README.md

---
tags:
- text-to-image
- lora
- diffusers
- template:diffusion-lora
widget:
- text: >-
    1girl is standing leftside by a blackboard rightside. pvc style. from front
    shot, 1girl; 1girl, nendoroid, blue hair, medium hair, cat ears, looking at
    viewer, white dress shirt, black shorts, arm up, open mouth, chibi.
    blackboard; blackboard with wooden frame and feet, text of "AURA FLOW" on
    the board.
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00060_.png
- text: >-
    1girl, solo, full body, gloves, groin, hair between eyes, hair ornament,
    head tilt, holding, holding staff, horns, long hair, looking at viewer, maid
    headdress, mole, mole under eye, navel, parted lips, purple eyes, purple
    hair, purple theme, shawl, shorts, single horn, staff, standing, thighhighs,
    twintails, white footwear, white gloves, white thighhighs
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00065_.png
- text: >-
    cute anime girl with massive fluffy fennec ears and a big fluffy tail blonde
    messy long hair blue eyes wearing a maid outfit with a long black gold leaf
    pattern dress and a white apron mouth open placing a fancy black forest cake
    with candles on top of a dinner table of an old dark Victorian mansion lit
    by candlelight with a bright window to the foggy forest and very expensive
    stuff everywhere there are paintings on the walls, pvc
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00067_.png
- text: >-
    1girl, solo, outdoors, looking at viewer, flower, gloves, grey hair, hat,
    jacket, long hair, long skirt, long sleeves, looking at viewer, open
    clothes, open jacket, pantyhose, red eyes, red flower, red hat, red jacket,
    red rose, red skirt, rose, shirt, skirt, smile, snowing, standing, white
    gloves, white shirt
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00069_.png
- text: >-
    1girl, solo, maid, cowboy shot, cup, green eyes, green hair, hair intakes,
    hair ornament, holding, holding cup, lips, long hair, looking at viewer,
    ponytail, realistic, simple background, teacup, very long hair, white
    background, wrist cuffs
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00072_.png
- text: >-
    1girl, hatsune miku, vocaloid, solo, :o, bare shoulders, black skirt, black
    sleeves, black thighhighs, blue eyes, blue hair, blush, collared shirt,
    detached sleeves, hair ornament, kneeling, long hair, long sleeves, looking
    at viewer, miniskirt, parted lips, pleated skirt, shirt, skirt, sleeveless,
    sleeveless shirt, thighhighs, twintails, very long hair, white shirt, wing
    collar
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00074_.png
- text: >-
    1girl, solo, arm at side, black hairband, black shirt, black skirt, blue
    eyes, blush, collared shirt, dress shirt, gradient hair, hair between eyes,
    hairband, hand up, long hair, long sleeves, multicolored hair, neckerchief,
    orange hair, orange neckerchief, parted lips, pleated skirt, purple hair,
    shirt, sidelocks, simple background, skirt, sleeves past wrists, upper body,
    very long hair, white background
  parameters:
    negative_prompt: blurry, ugly, low quality, bad anatomy, signature, watermark, copyright
  output:
    url: images/ComfyUI_temp_mpxny_00093_.png
base_model: fal/AuraFlow-v0.3
instance_prompt: pvc, pvc figure, figma, nendoroid
license: apache-2.0
---
# AuraFlow v0.3 PVC style LoRA

<Gallery />

## Model description 

PVC style LoRA for [AuraFlow v0.3](https://huggingface.co/fal/AuraFlow-v0.3).
Only tested with ComfyUI, and I don't know if this LoRA works on other WebUIs.

## Trigger words

You should use `pvc` to trigger the image generation.

You should use `pvc figure` to trigger the image generation.

You should use `figma` to trigger the image generation.

You should use `nendoroid` to trigger the image generation.

## Prompt guide

Long danbooru tags style prompt is preferred.

This LoRA was trained with danbooru tags, but not of all danbooru tags would work. 
Please consider to use natural language to align. (but too long natural language prompts sometimes break outputs.)

## Training settings

- Training tool: [auraflow-ft](https://github.com/p1atdev/auraflow-ft)
- Base model: [AuraFlow-v0.3-bnb-nf4](https://huggingface.co/p1atdev/AuraFlow-v0.3-bnb-nf4)
  - Quantization: bitsandbytes NF4
    - Target keys: all except the exclude keys
    - Exclude keys: `["t_embedder", "final_linear", "modF"]`
- Peft method: LoRA
  - LoRA settings
    - Rank: 16
    - Alpha: 1
    - Zero-init: lora_down
    - Target keys: `[".attn.", ".mlp.", ".modC.", ".modC.", ".modX."]`
    - Exclude keys: `["text_encoder", "vae", "t_embedder", "final_linear"]`
- Optimizer: `RAdamScheduleFree` from [`schedulefree` ](https://github.com/facebookresearch/schedule_free)
- Learning rate: `1e-3`
  - Learning rate scheduler: not used
- Loss type: L2
- Timestep sampling: Logit-norm
- Train epochs: 10
- Dataset
  - Num images: 7452
  - Num repeats: 2
  - Batch size: 2
  - Bucket settings: (maybe buggy)
    - Maximum resolution: around 1024x1024
    - Minimum resolution: 384x384
    - Bucket size step: 128
  - Caption augumentation
    - Shuffle tags: Yes
    - Tag dropout: No
    - Caption dropout: No
- Gradient checkpointing: Yes
- Training device: 1x RTX 4070Ti Super (16GB VRAM)
- Training hours: around 62 hours

- Checkpoint history: https://huggingface.co/p1atdev/afv03-lora/tree/main/pvc-2

## Download model

Weights for this model are available in Safetensors format.

[Download](/p1atdev/auraflow-v0.3-pvc-style-lora/tree/main) them in the Files & versions tab.