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Model Description

A continuation of ChenkinRF 0.2

For main model description please refer to it.

Bias and Limitations

Standard biases and limitations of Danbooru dataset apply.

Getting Started Guide

Model Output Examples

Some of the examples provided by our testers:

Prompt
solipsist, alphonse elric, edward elric, 2boys, ahoge, armor, back-to-back, belt, black coat, black pants, black shirt, blonde hair, braid, braided ponytail, brothers, buckle, building, closed mouth, coat, cowboy shot, expressionless, from side, full armor, grey hair, hand in pocket, hands in pockets, helmet, hood, hooded coat, jacket, knight, long hair, long sleeves, looking up, male focus, multiple boys, open clothes, open coat, outdoors, pants, profile, red coat, shadow, shirt, siblings, single braid, standing, foot out of frame, wide shot, side-by-side, grey sky, cloudy sky, european architecture, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
masterpiece, best quality, try \(lsc\), homunculus \(alchemynote\), michiking, bluefield, kasane teto, 1girl, :3, animal ears, cat ears, cheek squash, drill hair, grey jacket, hand on another's face, hand on another's head, jacket, looking at viewer, musical staff, musical staff print, petting, pov, pov hands, red eyes, red hair, red trim, ribbon, shoulder belt, shoulder boards, solo focus, squishing, tongue, tongue out, twin drills, white background, white ribbon
Negative Prompt
low quality, worst quality, blurry, bad anatomy, (jpeg artifacts:0.8), watermark, no pupils, sketch, adversarial noise, loli
Prompt
yoshio (55level), astolfo (fate), pink hair, male focus, 1boy, blood, polearm, gauntlets, blood on face, braid, single braid, lance, weapon, fur trim, solo, armor, injury, torn clothes, cloak, cape, holding weapon, hair intakes, long hair, fur-trimmed cloak, multicolored hair, pink hair, long braid, purple eyes, wiping face, fur-trimmed cape, holding polearm, otoko no ko, streaked hair, white hair, dirty clothes, dirty face, white cape, gloves, holding, torn cape, black ribbon, black shirt, spear, fang, cuts, ribbon, bruise, dirty, white cloak, fingerless gloves, black gloves, red eyes, smile, blonde hair, upper body, blood on clothes, bloom, profile, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
yuming li, (itowo \(itowc\):0.8), godiva ghoul, (watanabe tomari:0.7), oil painting \(medium\), masterpiece, best quality, aesthetic, year 2025, newest, no humans, grass, moonlight greatsword, planted sword, ruins, dappled sunlight, gravestone,
Negative Prompt
worst quality, low quality, multiple views, comic, adversarial noise, jpeg artifacts, @ @,
Prompt
1girl, face focus, (from side:0.6), black skin, melting halo, dark halo, upper body, black eyes, white pupils, glowing eyes, black hair, long hair, straight hair, black shirt, white background, simple background, dim lighting, dark, evil grin, sharp teeth, blood from mouth, looking at viewer, falling feathers, dutch angle, album cover, best quality, aesthetic, masterpiece
Negative Prompt
worst quality, bad anatomy, (jpeg artifacts:0.8), watermark, sketch, no pupils
Prompt
(tamomoko, flowersbloodart, shchritt:1.1), 1girl, holding, holding stuffed toy, (ikea shark:1.1), indoors, bedroom, pink hair, slit pupils, dragon girl, dragon horns, gradient horns, dragon tail, dragon wings, covered mouth, hair between eyes, upturned eyes, looking at viewer, head tilt, heart, long sleeves, oversized clothes, sweater, red eyes, wariza, sitting, sleeves past fingers, sleeves past wrists, white leg warmers, thighs, short hair, zettai ryouiki, white horns, solo, red wings, red tail, feet, toes, best quality, aesthetic, excellent
Negative Prompt
worst quality, bad anatomy, (jpeg artifacts:0.8), watermark, sketch, no pupils
Prompt
john kafka, 1girl, bare shoulders, belt, black choker, blue eyes, choker, collarbone, earrings, embroidery, grey eyes, grey hair, hair ribbon, head tilt, jewelry, long hair, necklace, off shoulder, off-shoulder dress, parted lips, patterned clothing, red dress, ribbon, twintails, yellow dress, profile, from side cowboy shot, bloom, blurry background, leaf, wind, holding umbrella, shadow, frilled umbrella, tears, blank stare, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
pokemon, jirachi, happy, no humans, white skin, solo, smile, open mouth, green eyes, no humans, full body, outstretched arms, looking at viewer, blush, (masterpiece, best quality:0.85)
Negative Prompt
worst quality, bad anatomy, (jpeg artifacts:0.8), watermark, sketch, no pupils, multiple horns, asymmetrical horns
Prompt
vihua6, manhattan cafe (umamusume), 1girl, ahoge, animal ears, belt, black coat, black gloves, black hair, black shirt, black skirt, black vest, blurry, blurry background, brown pantyhose, closed mouth, coat, collared shirt, ear tag, earrings, feet out of frame, gloves, hair between eyes, horse ears, horse girl, horse tail, jewelry, long bangs, long coat, long hair, long hair between eyes, long sleeves, looking at viewer, miniskirt, multicolored hair, necktie, open clothes, open coat, outdoors, pleated skirt, purple pantyhose, rain, red necktie, shirt, single earring, skirt, solo, standing, streaked hair, trench coat, two-tone hair, undressing, vest, wet, wet hair, wet shirt, wet skirt, wringing clothes, yellow eyes, yellow necktie, street, city lights, traffic light, dark, (blue theme:0.4), (red theme:0.6), black theme, (white theme:0.6), dutch angle, wind, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
(na tarapisu153:0.7), john kafka, ask \\(askzy\\), (ciloranko:0.6),from side,pov,close up, 1girl,specter the unchained /(arknights/),red eyes, wet, smile,looking at viewer,sharp teeth, light blush,crossed legs, hand up,armpit peek,head tilt,thighs, sitting,partially submerged, rain,storm, reflective water, atmospheric perspective,dark,sidelighting,lightning, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
1girl, kasane teto (sv), psychedelic, swirl, eyeshadow, black background, melting, upper body, black theme, <break> very awa, masterpiece, best quality, highres
Negative Prompt
nsfw, worst quality, old, early, low quality, lowres, signature, username, logo, bad hands, mutated hands, mammal, anthro, furry, ambiguous form, feral, semi-anthro, pauzuri, (censored:1.2), (bar censor:1.1), mosaic censoring, (furry:1.2)
Prompt
masterpiece, best quality, try \(lsc\), homunculus \(alchemynote\), michiking, hatsune miku, 1girl, ahoge, arm up, ballerina, ballet slippers, blue eyes, blue hair, bow, choker, dress, full body, gloves, grey bow, hair between eyes, long hair, snowflakes, solo, star \(sky\), tutu, twintails, very long hair, white dress, white gloves, dancing
Negative Prompt
low quality, worst quality, blurry, bad anatomy, (jpeg artifacts:0.8), watermark, no pupils, sketch, adversarial noise
Prompt
ishiwatari daisuke, (godiva ghoul, mirin chikuwa:0.6), masterpiece, best quality, aesthetic, year 2025, newest, 1girl, reina \(tekken\), foreshortening, incoming attack, looking at viewer, uppercut, motion lines, electricity manipulation, upper body, eye trail, serious, determined, clenched hand, dark blue background,
Negative Prompt
worst quality, low quality, multiple views, comic, adversarial noise, jpeg artifacts, @ @,
Prompt
hero neisan, sparkle (honkai: star rail), 1girl, bare shoulders, black choker, black gloves, breasts, butterfly-shaped pupils, cherry blossoms, choker, cleavage, criss-cross halter, detached sleeves, dress, facial mark, falling petals, flower, flower in eye, flower-shaped pupils, fox mask, gloves, hair ornament, hand on own face, long hair, looking at viewer, mark under both eyes, mask, mask on head,head tilt, open mouth, pink dress, pink eyes, pink hair, red dress, red sleeves, single glove,crazy smile,symbol-shaped pupils, teeth, twintails, upper body, very long hair,wind,floating hair,dark background,backlighting,pink theme,(purple theme:0.3),(red theme:0.5),chromatic aberration, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
(waligner:0.8), (koruri:0.7), (suujiniku:0.4), pov, 1girl, solo, oguri cap (Umamusume ), alternate costume, grey hair, long hair, medium breasts, high ponytail, alternate hairstyle, \nribbed sweater, grey sweater, open jacket, white jacket, cropped jacket, red ascot, gold trim, white shorts, grey accent, black pantyhose, high-low skirt, white skirt, straight skirt, red inner skirt, long sleeves,\nlooking at viewer, hand to chest, upper body, smile, indoors, sunlight, sidelighting, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
basil (faraway) (omori), sunny (omori), basil (omori), green sweater vest, black sweater vest, multiple boys, antenna hair, 2boys, holding flower, tulip, flower, sweater vest, sunflower, male focus, black eyes, blonde hair, white shirt, collared shirt, shirt, looking at another, short sleeves, holding, blush, short hair, yaoi, green eyes, lily of the valley, closed mouth, black hair, white flower, upper body, green vest, white border, brown hair, white pupils, official alternate eye color, bright pupils, eye contact, hair behind ear, smile, vest, black vest, simple background, hair between eyes, aqua eyes, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
qingli ye, zhongli (genshin impact) , alternate outfit, king, 1boy, armchair, beads, black footwear, black hair, boots, brown hair, chair, chalice, changpao, chinese clothes, closed mouth, crack, cup, dragon, earrings, eastern dragon, expressionless, fog, cowboy shot, hair between eyes, hanfu, hat, holding, incense, jewelry, korean clothes, lattice, light particles, light rays, lion, long sleeves, looking at viewer, male focus, multicolored hat, red theme, robe, signature, sitting, sitting on throne, sleeves past fingers, sleeves past wrists, smoke, smoking pipe, snake, solo, steam, sunlight, tangzhuang, tassel, teapot, throne, tiger, vase, water, watermark, wide sleeves, yellow eyes, yellow theme, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
vihua6, sheffield (azur lane), 1girl, apron, armor, armored boots, back bow, bayonet, black dress, blonde hair, bomb, boots, bow, braid, braided bun, clothes lift, cuffs, curtsey, dagger, dress, enmaided, explosive, flintlock, floating object, floating weapon, frilled apron, frilled dress, frills, from behind, grenade, gun, hair bun, juliet sleeves, knife, long sleeves, looking at viewer, looking back, magazine (weapon), maid, maid apron, maid headdress, multiple weapons, puffy sleeves, ribbon, single hair bun, skirt hold, solo, thigh boots, thighhighs, throwing knife, weapon, white apron, white ribbon, white thighhighs, wrist cuffs, dark background, frown, yellow eyes, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
alchemaniac, ninomae ina'nis, 1girl, sidelocks, long hair, single detached sleeve, purple hair, orange hair, very long hair, gradient hair, tentacle hair, pointy ears, strapless dress, blunt bangs, low wings, halo, wings, mole under eye, multicolored hair, hugging pillow, indoors, bed, paper, drawing tablet, light smile, armpits, looking at viewer, head tilt, backlighting, sunlight, tree pot, mirror, closet, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
marshall d. teach, 1boy, bandana, beard, coat, constricted pupils, earrings, evil smile, facial hair, fish boy, giant male, greyscale, hat, hoop earrings, jewelry, long beard, long nose, male focus, missing tooth, monochrome, mustache, open mouth, pirate, pirate hat, simple background, sketch, skull and crossbones, smile, solo, teeth, upper body, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
nopetroto,(asanagi:0.8),(kakure eria:0.8), angela (project moon), roland (project moon), library of ruina, 1boy, 1girl, short hair, medium breasts, black coat, black eyes, black hair, black jacket, black necktie, black pants, black suit, blue coat, notched lapels, frilled sleeves, collared shirt, ascot, blue hair, book, book on lap, book stack, bookshelf, chair, closed mouth, collared shirt, desk, formal clothes, hand in pocket, holding, holding book, indoors, jacket, library, long sleeves, looking at another, eye contact, necktie, open book, pants, paper, parted bangs, reading, red necktie, shirt, short hair, sitting, smirk, closed mouth, expressionless, standing, table, white shirt, yellow eyes, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
(nia \(nia4294\):0.8), (null \(nyanpyoun\):0.5), (asura \(asurauser\):0.55), (yd \(orange maru\):0.8), (redrop:0.8), 1girl, solo, BREAK, serena \(sygna suit\) \(pokemon\), pokemon masters ex, blonde hair, short hair, hair ornament, grey eyes, ascot, furled brow, BREAK, athletic, , convenient censoring, nature background, masterpiece, best quality, aesthetic
Negative Prompt
worst quality, low quality, bad anatomy, (jpeg artifacts:0.8), watermark, sketch, no pupils
Prompt
1girl, rosmontis (arknights), arknights, [by tianliang duohe fangdongye|by wlop|by potg], anime screencap, long hair, long legs, solo, dark rainy theme, from side, very wide shot, rim lighting, raincoat, wet, [half-life 2|blame!], (ominous tower in the distance:1.2)\nBREAK\ncinematic angle, perspective, concept art, depth of field, cowboy shot, pitch black night
Negative Prompt
nsfw, worst quality, old, early, low quality, lowres, signature, username, logo, bad hands, mutated hands, mammal, anthro, furry, ambiguous form, feral, semi-anthro, pauzuri, (censored:1.2), (bar censor:1.1), mosaic censoring, (furry:1.2)
Prompt
masterpiece, sharp detail, intricate detail, 1girl, (urin, rella, konya karasue:1.1), pointy ears, (dark red skin), textured skin, oni horns, detailed blue eyes, gradient blue eyes, long hair, (gradient (blonde hair), detailed hair), black tips, medium breasts, blonde eyelashes, long eyelashes, glowing horns, skindentation, shiny skin, smile, smirk, contrast dark and lights, light ray, glowing eyes, looking at viewer, general, lineart:1.2, close-up plant focus, (iridescent musical note:1.1), iridescent:1.2, chromatic abberation, light particles, black and white background, (shiny, abstract:0.7), underlighting:1.2, reflection, glowing eyes trail,(dynamic pose, dynamic angle, dynamic composition), BREAK chiaroscuro, volumetric lighting, dappled light, dramatic shadows, cinematic lighting, detailed background, light and shadow contrast, color depth, masterful shading, impactful picture, depth of field, ambient occlusion
Negative Prompt
nsfw, worst quality, old, early, low quality, lowres, signature, username, logo, bad hands, mutated hands, mammal, anthro, furry, ambiguous form, feral, semi-anthro, pauzuri, (censored:1.2), (bar censor:1.1), mosaic censoring, (furry:1.2)
Prompt
1girl, azzz \\(7334080\\):1.1), (fajyobore:0.9), (wlop:0.9), (anmi:0.35), (watanabe tomari:0.35), (zombie ke:0.4), (alchemaniac:0.35), (hyatsu:0.45), (zippo \\(3756c\\):0.45), (hjl:0.6), solo, black background, red flower, monochrome, unfinished, upper body, child, aged down, otonoha aika, double exposure, digital painting, rough brushstrokes, scuffed, painterly, expressionistic, dark art, grunge, high contrast, (impressionism:1.218), abstract background, faux traditional media, vignette, illustration, fragmented, energy wings, fractal, visible brushstrokes, experimental, distortion, noise, raw art, rella
Negative Prompt
nsfw, worst quality, old, early, low quality, lowres, signature, username, logo, bad hands, mutated hands, mammal, anthro, furry, ambiguous form, feral, semi-anthro, pauzuri, (censored:1.2), (bar censor:1.1), mosaic censoring, (furry:1.2)
Prompt
moshimoshibe, angela (project moon), 1girl, large breasts, black background, black vest, blue hair, closed mouth, coat, collared shirt, expressionless, lab coat, lapels, ligne claire, long hair, looking at viewer, necktie, notched lapels, one side up, parted bangs, red necktie, shirt, sidelocks, smoking, smoke, cigar, head back, holding cigar, simple background, dark, shadow, solo, portrait, very long hair, vest, white coat, white shirt, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username
Prompt
masterpiece, best quality, aesthetic, high resolution try \(lsc\), homunculus \(alchemynote\), michiking, bluefield, izuna \(blue archive\), 1girl, animal ears, braid, brown hair, cherry blossoms, fishnet thighhighs, fishnets, fox ears, fox girl, fox hair ornament, fox shadow puppet, fox tail, gloves, halo, in tree, japanese clothes, partially fingerless gloves, pink halo, pink scarf, scarf, school uniform, serafuku, shoes, short hair, single thighhigh, sitting, sitting in tree, tail, thighhighs, tree, yellow eyes, photo background
Negative Prompt
low quality, worst quality, blurry, bad anatomy, (jpeg artifacts:0.8), watermark, no pupils, sketch, adversarial noise, simple background
Prompt
ebora, america \\(hetalia\\), 1boy, glasses, blonde messy short hair, blue eyes, lips, black high-waist pants, collared grey shirt, long sleeves, suspenders, three-quarter sleeves, closed mouth, expressionless, male focus, solo, standing, blue sky, cloud, cowboy shot, ocean, outdoors, sunset, light frown, profile, masterpiece, best quality, aesthetic
Negative Prompt
low quality, worst quality, low resolution, e621, old, ugly, watermark, artist name, signature, twitter username

Recommendations

Inference

Comfy

image

(Workflow is available alongside model in repo)

Same as your normal inference, but with addition of SD3 sampling node, as this model is Flow-based.

Recommended Parameters:
Sampler: Euler, DPM++ SDE, etc.
Steps: 20-28
CFG: 3-6
Shift: 3-5
Schedule: Normal/Simple/SGM Uniform/Beta Positive Quality Tags: masterpiece, best quality, aesthetic

Negative Tags: worst quality, normal quality, bad anatomy, low resolution,bad hands, low quality

A1111 WebUI

(All screenshots are repeating our other RF release, as there is no difference in setup)

Recommended WebUI: ReForge - has native support for Flow models, and we've PR'd our native support for Flux2vae-based SDXL modification.

How to use in ReForge:

изображение (ignore Sigma max field at the top, this is not used in RF)

Support for RF in ReForge is being implemented through a built-in extension:

изображение

Set parameters to that, and you're good to go.

Recommended Parameters:
Sampler: Euler Comfy, Euler, DPM++ SDE Comfy, etc. ALL VARIANTS MUST BE RF OR COMFY, IF AVAILABLE. In ComfyUI routing is automatic, but not in the case of WebUI.
Steps: 20-28
CFG: 3-6
Shift: 3-5
Schedule: Normal/Simple/SGM Uniform/Beta Positive Quality Tags: masterpiece, best quality, aesthetic
Negative Tags: worst quality, normal quality, bad anatomy, low resolution

ADETAILER FIX FOR RF: By default, Adetailer discards Advanced Model Sampling extension, which breaks RF. You need to add AMS to this part of settings:

изображение

Add: advanced_model_sampling_script,advanced_model_sampling_script_backported to there.

If that does not work, go into adetailer extension, find args.py, open it, replace _builtin_scripts like this:

изображение

Here is a copypaste for easy copy:

_builtin_script = (
    "advanced_model_sampling_script",
    "advanced_model_sampling_script_backported",
    "hypertile_script",
    "soft_inpainting",
)

Or use this fork of Adetailer - https://github.com/Anzhc/aadetailer-reforge

Training

Training Details

Samples seen(unbatched steps): 52 million samples seen.
Learning Rate: 2e-5
Effective Batch size: 1152 Effective Batch Size, 36 Batch Size, 4 Gradient Accumulation, 8 GPUs
Precision: Mixed BF16
Optimizer: AdamW8bit with Kahan Summation
Weight Decay: 0.01
Schedule: Constant with warmup
Timestep Sampling Strategy: Uniform
SD3 Shift: 2
Text Encoders: Frozen
Keep Token: False
Tag Dropout: 10%
Uncond Dropout: 10%
Shuffle: True

Additional Features used: Protected Tags, Cosine Optimal Transport.

Training Data

Danbooru up to January of 2026.

LoRA Training

Pochi.toml is a basic TOML for usage with https://github.com/67372a/LoRA_Easy_Training_Scripts/tree/refresh MAKE SURE TO USE BRANCH REFRESH, comes ready to work.

You can also use https://github.com/bluvoll/Akegarasu-lora-scripts-RF/tree/main to train LoRAs or Finetune the model, use Example.toml as a starter configuration for training.

Hardware

Model was trained on a 8xH100 node.

Software

Custom fork of SD-Scripts(maintained by Bluvoll)

Acknowledgements

The model is still overcoming the anatomy issues first seen in ChenkinNoobXL 0.2 Epsilon and the change caused by deprecated tags in danbooru 2025, at this point in time the model has become far sharper and detailed than expected, some newer characters are promptable with helper features, we expect this to improve over the next 5 or 7 epochs as we raise LR to 4e-5 due to the high batch size we run.

Testers

Everyone in server who tested model throughout it's training and provided feedback, included but not limited to:

  • Shinku
  • yoinked
  • low channel
  • Anzhc
  • lylogummy
  • Silvelter
  • brittle
  • Darren Laurie
  • L_A_X
  • Nebulae
  • Francisco
  • WANG
  • youhuang
  • ztxzhy
  • Drac
  • user
  • nian__gao233
  • DUO
  • Kai Wong
  • Requiredforsomereason
  • spawner
  • peoscrha
  • waww
  • itterative
  • Nama M
  • Talan
  • Magpie
  • BKM Desu
  • 花火流光
  • tairitsujiang
  • 123
  • 2222k
  • spawner
  • 青苇

Showcase Images

  • Itterative
  • Ryusho
  • Panchovix
  • Talan
  • Silvelter
  • Drac

Hardware

Chenkin and Heathcliff for providing compute.

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