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flux-dreambooth-lora-r128-dev-reddit

This is a LoRA derived from 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.

You can find some example images in the following gallery:

Prompt
unconditional (blank prompt)
Negative Prompt
blurry, cropped, ugly
Prompt
unconditional (blank prompt)
Negative Prompt
blurry, cropped, ugly
Prompt
unconditional (blank prompt)
Negative Prompt
blurry, cropped, ugly
Prompt
a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features
Negative Prompt
blurry, cropped, ugly
Prompt
a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features
Negative Prompt
blurry, cropped, ugly
Prompt
a breathtaking naked portrait of a woman, capturing her essence with vibrant colors and expressive features
Negative Prompt
blurry, cropped, ugly
Prompt
a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation
Negative Prompt
blurry, cropped, ugly
Prompt
a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation
Negative Prompt
blurry, cropped, ugly
Prompt
a high-quality, detailed photograph of a woman as a sous-chef, immersed in the art of culinary creation
Negative Prompt
blurry, cropped, ugly
Prompt
a lifelike and intimate naked portrait of a woman exploding into stardust
Negative Prompt
blurry, cropped, ugly
Prompt
a lifelike and intimate naked portrait of a woman exploding into stardust
Negative Prompt
blurry, cropped, ugly
Prompt
a lifelike and intimate naked portrait of a woman exploding into stardust
Negative Prompt
blurry, cropped, ugly
Prompt
a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence
Negative Prompt
blurry, cropped, ugly
Prompt
a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence
Negative Prompt
blurry, cropped, ugly
Prompt
a cinematic, visually stunning photo of a naked man, emphasizing his dramatic and captivating presence
Negative Prompt
blurry, cropped, ugly
Prompt
an elegant and timeless portrait of a woman, exuding grace and sophistication
Negative Prompt
blurry, cropped, ugly
Prompt
an elegant and timeless portrait of a woman, exuding grace and sophistication
Negative Prompt
blurry, cropped, ugly
Prompt
an elegant and timeless portrait of a woman, exuding grace and sophistication
Negative Prompt
blurry, cropped, ugly
Prompt
a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment
Negative Prompt
blurry, cropped, ugly
Prompt
a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment
Negative Prompt
blurry, cropped, ugly
Prompt
a dynamic and adventurous photo of a woman, captured in an exciting, action-filled moment
Negative Prompt
blurry, cropped, ugly
Prompt
a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue
Negative Prompt
blurry, cropped, ugly
Prompt
a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue
Negative Prompt
blurry, cropped, ugly
Prompt
a mysterious and enigmatic portrait of a woman, shrouded in shadows and intrigue
Negative Prompt
blurry, cropped, ugly
Prompt
a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era
Negative Prompt
blurry, cropped, ugly
Prompt
a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era
Negative Prompt
blurry, cropped, ugly
Prompt
a vintage-style portrait of a woman, evoking the charm and nostalgia of a bygone era
Negative Prompt
blurry, cropped, ugly
Prompt
an artistic and abstract representation of a woman, blending creativity with visual storytelling
Negative Prompt
blurry, cropped, ugly
Prompt
an artistic and abstract representation of a woman, blending creativity with visual storytelling
Negative Prompt
blurry, cropped, ugly
Prompt
an artistic and abstract representation of a woman, blending creativity with visual storytelling
Negative Prompt
blurry, cropped, ugly
Prompt
a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology
Negative Prompt
blurry, cropped, ugly
Prompt
a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology
Negative Prompt
blurry, cropped, ugly
Prompt
a futuristic and cutting-edge portrayal of a woman, set against a backdrop of advanced technology
Negative Prompt
blurry, cropped, ugly
Prompt
a beautifully crafted portrait of a woman, highlighting her natural beauty and unique features
Negative Prompt
blurry, cropped, ugly
Prompt
a beautifully crafted portrait of a woman, highlighting her natural beauty and unique features
Negative Prompt
blurry, cropped, ugly
Prompt
a beautifully crafted portrait of a woman, highlighting her natural beauty and unique features
Negative Prompt
blurry, cropped, ugly
Prompt
a powerful and striking portrait of a man, capturing his strength and character
Negative Prompt
blurry, cropped, ugly
Prompt
a powerful and striking portrait of a man, capturing his strength and character
Negative Prompt
blurry, cropped, ugly
Prompt
a powerful and striking portrait of a man, capturing his strength and character
Negative Prompt
blurry, cropped, ugly
Prompt
a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence
Negative Prompt
blurry, cropped, ugly
Prompt
a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence
Negative Prompt
blurry, cropped, ugly
Prompt
a playful and spirited portrait of a clunky robot, capturing its metallic, shiny innocence
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and vibrant portrait of a naked chewbacca full-body photo, emphasizing his hairy personality and joy
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and warm photograph of a man at the beach on a sunny day
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and warm photograph of a man at the beach on a sunny day
Negative Prompt
blurry, cropped, ugly
Prompt
a charming and warm photograph of a man at the beach on a sunny day
Negative Prompt
blurry, cropped, ugly
Prompt
a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park
Negative Prompt
blurry, cropped, ugly
Prompt
a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park
Negative Prompt
blurry, cropped, ugly
Prompt
a cute man sitting in a roller coaster car, looking like he is enjoying the day at the theme park
Negative Prompt
blurry, cropped, ugly
Prompt
a photograph of a juggalo from insane clown posse standing with his gang of thugs
Negative Prompt
blurry, cropped, ugly
Prompt
a photograph of a juggalo from insane clown posse standing with his gang of thugs
Negative Prompt
blurry, cropped, ugly
Prompt
a photograph of a juggalo from insane clown posse standing with his gang of thugs
Negative Prompt
blurry, cropped, ugly
Prompt
a fully-clothed photograph of an adult woman, in photograph style
Negative Prompt
blurry, cropped, ugly
Prompt
a fully-clothed photograph of an adult woman, in photograph style
Negative Prompt
blurry, cropped, ugly
Prompt
a fully-clothed photograph of an adult woman, in photograph style
Negative Prompt
blurry, cropped, ugly

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

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")
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