README.md

---
license: creativeml-openrail-m
base_model: black-forest-labs/FLUX.1-dev
tags:
- stable-diffusion
- stable-diffusion-diffusers
- text-to-image
- diffusers
- simpletuner
- lora
- template:sd-lora
- not-for-all-audiences
inference: true
widget:
- text: unconditional (blank prompt)
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_0_0.png
- text: unconditional (blank prompt)
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_1_1.png
- text: unconditional (blank prompt)
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_2_2.png
- text: >-
    a breathtaking naked portrait of a woman, capturing her essence with vibrant
    colors and expressive features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_3_0.png
- text: >-
    a breathtaking naked portrait of a woman, capturing her essence with vibrant
    colors and expressive features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_4_1.png
- text: >-
    a breathtaking naked portrait of a woman, capturing her essence with vibrant
    colors and expressive features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_5_2.png
- text: >-
    a high-quality, detailed photograph of a woman as a sous-chef, immersed in
    the art of culinary creation
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_6_0.png
- text: >-
    a high-quality, detailed photograph of a woman as a sous-chef, immersed in
    the art of culinary creation
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_7_1.png
- text: >-
    a high-quality, detailed photograph of a woman as a sous-chef, immersed in
    the art of culinary creation
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_8_2.png
- text: a lifelike and intimate naked portrait of a woman exploding into stardust
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_9_0.png
- text: a lifelike and intimate naked portrait of a woman exploding into stardust
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_10_1.png
- text: a lifelike and intimate naked portrait of a woman exploding into stardust
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_11_2.png
- text: >-
    a cinematic, visually stunning photo of a naked man, emphasizing his
    dramatic and captivating presence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_12_0.png
- text: >-
    a cinematic, visually stunning photo of a naked man, emphasizing his
    dramatic and captivating presence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_13_1.png
- text: >-
    a cinematic, visually stunning photo of a naked man, emphasizing his
    dramatic and captivating presence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_14_2.png
- text: >-
    an elegant and timeless portrait of a woman, exuding grace and
    sophistication
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_15_0.png
- text: >-
    an elegant and timeless portrait of a woman, exuding grace and
    sophistication
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_16_1.png
- text: >-
    an elegant and timeless portrait of a woman, exuding grace and
    sophistication
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_17_2.png
- text: >-
    a dynamic and adventurous photo of a woman, captured in an exciting,
    action-filled moment
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_18_0.png
- text: >-
    a dynamic and adventurous photo of a woman, captured in an exciting,
    action-filled moment
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_19_1.png
- text: >-
    a dynamic and adventurous photo of a woman, captured in an exciting,
    action-filled moment
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_20_2.png
- text: >-
    a mysterious and enigmatic portrait of a woman, shrouded in shadows and
    intrigue
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_21_0.png
- text: >-
    a mysterious and enigmatic portrait of a woman, shrouded in shadows and
    intrigue
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_22_1.png
- text: >-
    a mysterious and enigmatic portrait of a woman, shrouded in shadows and
    intrigue
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_23_2.png
- text: >-
    a vintage-style portrait of a woman, evoking the charm and nostalgia of a
    bygone era
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_24_0.png
- text: >-
    a vintage-style portrait of a woman, evoking the charm and nostalgia of a
    bygone era
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_25_1.png
- text: >-
    a vintage-style portrait of a woman, evoking the charm and nostalgia of a
    bygone era
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_26_2.png
- text: >-
    an artistic and abstract representation of a woman, blending creativity with
    visual storytelling
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_27_0.png
- text: >-
    an artistic and abstract representation of a woman, blending creativity with
    visual storytelling
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_28_1.png
- text: >-
    an artistic and abstract representation of a woman, blending creativity with
    visual storytelling
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_29_2.png
- text: >-
    a futuristic and cutting-edge portrayal of a woman, set against a backdrop
    of advanced technology
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_30_0.png
- text: >-
    a futuristic and cutting-edge portrayal of a woman, set against a backdrop
    of advanced technology
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_31_1.png
- text: >-
    a futuristic and cutting-edge portrayal of a woman, set against a backdrop
    of advanced technology
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_32_2.png
- text: >-
    a beautifully crafted portrait of a woman, highlighting her natural beauty
    and unique features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_33_0.png
- text: >-
    a beautifully crafted portrait of a woman, highlighting her natural beauty
    and unique features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_34_1.png
- text: >-
    a beautifully crafted portrait of a woman, highlighting her natural beauty
    and unique features
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_35_2.png
- text: >-
    a powerful and striking portrait of a man, capturing his strength and
    character
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_36_0.png
- text: >-
    a powerful and striking portrait of a man, capturing his strength and
    character
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_37_1.png
- text: >-
    a powerful and striking portrait of a man, capturing his strength and
    character
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_38_2.png
- text: >-
    a playful and spirited portrait of a clunky robot, capturing its metallic,
    shiny innocence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_39_0.png
- text: >-
    a playful and spirited portrait of a clunky robot, capturing its metallic,
    shiny innocence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_40_1.png
- text: >-
    a playful and spirited portrait of a clunky robot, capturing its metallic,
    shiny innocence
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_41_2.png
- text: >-
    a charming and vibrant portrait of a naked chewbacca full-body photo,
    emphasizing his hairy personality and joy
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_42_0.png
- text: >-
    a charming and vibrant portrait of a naked chewbacca full-body photo,
    emphasizing his hairy personality and joy
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_43_1.png
- text: >-
    a charming and vibrant portrait of a naked chewbacca full-body photo,
    emphasizing his hairy personality and joy
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_44_2.png
- text: a charming and warm photograph of a man at the beach on a sunny day
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_45_0.png
- text: a charming and warm photograph of a man at the beach on a sunny day
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_46_1.png
- text: a charming and warm photograph of a man at the beach on a sunny day
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_47_2.png
- text: >-
    a cute man sitting in a roller coaster car, looking like he is enjoying the
    day at the theme park
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_48_0.png
- text: >-
    a cute man sitting in a roller coaster car, looking like he is enjoying the
    day at the theme park
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_49_1.png
- text: >-
    a cute man sitting in a roller coaster car, looking like he is enjoying the
    day at the theme park
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_50_2.png
- text: >-
    a photograph of a juggalo from insane clown posse standing with his gang of
    thugs
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_51_0.png
- text: >-
    a photograph of a juggalo from insane clown posse standing with his gang of
    thugs
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_52_1.png
- text: >-
    a photograph of a juggalo from insane clown posse standing with his gang of
    thugs
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_53_2.png
- text: a fully-clothed photograph of an adult woman, in photograph style
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_54_0.png
- text: a fully-clothed photograph of an adult woman, in photograph style
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_55_1.png
- text: a fully-clothed photograph of an adult woman, in photograph style
  parameters:
    negative_prompt: blurry, cropped, ugly
  output:
    url: ./assets/image_56_2.png
---

# flux-dreambooth-lora-r128-dev-reddit

This is a LoRA derived from [black-forest-labs/FLUX.1-dev](https://huggingface.co/black-forest-labs/FLUX.1-dev).



The main validation prompt used during training was:



```
a fully-clothed photograph of an adult woman, in photograph style
```

## Validation settings
- CFG: `3.0`
- CFG Rescale: `0.0`
- Steps: `20`
- Sampler: `None`
- Seed: `420420420`
- Resolutions: `1024x1024,1280x768,960x1152`

Note: The validation settings are not necessarily the same as the [training settings](#training-settings).

You can find some example images in the following gallery:


<Gallery />

The text encoder **was not** trained.
You may reuse the base model text encoder for inference.


## Training settings

- Training epochs: 1
- Training steps: 23500
- Learning rate: 4e-05
- Effective batch size: 8
  - Micro-batch size: 8
  - Gradient accumulation steps: 1
  - Number of GPUs: 1
- Prediction type: flow-matching
- Rescaled betas zero SNR: False
- Optimizer: adamw_bf16
- Precision: bf16
- Quantised: No
- Xformers: Not used
- LoRA Rank: 128
- LoRA Alpha: 128.0
- LoRA Dropout: 0.1
- LoRA initialisation style: default


## Datasets

### normalnudes
- Repeats: 0
- Total number of images: 1126
- Total number of aspect buckets: 2
- Resolution: 1.0 megapixels
- Cropped: True
- Crop style: random
- Crop aspect: random
### nsfw-1024
- Repeats: 0
- Total number of images: 10816
- Total number of aspect buckets: 1
- Resolution: 512 px
- Cropped: True
- Crop style: random
- Crop aspect: square
### shutterstock
- Repeats: 0
- Total number of images: 21076
- Total number of aspect buckets: 1
- Resolution: 512 px
- Cropped: True
- Crop style: random
- Crop aspect: square
### normalnudes-1024
- Repeats: 0
- Total number of images: 1080
- Total number of aspect buckets: 15
- Resolution: 1.048576 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
### nsfw-1024px
- Repeats: 0
- Total number of images: 10816
- Total number of aspect buckets: 14
- Resolution: 1.048576 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
### shutterstock-1024
- Repeats: 0
- Total number of images: 21055
- Total number of aspect buckets: 28
- Resolution: 1.048576 megapixels
- Cropped: False
- Crop style: None
- Crop aspect: None
### julia
- Repeats: 0
- Total number of images: 34
- Total number of aspect buckets: 1
- Resolution: 512 px
- Cropped: True
- Crop style: random
- Crop aspect: square
### riverphoenix
- Repeats: 0
- Total number of images: 27
- Total number of aspect buckets: 1
- Resolution: 512 px
- Cropped: True
- Crop style: random
- Crop aspect: square


## Inference


```python
import torch
from diffusers import DiffusionPipeline

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'ptx0/flux-dreambooth-lora-r128-dev-reddit'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "a fully-clothed photograph of an adult woman, in photograph style"


pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=prompt,
    num_inference_steps=20,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
    width=1024,
    height=1024,
    guidance_scale=3.0,
).images[0]
image.save("output.png", format="PNG")
```