---
tags:
- text-to-image
- stable-diffusion
- lora
- diffusers
- template:sd-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 "schnell LoRA
    workflow" on the board.
  output:
    url: images/flux_lora_00221_.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
  output:
    url: images/flux_lora_00222_.png
- text: >-
    1girl, solo, blue hair, cat ears, parted bangs, long hair, looking at
    viewer, white dress shirt, rainy, sitting
  output:
    url: images/flux_lora_00223_.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
  output:
    url: images/flux_lora_00224_.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
  output:
    url: images/flux_lora_00227_.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
  output:
    url: images/flux_lora_00229_.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
  output:
    url: images/flux_lora_00247_.png
base_model: black-forest-labs/FLUX.1-schnell
instance_prompt: pvc figure, nendoroid, figma
license: apache-2.0
datasets:
- p1atdev/pvc
---
# FLUX.1 schnell PVC style 

<Gallery />

## Model description 

PVC figure style LoRA for [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell), 
trained on [FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell) 
with the [training adapter](ostris&#x2F;FLUX.1-schnell-training-adapter) using [ostris/ai-toolkit](https://huggingface.co/ostris/FLUX.1-schnell-training-adapter).


## Trigger words

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

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

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

### Prompt guide

This LoRA was trained with danbooru tags, but maybe not of all danbooru tags will work. Please consider to use natural language to align.

## Download model

Weights for this model are available in Safetensors format.

[Download](/p1atdev/flux.1-schnell-pvc-style-lora/tree/main) them in the Files & versions tab.

## Training config

WandB log: https://wandb.ai/p1atdev/flux_lora_pvc_schnell_1

TL;DR:

- `learning_rate` `1e-4` for `constant` with `AdamW8bit` (default)
- used about 2500 images
- `batch_size` `4`, `gradient_accumulation_steps` `1`
  - took about 32GB VRAM
- LoRA config (default)
  -  `linear`: `16`
  -  `linear_alpha`: `16`
- base model: [black-forest-labs/FLUX.1-schnell](https://huggingface.co/black-forest-labs/FLUX.1-schnell)
- assistant lora: [ostris/FLUX.1-schnell-training-adapter](https://huggingface.co/ostris/FLUX.1-schnell-training-adapter)
- trained for 10,000 steps but finally used the merge of checkpoint at 7250 and 7500 for 1:1.
- GPU: A6000 x1 (VRAM 48GB)

<details><summary>Full config.yaml</summary>

```yaml
job: extension
config:
  name: flux_lora_pvc_schnell_1
  process:
  - type: sd_trainer
    training_folder: output
    device: cuda:3
    network:
      type: lora
      linear: 16
      linear_alpha: 16
    save:
      dtype: bfloat16
      save_every: 250
      max_step_saves_to_keep: 10
    datasets:
    - folder_path: /workspace/ai-toolkit/dataset/pvc
      caption_ext: txt
      caption_dropout_rate: 0.01
      shuffle_tokens: true
      cache_latents_to_disk: true
      resolution:
      - 768
      - 1024
    train:
      batch_size: 4
      steps: 10000
      gradient_accumulation_steps: 1
      train_unet: true
      train_text_encoder: false
      gradient_checkpointing: true
      noise_scheduler: flowmatch
      optimizer: adamw8bit
      lr: 0.0001
      ema_config:
        use_ema: true
        ema_decay: 0.99
      dtype: bf16
    model:
      name_or_path: black-forest-labs/FLUX.1-schnell
      assistant_lora_path: ostris/FLUX.1-schnell-training-adapter
      is_flux: true
      quantize: true
    sample:
      sampler: flowmatch
      sample_every: 250
      width: 832
      height: 1152
      prompts:
      - 1girl, solo, blue hair, cat ears, parted bangs, long hair, looking at viewer,
        white dress shirt, rainy, wariza, sitting
      - 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
      - 1girl, aqua eyes, baseball cap, blonde hair, closed mouth, earrings, green
        background, hat, hoop earrings, jewelry, looking at viewer, shirt, short hair,
        solo, upper body, yellow shirt,
      - 1girl, bangs, bare shoulders, beret, black hair, black shorts, blue hair,
        bracelet, breasts, buttons, colored inner hair, double-breasted, eyewear removed,
        green headwear, green jacket, grey eyes, grey sky, hat, jacket, jewelry, long
        hair, looking at viewer, multicolored hair, neck ring, o-ring, off shoulder,
        rain, round eyewear, shorts, sidelocks, small breasts, solo, sunglasses, wavy
        hair, wet, zipper,
      - 1girl, brown hair, green eyes, colorful, autumn, cumulonimbus clouds, lighting,
        blue sky, falling leaves, garden
      - 1girl, bangs, black wings, blush, choker, collarbone, feathered wings, hair
        between eyes, halo, hand on hip, hat, head wings, long hair, long sleeves,
        looking at viewer, pink eyes, pink hair, pleated skirt, school hat, school
        uniform, serafuku, sidelocks, simple background, skirt, solo, twintails, wavy
        mouth, white background, wings, waifu,
      neg: ''
      seed: 42
      walk_seed: true
      guidance_scale: 1
      sample_steps: 4
    logging:
      use_wandb: true
      project_name: flux_lora_pvc_schnell_1
      run_name: run-1
meta:
  name: flux_lora_schnell_pvc
  version: '1.0'
```

</details>