512" height="512">

<img src="URL width="512" height="512">


## Example Prompt


## Changes From E621
See a complete list of tags here.

* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* All categories except 'general' have been prefixed with the category name, e.g. 'copyright:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'
* Tag names are all lowercase and only contain 'a-z', '0-9', '/', and '_' letters
* ':' is used to separate the category name from the tag

### Additional Tags
* Image rating
    * 'rating:explicit'
    * 'rating:questionable'
    * 'rating:safe'
 
### Omissions
Images with any of the following tags were omitted from training. No value judgment here, just needed to cull the E621 image library to a cost-efficient size.
The complete list of _included_ tags is available here.

* '2_penises'
* '4_balls'
* '4_breasts'
* '6_arms'
* '6_breasts'
* 'amputee'
* 'baby'
* 'character:fenneko'
* 'character:fifi_la_fume'
* 'character:frisk_undertale'
* 'character:rouge_the_bat'
* 'character:toriel'
* 'child'
* 'chubby_female'
* 'chubby_gynomorph'
* 'copyright:101_dalmatians'
* 'copyright:adventure_time'
* 'copyright:alien_franchise'
* 'copyright:animal_crossing'
* 'copyright:chikn_nuggit'
* 'copyright:chip_n_dale_rescue_rangers'
* 'copyright:conkers_bad_fur_day'
* 'copyright:crash_team_racing_nitrofueled'
* 'copyright:crash_team_racing_series'
* 'copyright:cuphead_game'
* 'copyright:digimon'
* 'copyright:disgaea'
* 'copyright:donkey_kong_series'
* 'copyright:dragon_ball_z'
* 'copyright:ducktales'
* 'copyright:ducktales_2017'
* 'copyright:family_guy'
* 'copyright:five_nights_at_freddys'
* 'copyright:friendship_is_magic'
* 'copyright:how_to_train_your_dragon'
* 'copyright:jurassic_park'
* 'copyright:kelloggs'
* 'copyright:lady_and_the_tramp'
* 'copyright:lego'
* 'copyright:looney_tunes'
* 'copyright:magic_the_gathering'
* 'copyright:mario_bros'
* 'copyright:masters_of_the_universe'
* 'copyright:minecraft'
* 'copyright:mlp_g5'
* 'copyright:ms_paint_adventures'
* 'copyright:my_little_pony'
* 'copyright:ocarina_of_time'
* 'copyright:ori_and_the_blind_forest'
* 'copyright:ori_series'
* 'copyright:parappa_the_rapper'
* 'copyright:pokemon'
* 'copyright:regular_show'
* 'copyright:rick_and_morty'
* 'copyright:sam_and_max'
* 'copyright:scoobydoo_series'
* 'copyright:scottgames'
* 'copyright:shirt_cut_meme'
* 'copyright:sonic_the_hedgehog_series'
* 'copyright:spongebob_squarepants'
* 'copyright:star_trek'
* 'copyright:star_wars'
* 'copyright:starbound'
* 'copyright:super_planet_dolan'
* 'copyright:super_smash_bros'
* 'copyright:swat_kats'
* 'copyright:talespin'
* 'copyright:team_cherry'
* 'copyright:teen_titans'
* 'copyright:teenage_mutant_ninja_turtles'
* 'copyright:teenage_mutant_ninja_turtles_2022'
* 'copyright:the_amazing_world_of_gumball'
* 'copyright:the_legend_of_zelda'
* 'copyright:tiny_toon_adventures'
* 'copyright:tom_and_jerry'
* 'copyright:twilight_princess'
* 'copyright:um_jammer_lammy'
* 'copyright:wayforward'
* 'copyright:we_bare_bears'
* 'copyright:winnie_the_pooh_franchise'
* 'copyright:xcom'
* 'copyright:yugioh'
* 'cub'
* 'death'
* 'diaper'
* 'expansion'
* 'expression_sheet'
* 'favorites:below_50'
* 'feces'
* 'feral'
* 'feral_on_feral'
* 'filth'
* 'foot_fetish'
* 'foot_focus'
* 'gore'
* 'huge_areola'
* 'huge_butt'
* 'huge_butt'
* 'hyper'
* 'hyper_anus'
* 'hyper_balls'
* 'hyper_belly'
* 'hyper_breasts'
* 'hyper_butt'
* 'hyper_feet'
* 'hyper_genitalia'
* 'hyper_genitalia'
* 'hyper_hips'
* 'hyper_lips'
* 'hyper_muscles'
* 'hyper_nipples'
* 'hyper_penis'
* 'hyper_pregnancy'
* 'hyper_pussy'
* 'hyper_sheath'
* 'hyper_thighs'
* 'hyper_tongue'
* 'imminent_death'
* 'imminent_vore'
* 'inflation'
* 'loli'
* 'meta:3d_artwork'
* 'meta:comic'
* 'meta:compression_artifacts'
* 'meta:distracting_watermark'
* 'meta:line_art'
* 'meta:marker_artwork'
* 'meta:model_sheet'
* 'meta:monochrome'
* 'meta:pen_artwork'
* 'meta:pencil_artwork'
* 'meta:sketch'
* 'meta:sketch_page'
* 'meta:unfinished'
* 'micro'
* 'moobs'
* 'morbidly_obese'
* 'nightmare_fuel'
* 'obese'
* 'overweight'
* 'peeing'
* 'plushophilia'
* 'pooping'
* 'pregnant'
* 'scat'
* 'score:below_25'
* 'shota'
* 'smelly'
* 'snuff'
* 'soiling'
* 'species:animate_inanimate'
* 'species:arachnid'
* 'species:arachnid_humanoid'
* 'species:avian'
* 'species:eldritch_abomination'
* 'species:food_creature'
* 'species:insect'
* 'species:insect_humanoid'
* 'species:living_aircraft'
* 'species:living_clothing'
* 'species:living_fruit'
* 'species:living_inflatable'
* 'species:living_machine'
* 'species:taur'
* 'species:wasp'
* 'square_crossover'
* 'style_parody'
* 'teats'
* 'tentacles'
* 'teratophilia'
* 'toddler'
* 'toony'
* 'transformation'
* 'udders'
* 'unusual_anatomy'
* 'unusual_genitalia'
* 'unusual_genitalia_placement'
* 'unusual_penis_placement'
* 'urethral'
* 'urethral_penetration'
* 'urine_stream'
* 'voluptuous'
* 'vore'
* 'watersports'
* 'young'

## Training Procedure
* 204-272 images per batch (epoch variant)
* '512x512px' image size
* Adam optimizer
  * Beta1 = '0.9'
  * Beta2 = '0.999'
  * Weight decay = '1e-2'
  * Epsilon = '1e-08'
* Constant learning rate '4e-6'
* 'bf16' mixed precision
* 8 epochs of samples stretched to '512x512px' (ignore aspect ratio)
* 9 epochs of samples resized to '512xH' or 'Wx512px' with center crop (maintain aspect ratio)
* 2 epochs of samples resized to '< 512x512px' (maintain aspect ratio)
* Tags for each sample are shuffled for each epoch, starting from epoch 16
# E621 Rising: A Stable Diffusion 2.1 Model [epoch 19]

* Guaranteed NSFW or your money back
* Fine-tuned from Stable Diffusion v2-1-base
* 19 epochs of 450,000 images each, collected from E621 and curated based on scores, favorite counts, and tag filtering.
* Trained with 5,356 tags
* '512x512px'
* Compatible with  'diffusers'
* Compatible with 'stable-diffusion-webui'
* Likely compatible with anything that accepts '.ckpt' and '.yaml' files ## Getting Started
* Stable Diffusion WebUI How-To
* Python How-To ## Examples

<img src="URL width="512" height="512">

<img src="URL width="512" height="512"> ## Example Prompt ## Changes From E621
See a complete list of tags here.

* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* All categories except 'general' have been prefixed with the category name, e.g. 'copyright:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'
* Tag names are all lowercase and only contain 'a-z', '0-9', '/', and '_' letters
* ':' is used to separate the category name from the tag ### Additional Tags
* Image rating
    * 'rating:explicit'
    * 'rating:questionable'
    * 'rating:safe' ### Omissions
Images with any of the following tags were omitted from training. No value judgment here, just needed to cull the E621 image library to a cost-efficient size.
The complete list of _included_ tags is available here.

* '2_penises'
* '4_balls'
* '4_breasts'
* '6_arms'
* '6_breasts'
* 'amputee'
* 'baby'
* 'character:fenneko'
* 'character:fifi_la_fume'
* 'character:frisk_undertale'
* 'character:rouge_the_bat'
* 'character:toriel'
* 'child'
* 'chubby_female'
* 'chubby_gynomorph'
* 'copyright:101_dalmatians'
* 'copyright:adventure_time'
* 'copyright:alien_franchise'
* 'copyright:animal_crossing'
* 'copyright:chikn_nuggit'
* 'copyright:chip_n_dale_rescue_rangers'
* 'copyright:conkers_bad_fur_day'
* 'copyright:crash_team_racing_nitrofueled'
* 'copyright:crash_team_racing_series'
* 'copyright:cuphead_game'
* 'copyright:digimon'
* 'copyright:disgaea'
* 'copyright:donkey_kong_series'
* 'copyright:dragon_ball_z'
* 'copyright:ducktales'
* 'copyright:ducktales_2017'
* 'copyright:family_guy'
* 'copyright:five_nights_at_freddys'
* 'copyright:friendship_is_magic'
* 'copyright:how_to_train_your_dragon'
* 'copyright:jurassic_park'
* 'copyright:kelloggs'
* 'copyright:lady_and_the_tramp'
* 'copyright:lego'
* 'copyright:looney_tunes'
* 'copyright:magic_the_gathering'
* 'copyright:mario_bros'
* 'copyright:masters_of_the_universe'
* 'copyright:minecraft'
* 'copyright:mlp_g5'
* 'copyright:ms_paint_adventures'
* 'copyright:my_little_pony'
* 'copyright:ocarina_of_time'
* 'copyright:ori_and_the_blind_forest'
* 'copyright:ori_series'
* 'copyright:parappa_the_rapper'
* 'copyright:pokemon'
* 'copyright:regular_show'
* 'copyright:rick_and_morty'
* 'copyright:sam_and_max'
* 'copyright:scoobydoo_series'
* 'copyright:scottgames'
* 'copyright:shirt_cut_meme'
* 'copyright:sonic_the_hedgehog_series'
* 'copyright:spongebob_squarepants'
* 'copyright:star_trek'
* 'copyright:star_wars'
* 'copyright:starbound'
* 'copyright:super_planet_dolan'
* 'copyright:super_smash_bros'
* 'copyright:swat_kats'
* 'copyright:talespin'
* 'copyright:team_cherry'
* 'copyright:teen_titans'
* 'copyright:teenage_mutant_ninja_turtles'
* 'copyright:teenage_mutant_ninja_turtles_2022'
* 'copyright:the_amazing_world_of_gumball'
* 'copyright:the_legend_of_zelda'
* 'copyright:tiny_toon_adventures'
* 'copyright:tom_and_jerry'
* 'copyright:twilight_princess'
* 'copyright:um_jammer_lammy'
* 'copyright:wayforward'
* 'copyright:we_bare_bears'
* 'copyright:winnie_the_pooh_franchise'
* 'copyright:xcom'
* 'copyright:yugioh'
* 'cub'
* 'death'
* 'diaper'
* 'expansion'
* 'expression_sheet'
* 'favorites:below_50'
* 'feces'
* 'feral'
* 'feral_on_feral'
* 'filth'
* 'foot_fetish'
* 'foot_focus'
* 'gore'
* 'huge_areola'
* 'huge_butt'
* 'huge_butt'
* 'hyper'
* 'hyper_anus'
* 'hyper_balls'
* 'hyper_belly'
* 'hyper_breasts'
* 'hyper_butt'
* 'hyper_feet'
* 'hyper_genitalia'
* 'hyper_genitalia'
* 'hyper_hips'
* 'hyper_lips'
* 'hyper_muscles'
* 'hyper_nipples'
* 'hyper_penis'
* 'hyper_pregnancy'
* 'hyper_pussy'
* 'hyper_sheath'
* 'hyper_thighs'
* 'hyper_tongue'
* 'imminent_death'
* 'imminent_vore'
* 'inflation'
* 'loli'
* 'meta:3d_artwork'
* 'meta:comic'
* 'meta:compression_artifacts'
* 'meta:distracting_watermark'
* 'meta:line_art'
* 'meta:marker_artwork'
* 'meta:model_sheet'
* 'meta:monochrome'
* 'meta:pen_artwork'
* 'meta:pencil_artwork'
* 'meta:sketch'
* 'meta:sketch_page'
* 'meta:unfinished'
* 'micro'
* 'moobs'
* 'morbidly_obese'
* 'nightmare_fuel'
* 'obese'
* 'overweight'
* 'peeing'
* 'plushophilia'
* 'pooping'
* 'pregnant'
* 'scat'
* 'score:below_25'
* 'shota'
* 'smelly'
* 'snuff'
* 'soiling'
* 'species:animate_inanimate'
* 'species:arachnid'
* 'species:arachnid_humanoid'
* 'species:avian'
* 'species:eldritch_abomination'
* 'species:food_creature'
* 'species:insect'
* 'species:insect_humanoid'
* 'species:living_aircraft'
* 'species:living_clothing'
* 'species:living_fruit'
* 'species:living_inflatable'
* 'species:living_machine'
* 'species:taur'
* 'species:wasp'
* 'square_crossover'
* 'style_parody'
* 'teats'
* 'tentacles'
* 'teratophilia'
* 'toddler'
* 'toony'
* 'transformation'
* 'udders'
* 'unusual_anatomy'
* 'unusual_genitalia'
* 'unusual_genitalia_placement'
* 'unusual_penis_placement'
* 'urethral'
* 'urethral_penetration'
* 'urine_stream'
* 'voluptuous'
* 'vore'
* 'watersports'
* 'young' ## Training Procedure
* 204-272 images per batch (epoch variant)
* '512x512px' image size
* Adam optimizer
  * Beta1 = '0.9'
  * Beta2 = '0.999'
  * Weight decay = '1e-2'
  * Epsilon = '1e-08'
* Constant learning rate '4e-6'
* 'bf16' mixed precision
* 8 epochs of samples stretched to '512x512px' (ignore aspect ratio)
* 9 epochs of samples resized to '512xH' or 'Wx512px' with center crop (maintain aspect ratio)
* 2 epochs of samples resized to '< 512x512px' (maintain aspect ratio)
* Tags for each sample are shuffled for each epoch, starting from epoch 16
TAGS
#diffusers #tensorboard #not-for-all-audiences #text-to-image #dataset-hearmeneigh/e621-rising-v1-curated #endpoints_compatible #has_space #diffusers-StableDiffusionPipeline #region-us 
 # E621 Rising: A Stable Diffusion 2.1 Model [epoch 19]

* Guaranteed NSFW or your money back
* Fine-tuned from Stable Diffusion v2-1-base
* 19 epochs of 450,000 images each, collected from E621 and curated based on scores, favorite counts, and tag filtering.
* Trained with 5,356 tags
* '512x512px'
* Compatible with  'diffusers'
* Compatible with 'stable-diffusion-webui'
* Likely compatible with anything that accepts '.ckpt' and '.yaml' files ## Getting Started
* Stable Diffusion WebUI How-To
* Python How-To ## Examples

<img src="URL width="512" height="512">

<img src="URL width="512" height="512"> ## Example Prompt ## Changes From E621
See a complete list of tags here.

* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* All categories except 'general' have been prefixed with the category name, e.g. 'copyright:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'
* Tag names are all lowercase and only contain 'a-z', '0-9', '/', and '_' letters
* ':' is used to separate the category name from the tag ### Additional Tags
* Image rating
    * 'rating:explicit'
    * 'rating:questionable'
    * 'rating:safe' ### Omissions
Images with any of the following tags were omitted from training. No value judgment here, just needed to cull the E621 image library to a cost-efficient size.
The complete list of _included_ tags is available here.

* '2_penises'
* '4_balls'
* '4_breasts'
* '6_arms'
* '6_breasts'
* 'amputee'
* 'baby'
* 'character:fenneko'
* 'character:fifi_la_fume'
* 'character:frisk_undertale'
* 'character:rouge_the_bat'
* 'character:toriel'
* 'child'
* 'chubby_female'
* 'chubby_gynomorph'
* 'copyright:101_dalmatians'
* 'copyright:adventure_time'
* 'copyright:alien_franchise'
* 'copyright:animal_crossing'
* 'copyright:chikn_nuggit'
* 'copyright:chip_n_dale_rescue_rangers'
* 'copyright:conkers_bad_fur_day'
* 'copyright:crash_team_racing_nitrofueled'
* 'copyright:crash_team_racing_series'
* 'copyright:cuphead_game'
* 'copyright:digimon'
* 'copyright:disgaea'
* 'copyright:donkey_kong_series'
* 'copyright:dragon_ball_z'
* 'copyright:ducktales'
* 'copyright:ducktales_2017'
* 'copyright:family_guy'
* 'copyright:five_nights_at_freddys'
* 'copyright:friendship_is_magic'
* 'copyright:how_to_train_your_dragon'
* 'copyright:jurassic_park'
* 'copyright:kelloggs'
* 'copyright:lady_and_the_tramp'
* 'copyright:lego'
* 'copyright:looney_tunes'
* 'copyright:magic_the_gathering'
* 'copyright:mario_bros'
* 'copyright:masters_of_the_universe'
* 'copyright:minecraft'
* 'copyright:mlp_g5'
* 'copyright:ms_paint_adventures'
* 'copyright:my_little_pony'
* 'copyright:ocarina_of_time'
* 'copyright:ori_and_the_blind_forest'
* 'copyright:ori_series'
* 'copyright:parappa_the_rapper'
* 'copyright:pokemon'
* 'copyright:regular_show'
* 'copyright:rick_and_morty'
* 'copyright:sam_and_max'
* 'copyright:scoobydoo_series'
* 'copyright:scottgames'
* 'copyright:shirt_cut_meme'
* 'copyright:sonic_the_hedgehog_series'
* 'copyright:spongebob_squarepants'
* 'copyright:star_trek'
* 'copyright:star_wars'
* 'copyright:starbound'
* 'copyright:super_planet_dolan'
* 'copyright:super_smash_bros'
* 'copyright:swat_kats'
* 'copyright:talespin'
* 'copyright:team_cherry'
* 'copyright:teen_titans'
* 'copyright:teenage_mutant_ninja_turtles'
* 'copyright:teenage_mutant_ninja_turtles_2022'
* 'copyright:the_amazing_world_of_gumball'
* 'copyright:the_legend_of_zelda'
* 'copyright:tiny_toon_adventures'
* 'copyright:tom_and_jerry'
* 'copyright:twilight_princess'
* 'copyright:um_jammer_lammy'
* 'copyright:wayforward'
* 'copyright:we_bare_bears'
* 'copyright:winnie_the_pooh_franchise'
* 'copyright:xcom'
* 'copyright:yugioh'
* 'cub'
* 'death'
* 'diaper'
* 'expansion'
* 'expression_sheet'
* 'favorites:below_50'
* 'feces'
* 'feral'
* 'feral_on_feral'
* 'filth'
* 'foot_fetish'
* 'foot_focus'
* 'gore'
* 'huge_areola'
* 'huge_butt'
* 'huge_butt'
* 'hyper'
* 'hyper_anus'
* 'hyper_balls'
* 'hyper_belly'
* 'hyper_breasts'
* 'hyper_butt'
* 'hyper_feet'
* 'hyper_genitalia'
* 'hyper_genitalia'
* 'hyper_hips'
* 'hyper_lips'
* 'hyper_muscles'
* 'hyper_nipples'
* 'hyper_penis'
* 'hyper_pregnancy'
* 'hyper_pussy'
* 'hyper_sheath'
* 'hyper_thighs'
* 'hyper_tongue'
* 'imminent_death'
* 'imminent_vore'
* 'inflation'
* 'loli'
* 'meta:3d_artwork'
* 'meta:comic'
* 'meta:compression_artifacts'
* 'meta:distracting_watermark'
* 'meta:line_art'
* 'meta:marker_artwork'
* 'meta:model_sheet'
* 'meta:monochrome'
* 'meta:pen_artwork'
* 'meta:pencil_artwork'
* 'meta:sketch'
* 'meta:sketch_page'
* 'meta:unfinished'
* 'micro'
* 'moobs'
* 'morbidly_obese'
* 'nightmare_fuel'
* 'obese'
* 'overweight'
* 'peeing'
* 'plushophilia'
* 'pooping'
* 'pregnant'
* 'scat'
* 'score:below_25'
* 'shota'
* 'smelly'
* 'snuff'
* 'soiling'
* 'species:animate_inanimate'
* 'species:arachnid'
* 'species:arachnid_humanoid'
* 'species:avian'
* 'species:eldritch_abomination'
* 'species:food_creature'
* 'species:insect'
* 'species:insect_humanoid'
* 'species:living_aircraft'
* 'species:living_clothing'
* 'species:living_fruit'
* 'species:living_inflatable'
* 'species:living_machine'
* 'species:taur'
* 'species:wasp'
* 'square_crossover'
* 'style_parody'
* 'teats'
* 'tentacles'
* 'teratophilia'
* 'toddler'
* 'toony'
* 'transformation'
* 'udders'
* 'unusual_anatomy'
* 'unusual_genitalia'
* 'unusual_genitalia_placement'
* 'unusual_penis_placement'
* 'urethral'
* 'urethral_penetration'
* 'urine_stream'
* 'voluptuous'
* 'vore'
* 'watersports'
* 'young' ## Training Procedure
* 204-272 images per batch (epoch variant)
* '512x512px' image size
* Adam optimizer
  * Beta1 = '0.9'
  * Beta2 = '0.999'
  * Weight decay = '1e-2'
  * Epsilon = '1e-08'
* Constant learning rate '4e-6'
* 'bf16' mixed precision
* 8 epochs of samples stretched to '512x512px' (ignore aspect ratio)
* 9 epochs of samples resized to '512xH' or 'Wx512px' with center crop (maintain aspect ratio)
* 2 epochs of samples resized to '< 512x512px' (maintain aspect ratio)
* Tags for each sample are shuffled for each epoch, starting from epoch 16
TAGS
#diffusers #tensorboard #not-for-all-audiences #text-to-image #dataset-hearmeneigh/e621-rising-v1-curated #endpoints_compatible #has_space #diffusers-StableDiffusionPipeline #region-us 
# E621 Rising: A Stable Diffusion 2.1 Model [epoch 19]

* Guaranteed NSFW or your money back
* Fine-tuned from Stable Diffusion v2-1-base
* 19 epochs of 450,000 images each, collected from E621 and curated based on scores, favorite counts, and tag filtering.
* Trained with 5,356 tags
* '512x512px'
* Compatible with  'diffusers'
* Compatible with 'stable-diffusion-webui'
* Likely compatible with anything that accepts '.ckpt' and '.yaml' files## Getting Started
* Stable Diffusion WebUI How-To
* Python How-To## Examples

<img src="URL width="512" height="512">

<img src="URL width="512" height="512">## Example Prompt## Changes From E621
See a complete list of tags here.

* Symbols have been prefixed with 'symbol:', e.g. 'symbol:<3'
* All categories except 'general' have been prefixed with the category name, e.g. 'copyright:somename'. The categories are:
  * 'artist'
  * 'copyright'
  * 'character'
  * 'species'
  * 'invalid'
  * 'meta'
  * 'lore'
* Tag names are all lowercase and only contain 'a-z', '0-9', '/', and '_' letters
* ':' is used to separate the category name from the tag### Additional Tags
* Image rating
    * 'rating:explicit'
    * 'rating:questionable'
    * 'rating:safe'### Omissions
Images with any of the following tags were omitted from training. No value judgment here, just needed to cull the E621 image library to a cost-efficient size.
The complete list of _included_ tags is available here.

* '2_penises'
* '4_balls'
* '4_breasts'
* '6_arms'
* '6_breasts'
* 'amputee'
* 'baby'
* 'character:fenneko'
* 'character:fifi_la_fume'
* 'character:frisk_undertale'
* 'character:rouge_the_bat'
* 'character:toriel'
* 'child'
* 'chubby_female'
* 'chubby_gynomorph'
* 'copyright:101_dalmatians'
* 'copyright:adventure_time'
* 'copyright:alien_franchise'
* 'copyright:animal_crossing'
* 'copyright:chikn_nuggit'
* 'copyright:chip_n_dale_rescue_rangers'
* 'copyright:conkers_bad_fur_day'
* 'copyright:crash_team_racing_nitrofueled'
* 'copyright:crash_team_racing_series'
* 'copyright:cuphead_game'
* 'copyright:digimon'
* 'copyright:disgaea'
* 'copyright:donkey_kong_series'
* 'copyright:dragon_ball_z'
* 'copyright:ducktales'
* 'copyright:ducktales_2017'
* 'copyright:family_guy'
* 'copyright:five_nights_at_freddys'
* 'copyright:friendship_is_magic'
* 'copyright:how_to_train_your_dragon'
* 'copyright:jurassic_park'
* 'copyright:kelloggs'
* 'copyright:lady_and_the_tramp'
* 'copyright:lego'
* 'copyright:looney_tunes'
* 'copyright:magic_the_gathering'
* 'copyright:mario_bros'
* 'copyright:masters_of_the_universe'
* 'copyright:minecraft'
* 'copyright:mlp_g5'
* 'copyright:ms_paint_adventures'
* 'copyright:my_little_pony'
* 'copyright:ocarina_of_time'
* 'copyright:ori_and_the_blind_forest'
* 'copyright:ori_series'
* 'copyright:parappa_the_rapper'
* 'copyright:pokemon'
* 'copyright:regular_show'
* 'copyright:rick_and_morty'
* 'copyright:sam_and_max'
* 'copyright:scoobydoo_series'
* 'copyright:scottgames'
* 'copyright:shirt_cut_meme'
* 'copyright:sonic_the_hedgehog_series'
* 'copyright:spongebob_squarepants'
* 'copyright:star_trek'
* 'copyright:star_wars'
* 'copyright:starbound'
* 'copyright:super_planet_dolan'
* 'copyright:super_smash_bros'
* 'copyright:swat_kats'
* 'copyright:talespin'
* 'copyright:team_cherry'
* 'copyright:teen_titans'
* 'copyright:teenage_mutant_ninja_turtles'
* 'copyright:teenage_mutant_ninja_turtles_2022'
* 'copyright:the_amazing_world_of_gumball'
* 'copyright:the_legend_of_zelda'
* 'copyright:tiny_toon_adventures'
* 'copyright:tom_and_jerry'
* 'copyright:twilight_princess'
* 'copyright:um_jammer_lammy'
* 'copyright:wayforward'
* 'copyright:we_bare_bears'
* 'copyright:winnie_the_pooh_franchise'
* 'copyright:xcom'
* 'copyright:yugioh'
* 'cub'
* 'death'
* 'diaper'
* 'expansion'
* 'expression_sheet'
* 'favorites:below_50'
* 'feces'
* 'feral'
* 'feral_on_feral'
* 'filth'
* 'foot_fetish'
* 'foot_focus'
* 'gore'
* 'huge_areola'
* 'huge_butt'
* 'huge_butt'
* 'hyper'
* 'hyper_anus'
* 'hyper_balls'
* 'hyper_belly'
* 'hyper_breasts'
* 'hyper_butt'
* 'hyper_feet'
* 'hyper_genitalia'
* 'hyper_genitalia'
* 'hyper_hips'
* 'hyper_lips'
* 'hyper_muscles'
* 'hyper_nipples'
* 'hyper_penis'
* 'hyper_pregnancy'
* 'hyper_pussy'
* 'hyper_sheath'
* 'hyper_thighs'
* 'hyper_tongue'
* 'imminent_death'
* 'imminent_vore'
* 'inflation'
* 'loli'
* 'meta:3d_artwork'
* 'meta:comic'
* 'meta:compression_artifacts'
* 'meta:distracting_watermark'
* 'meta:line_art'
* 'meta:marker_artwork'
* 'meta:model_sheet'
* 'meta:monochrome'
* 'meta:pen_artwork'
* 'meta:pencil_artwork'
* 'meta:sketch'
* 'meta:sketch_page'
* 'meta:unfinished'
* 'micro'
* 'moobs'
* 'morbidly_obese'
* 'nightmare_fuel'
* 'obese'
* 'overweight'
* 'peeing'
* 'plushophilia'
* 'pooping'
* 'pregnant'
* 'scat'
* 'score:below_25'
* 'shota'
* 'smelly'
* 'snuff'
* 'soiling'
* 'species:animate_inanimate'
* 'species:arachnid'
* 'species:arachnid_humanoid'
* 'species:avian'
* 'species:eldritch_abomination'
* 'species:food_creature'
* 'species:insect'
* 'species:insect_humanoid'
* 'species:living_aircraft'
* 'species:living_clothing'
* 'species:living_fruit'
* 'species:living_inflatable'
* 'species:living_machine'
* 'species:taur'
* 'species:wasp'
* 'square_crossover'
* 'style_parody'
* 'teats'
* 'tentacles'
* 'teratophilia'
* 'toddler'
* 'toony'
* 'transformation'
* 'udders'
* 'unusual_anatomy'
* 'unusual_genitalia'
* 'unusual_genitalia_placement'
* 'unusual_penis_placement'
* 'urethral'
* 'urethral_penetration'
* 'urine_stream'
* 'voluptuous'
* 'vore'
* 'watersports'
* 'young'## Training Procedure
* 204-272 images per batch (epoch variant)
* '512x512px' image size
* Adam optimizer
  * Beta1 = '0.9'
  * Beta2 = '0.999'
  * Weight decay = '1e-2'
  * Epsilon = '1e-08'
* Constant learning rate '4e-6'
* 'bf16' mixed precision
* 8 epochs of samples stretched to '512x512px' (ignore aspect ratio)
* 9 epochs of samples resized to '512xH' or 'Wx512px' with center crop (maintain aspect ratio)
* 2 epochs of samples resized to '< 512x512px' (maintain aspect ratio)
* Tags for each sample are shuffled for each epoch, starting from epoch 16