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    Bunnii O'Hare - all 6 styles (Anima) - character LoRA - v1.0
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    Bunnii O'Hare from Fortnite — all six of her in-game styles in one file.

    Base, Hopper's, Auric, Phase, Rimebound and Cosmic Legacy, each on its own

    trigger word, plus the character out of costume.

    WHY I MADE THIS

    This is only my second LoRA. I do this for fun and because it is a genuinely

    good technical puzzle — that is the whole reason, there is no plan behind it.

    It started as an entry for a bounty here on Civitai. I was too slow. The bounty

    closed while my dataset was still unfinished and it went to someone else, fairly.

    But by then I had looked properly at what already exists for this character, and

    both public LoRAs stop at two styles. I wanted all six in one file. Nobody had

    made that, so I finished it anyway, mostly out of stubbornness.

    THE PART THAT WAS ACTUALLY HARD

    Not the training. The captions.

    If a tag appears on EVERY image of a concept, the model stops treating it as a

    tag and folds it into the trigger word. It quietly becomes something you can no

    longer turn off. All 114 of my reference images were 3D game captures, so 3d

    sat at 114/114 — meaning the LoRA would have rendered everything as a game

    screenshot forever, whatever you prompted.

    What does not work is naming the thing you do not want. What works is

    CONTRADICTING IT WITH IMAGES. I generated 28 extra pictures in flat anime

    shading and folded them into the set. 3d dropped to 80%, and the render style

    became something you can actually ask for or refuse.

    Same trick for the suit: 18 out-of-costume images took bodysuit from 100% down

    to 87%. That is the only reason this LoRA can put her in a sweater and jeans

    instead of always armouring her up.

    Two styles never got that treatment. Auric and Hopper's have no anime references

    anywhere, so 3d is still at 100% for those two tokens and they will always look

    more like game capture than the other four. It is an honest asymmetry and it is

    in the limits below, with everything else I know is wrong with it.

    THE TRIGGERS

    bunniibase Bunnii O'Hare navy / white / gold

    bunniihoppers Hopper's Legacy dark teal / white / pink

    bunniiauric Auric Legacy black / gold

    bunniiphase Phase Legacy iridescent / holographic

    bunniirime Rimebound Legacy cyan / white / silver

    bunniicosmic Cosmic Legacy starfield / nebula

    bunnii her out of costume (use this one on its own)

    You can put bunnii in front of a style token, but you do not have to — on

    paired seeds, dropping it moves the image less than simply rerolling does.

    One thing please keep in your prompt: adult woman, mature female. She has a

    mascot silhouette and that wording is on all 143 training captions. It is there

    for a reason.

    Description

    SETTINGS

    Base Anima-Base v1.0. Trained against Base, so it carries over to

    Anima-Turbo, JANIMA and the all-in-one; the reverse is not true.

    Strength 1.0

    Sampler er_sde Scheduler beta

    CFG 4.5 Steps 30

    Size 832x1216 portrait, or 1216x832

    There is no clip skip. Anima encodes with a Qwen3 text encoder and an

    adapter, not CLIP. Any clip-skip value is ignored.

    TAG LISTS — one per style

    Each style has a costume block that was trained on every single one of its

    images. The trigger already carries it: writing it out changes nothing, and

    it is reproduced here so you know what the token contains.

    bunniibase purple hair, blue eyes, purple lips, white hood, gold trim,

    navy blue bodysuit, white chest plate, white gloves,

    white armor, gold armor, gold emblem, white boots,

    rabbit tail, bodysuit, high heels

    bunniihoppers blonde hair, blue eyes, pink lips, white hood, pink trim,

    dark teal bodysuit, white chest plate, white gloves,

    pink armor, white emblem, pink boots, rabbit tail,

    bodysuit, high heels

    bunniiauric blonde hair, brown eyes, gold lips, gold hood, orange lining,

    black bodysuit, gold chest plate, black gloves, gold armor,

    gold emblem, gold boots, rabbit tail, bodysuit, high heels

    bunniiphase pink hair, pale lips, iridescent hood, iridescent bodysuit,

    holographic, pearlescent, opalescent, iridescent armor,

    iridescent gloves, white boots, rabbit tail, bodysuit,

    high heels

    bunniirime purple hair, cyan lips, white hood, silver trim,

    cyan bodysuit, white chest plate, cyan gloves, silver armor,

    white emblem, white boots, rabbit tail, bodysuit, high heels

    bunniicosmic purple hair, dark purple lips, starfield, galaxy print,

    nebula bodysuit, cyan gradient, magenta gradient, dark hood,

    dark gloves, dark armor, dark boots, rabbit tail, bodysuit,

    high heels

    bunnii purple hair, blue eyes, purple lips

    (out of costume — no style token, no bodysuit)

    WHAT IT DOES — tested, with the pass and fail conditions written down first

    Ten conditions, two seeds each, criteria fixed BEFORE generating. Eight

    passed, one failed, one works poorly.

    Works action and motion; complex environments (night streets, rain,

    crowds); civilian clothes with no costume piece bleeding through;

    forced anime rendering; stacking with a style LoRA; two characters

    in one frame; nudity with correct anatomy; hands holding an object;

    alternate styles under scene lighting rather than flat backdrops.

    Fails hood down. 1 success in 4 attempts. See below.

    Poorly two characters in DIFFERENT styles — you get two figures, but the

    colourways bleed into each other and the composition drifts toward

    a character sheet.

    WHAT IT DOES NOT DO — known defects, named rather than hidden

    HOOD DOWN IS UNRELIABLE — 1 success in 4.

    hood down appeared on 43 of the 125 in-costume captions against 82 for hood up.

    It is not absorbed, it is outvoted. Two things help:

    - name NO hood in your prompt. white hood together with hood down gave

    0 successes in 2; removing it gave 1 in 2.

    - expect to reroll the seed.

    THE EAR LINING COMES OUT CYAN ON AURIC AND COSMIC.

    Auric's lining should be orange and Cosmic's should be a starfield. Five of

    the six styles share a cyan lining in the reference captures, so the minority

    cases had no contrast to separate against. No tag fixes this.

    bunniiauric AND bunniihoppers CARRY 3D RENDERING AND CANNOT SHED IT.

    3d appears on 23/23 auric captions and 18/18 hoppers captions, against

    26/29 for base. At 100% a tag is absorbed by the token, so these two styles

    will look more like game capture than the other four. This is asymmetric and

    it is a limitation, not a preference.

    DEFAULT RENDERING IS ANIME, NOT GAME CAPTURE.

    Despite 114 of the 143 training images being 3D game captures, the LoRA

    renders in anime by default. 28 counter-examples were generated on purpose to

    make the render style detachable, and they over-corrected. Whether it can

    produce the game look on demand has NOT been tested.

    OUT OF COSTUME, IDENTITY IS THIN.

    Without the suit the character is carried by hair, eyes and lips only. There

    is no bodysuit-free variant of the five Legacy styles: bodysuit sits at

    100% in all six style concepts, so it is absorbed by the token. For higher

    ratings, OPEN the suit unzipped bodysuit, bodysuit pulled down) rather

    than removing it.

    HOW IT WAS MADE

    Trained with kohya-ss/sd-scripts (anima_train_network) against Anima-Base

    v1.0, on a single 8 GB card. 1 h 29, peak VRAM 7997 MB of 8192.

    unet-only, dim/alpha 32, CAME (weight_decay 0.01), lr 7e-5 / unet 2e-5,

    cosine with 5 warmup steps, sigmoid timestep sampling, l2 loss, 1024 with

    aspect-ratio bucketing and no upscaling, batch 1, bf16, 1600 steps, seed 42.

    Checkpointed every 200 steps so the epoch could be chosen by looking rather

    than by taking the last one.

    Dataset: 114 in-game reference captures across the six styles, plus 28

    generated images whose only job was to introduce VARIATION the captures did

    not have. Without them 3d sat at 114/114 and bodysuit at 114/114 —

    constant, therefore absorbed, therefore imposed on every output. With them:

    80% and 87%, therefore detachable. Verified afterwards, not assumed.

    Seven concepts: the six styles plus one out-of-costume concept that carries

    no style token, because there is no style to designate on a woman in a

    t-shirt and attaching one would teach a false association.

    Captions were built by merging a hand-written fact sheet per style with what

    a WD14 tagger actually saw in each image, so the vocabulary describes the

    pixels rather than a marketing blurb.

    Comments (2)

    artyclawAug 27, 2026
    CivitAI

    Thank you for explaining the training data process. Very interesting.

    dewor
    Author
    Aug 27, 2026

    I trying my best ! thanks a lot

    LORA
    Anima

    Details

    Downloads
    25
    Platform
    CivitAI
    Platform Status
    Available
    Created
    8/27/2026
    Updated
    8/29/2026
    Deleted
    -
    Trigger Words:
    bunniibase, purple hair, blue eyes, purple lips, white hood, gold trim, navy blue bodysuit, white chest plate, white gloves, white armor, gold armor, gold emblem, white boots, rabbit tail, bodysuit, high heels
    bunniihoppers, blonde hair, blue eyes, pink lips, white hood, pink trim, dark teal bodysuit, white chest plate, white gloves, pink armor, white emblem, pink boots, rabbit tail, bodysuit, high heels
    bunniiauric, blonde hair, brown eyes, gold lips, gold hood, orange lining, black bodysuit, gold chest plate, black gloves, gold armor, gold emblem, gold boots, rabbit tail, bodysuit, high heels
    bunniiphase, pink hair, pale lips, iridescent hood, iridescent bodysuit, holographic, pearlescent, opalescent, iridescent armor, iridescent gloves, white boots, rabbit tail, bodysuit, high heels
    bunniirime, purple hair, cyan lips, white hood, silver trim, cyan bodysuit, white chest plate, cyan gloves, silver armor, white emblem, white boots, rabbit tail, bodysuit, high heels
    bunniicosmic, purple hair, dark purple lips, starfield, galaxy print, nebula bodysuit, cyan gradient, magenta gradient, dark hood, dark gloves, dark armor, dark boots, rabbit tail, bodysuit, high heels

    Files

    bunnii_ohare_6styles_anima_v1.safetensors