---
library_name: diffusers
pipeline_tag: text-to-image
datasets:
- hearmeneigh/e621-rising-v1-curated
tags:
- not-for-all-audiences
---
Warning: This model is NOT suitable for use by minors. The model can/will generate X-rated/NFSW content.
This version is now
outdated. For much improved results, try out
version 2.
# 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
## 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