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sd35m-sfwbooru

Text-to-Image
Diffusers
Safetensors
StableDiffusion3Pipeline
sd3
sd3-diffusers
simpletuner
Not-For-All-Audiences
full
Model card Files Community
sd35m-sfwbooru / README.md
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Trained for 1 epochs and 63750 steps.
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metadata
license: other
base_model: stabilityai/stable-diffusion-3.5-medium
tags:
  - sd3
  - sd3-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - not-for-all-audiences
  - full
inference: true
widget:
  - text: unconditional (blank prompt)
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_0_0.png
  - text: >-
      Alien planet, strange rock formations, glowing plants, bizarre creatures,
      surreal atmosphere
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: >-
      Alien marketplace, bizarre creatures, exotic goods, vibrant colors,
      otherworldly atmosphere
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: >-
      Child holding a balloon, happy expression, colorful balloons, sunny day,
      high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      a 4-panel comic strip showing an orange cat saying the words 'HELP' and
      'LASAGNA'
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: >-
      a hand is holding a comic book with a cover that reads 'The Adventures of
      Superhero'
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png
  - text: >-
      Underground cave filled with crystals, glowing lights, reflective
      surfaces, fantasy environment, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_6_0.png
  - text: >-
      Bustling cyberpunk bazaar, vendors, neon signs, advanced tech, crowded,
      high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_7_0.png
  - text: >-
      Cyberpunk hacker in a dark room, neon glow, multiple screens, intense
      focus, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_8_0.png
  - text: >-
      a cybernetic anne of green gables with neural implant and bio mech
      augmentations
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_9_0.png
  - text: >-
      Post-apocalyptic cityscape, ruined buildings, overgrown vegetation, dark
      and gritty, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_10_0.png
  - text: >-
      Magical castle in a lush forest, glowing windows, fantasy architecture,
      high resolution, detailed textures
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_11_0.png
  - text: >-
      Ruins of an ancient temple in an enchanted forest, glowing runes, mystical
      creatures, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_12_0.png
  - text: >-
      Mystical forest, glowing plants, fairies, magical creatures, fantasy art,
      high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_13_0.png
  - text: >-
      Magical garden with glowing flowers, fairies, serene atmosphere, detailed
      plants, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_14_0.png
  - text: >-
      Whimsical garden filled with fairies, magical plants, sparkling lights,
      serene atmosphere, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_15_0.png
  - text: >-
      Majestic dragon soaring through the sky, detailed scales, dynamic pose,
      fantasy art, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_16_0.png
  - text: >-
      Fantasy world, floating islands in the sky, waterfalls, lush vegetation,
      detailed landscape, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_17_0.png
  - text: >-
      Futuristic city skyline at night, neon lights, cyberpunk style, high
      contrast, sharp focus
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_18_0.png
  - text: >-
      Space battle scene, starships fighting, laser beams, explosions, cosmic
      background
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_19_0.png
  - text: >-
      Abandoned fairground at night, eerie rides, ghostly figures, fog, dark
      atmosphere, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_20_0.png
  - text: >-
      Spooky haunted mansion on a hill, dark and eerie, glowing windows, ghostly
      atmosphere, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_21_0.png
  - text: a hardcover physics textbook that is called PHYSICS FOR DUMMIES
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_22_0.png
  - text: >-
      Epic medieval battle, knights in armor, dynamic action, detailed
      landscape, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_23_0.png
  - text: >-
      Bustling medieval market with merchants, knights, and jesters, vibrant
      colors, detailed
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_24_0.png
  - text: >-
      Cozy medieval tavern, warm firelight, adventurers drinking, detailed
      interior, rustic atmosphere
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_25_0.png
  - text: >-
      Futuristic city skyline at night, neon lights, cyberpunk style, high
      contrast, sharp focus
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_26_0.png
  - text: >-
      Forest with neon-lit trees, glowing plants, bioluminescence, surreal
      atmosphere, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_27_0.png
  - text: >-
      Bright neon sign in a busy city street, 'Open 24 Hours', bold typography,
      glowing lights
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_28_0.png
  - text: >-
      Vibrant neon sign, 'Bar', bold typography, dark background, glowing
      lights, detailed design
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_29_0.png
  - text: >-
      Pirate ship on the high seas, stormy weather, detailed sails, dramatic
      waves, photorealistic
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_30_0.png
  - text: >-
      Pirate discovering a treasure chest, detailed gold coins, tropical island,
      dramatic lighting
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_31_0.png
  - text: >-
      a photograph of a woman experiencing a psychedelic trip. trippy, 8k, uhd,
      fractal
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_32_0.png
  - text: >-
      Cozy cafe on a rainy day, people sipping coffee, warm lights, reflections
      on wet pavement, photorealistic
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_33_0.png
  - text: >-
      1980s arcade, neon lights, vintage game machines, kids playing, vibrant
      colors, nostalgic atmosphere
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_34_0.png
  - text: >-
      1980s game room with vintage arcade machines, neon lights, vibrant colors,
      nostalgic feel
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_35_0.png
  - text: >-
      Robot blacksmith forging metal, sparks flying, detailed workshop,
      futuristic and medieval blend
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_36_0.png
  - text: >-
      Sleek robot performing a dance, futuristic theater, holographic effects,
      detailed, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_37_0.png
  - text: >-
      High-tech factory where robots are assembled, detailed machinery,
      futuristic setting, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_38_0.png
  - text: >-
      Garden tended by robots, mechanical plants, colorful flowers, futuristic
      setting, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_39_0.png
  - text: >-
      Cute robotic pet, futuristic home, sleek design, detailed features,
      friendly and animated
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_40_0.png
  - text: cctv trail camera night time security picture of a wendigo in the woods
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_41_0.png
  - text: >-
      Astronaut exploring an alien planet, detailed landscape, futuristic suit,
      cosmic background
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_42_0.png
  - text: >-
      Futuristic space station orbiting a distant exoplanet, sleek design,
      detailed structures, cosmic backdrop
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_43_0.png
  - text: a person holding a sign that reads 'SOON'
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_44_0.png
  - text: >-
      Steampunk airship in the sky, intricate design, Victorian aesthetics,
      dynamic scene, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_45_0.png
  - text: >-
      Steampunk inventor in a workshop, intricate gadgets, Victorian attire,
      mechanical arm, goggles
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_46_0.png
  - text: >-
      Stormy ocean with towering waves, dramatic skies, detailed water, intense
      atmosphere, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_47_0.png
  - text: >-
      Dramatic stormy sea, lighthouse in the distance, lightning striking, dark
      clouds, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_48_0.png
  - text: >-
      Graffiti artist creating a mural, vibrant colors, urban setting, dynamic
      action, high resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_49_0.png
  - text: >-
      Urban alleyway filled with vibrant graffiti art, tags and murals,
      realistic textures
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_50_0.png
  - text: >-
      Urban street sign, 'Main Street', bold typography, realistic textures,
      weathered look
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_51_0.png
  - text: >-
      Classic car show with vintage vehicles, vibrant colors, nostalgic
      atmosphere, high detail
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_52_0.png
  - text: >-
      Retro diner sign, 'Joe's Diner', classic 1950s design, neon lights,
      weathered look
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_53_0.png
  - text: >-
      Vintage store sign with elaborate typography, 'Antique Shop',
      hand-painted, weathered look
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_54_0.png
  - text: A photo-realistic image of a cat
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_55_0.png

sd35m-sfwbooru

This is a full rank finetune derived from stabilityai/stable-diffusion-3.5-medium.

The main validation prompt used during training was:

A photo-realistic image of a cat

Validation settings

  • CFG: 3.2
  • CFG Rescale: 0.0
  • Steps: 30
  • Sampler: FlowMatchEulerDiscreteScheduler
  • Seed: 42
  • Resolution: 1024x1024
  • Skip-layer guidance:

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
Alien planet, strange rock formations, glowing plants, bizarre creatures, surreal atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Alien marketplace, bizarre creatures, exotic goods, vibrant colors, otherworldly atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Child holding a balloon, happy expression, colorful balloons, sunny day, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a 4-panel comic strip showing an orange cat saying the words 'HELP' and 'LASAGNA'
Negative Prompt
blurry, cropped, ugly
Prompt
a hand is holding a comic book with a cover that reads 'The Adventures of Superhero'
Negative Prompt
blurry, cropped, ugly
Prompt
Underground cave filled with crystals, glowing lights, reflective surfaces, fantasy environment, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Bustling cyberpunk bazaar, vendors, neon signs, advanced tech, crowded, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Cyberpunk hacker in a dark room, neon glow, multiple screens, intense focus, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a cybernetic anne of green gables with neural implant and bio mech augmentations
Negative Prompt
blurry, cropped, ugly
Prompt
Post-apocalyptic cityscape, ruined buildings, overgrown vegetation, dark and gritty, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Magical castle in a lush forest, glowing windows, fantasy architecture, high resolution, detailed textures
Negative Prompt
blurry, cropped, ugly
Prompt
Ruins of an ancient temple in an enchanted forest, glowing runes, mystical creatures, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Mystical forest, glowing plants, fairies, magical creatures, fantasy art, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Magical garden with glowing flowers, fairies, serene atmosphere, detailed plants, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Whimsical garden filled with fairies, magical plants, sparkling lights, serene atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Majestic dragon soaring through the sky, detailed scales, dynamic pose, fantasy art, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Fantasy world, floating islands in the sky, waterfalls, lush vegetation, detailed landscape, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
Space battle scene, starships fighting, laser beams, explosions, cosmic background
Negative Prompt
blurry, cropped, ugly
Prompt
Abandoned fairground at night, eerie rides, ghostly figures, fog, dark atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Spooky haunted mansion on a hill, dark and eerie, glowing windows, ghostly atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
a hardcover physics textbook that is called PHYSICS FOR DUMMIES
Negative Prompt
blurry, cropped, ugly
Prompt
Epic medieval battle, knights in armor, dynamic action, detailed landscape, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Bustling medieval market with merchants, knights, and jesters, vibrant colors, detailed
Negative Prompt
blurry, cropped, ugly
Prompt
Cozy medieval tavern, warm firelight, adventurers drinking, detailed interior, rustic atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic city skyline at night, neon lights, cyberpunk style, high contrast, sharp focus
Negative Prompt
blurry, cropped, ugly
Prompt
Forest with neon-lit trees, glowing plants, bioluminescence, surreal atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Bright neon sign in a busy city street, 'Open 24 Hours', bold typography, glowing lights
Negative Prompt
blurry, cropped, ugly
Prompt
Vibrant neon sign, 'Bar', bold typography, dark background, glowing lights, detailed design
Negative Prompt
blurry, cropped, ugly
Prompt
Pirate ship on the high seas, stormy weather, detailed sails, dramatic waves, photorealistic
Negative Prompt
blurry, cropped, ugly
Prompt
Pirate discovering a treasure chest, detailed gold coins, tropical island, dramatic lighting
Negative Prompt
blurry, cropped, ugly
Prompt
a photograph of a woman experiencing a psychedelic trip. trippy, 8k, uhd, fractal
Negative Prompt
blurry, cropped, ugly
Prompt
Cozy cafe on a rainy day, people sipping coffee, warm lights, reflections on wet pavement, photorealistic
Negative Prompt
blurry, cropped, ugly
Prompt
1980s arcade, neon lights, vintage game machines, kids playing, vibrant colors, nostalgic atmosphere
Negative Prompt
blurry, cropped, ugly
Prompt
1980s game room with vintage arcade machines, neon lights, vibrant colors, nostalgic feel
Negative Prompt
blurry, cropped, ugly
Prompt
Robot blacksmith forging metal, sparks flying, detailed workshop, futuristic and medieval blend
Negative Prompt
blurry, cropped, ugly
Prompt
Sleek robot performing a dance, futuristic theater, holographic effects, detailed, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
High-tech factory where robots are assembled, detailed machinery, futuristic setting, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Garden tended by robots, mechanical plants, colorful flowers, futuristic setting, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Cute robotic pet, futuristic home, sleek design, detailed features, friendly and animated
Negative Prompt
blurry, cropped, ugly
Prompt
cctv trail camera night time security picture of a wendigo in the woods
Negative Prompt
blurry, cropped, ugly
Prompt
Astronaut exploring an alien planet, detailed landscape, futuristic suit, cosmic background
Negative Prompt
blurry, cropped, ugly
Prompt
Futuristic space station orbiting a distant exoplanet, sleek design, detailed structures, cosmic backdrop
Negative Prompt
blurry, cropped, ugly
Prompt
a person holding a sign that reads 'SOON'
Negative Prompt
blurry, cropped, ugly
Prompt
Steampunk airship in the sky, intricate design, Victorian aesthetics, dynamic scene, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Steampunk inventor in a workshop, intricate gadgets, Victorian attire, mechanical arm, goggles
Negative Prompt
blurry, cropped, ugly
Prompt
Stormy ocean with towering waves, dramatic skies, detailed water, intense atmosphere, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Dramatic stormy sea, lighthouse in the distance, lightning striking, dark clouds, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Graffiti artist creating a mural, vibrant colors, urban setting, dynamic action, high resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Urban alleyway filled with vibrant graffiti art, tags and murals, realistic textures
Negative Prompt
blurry, cropped, ugly
Prompt
Urban street sign, 'Main Street', bold typography, realistic textures, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
Classic car show with vintage vehicles, vibrant colors, nostalgic atmosphere, high detail
Negative Prompt
blurry, cropped, ugly
Prompt
Retro diner sign, 'Joe's Diner', classic 1950s design, neon lights, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
Vintage store sign with elaborate typography, 'Antique Shop', hand-painted, weathered look
Negative Prompt
blurry, cropped, ugly
Prompt
A photo-realistic image of a cat
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: 63750
  • Learning rate: 1.0
    • Learning rate schedule: cosine
    • Warmup steps: 500000
  • Max grad norm: 0.0
  • Effective batch size: 6
    • Micro-batch size: 6
    • Gradient accumulation steps: 1
    • Number of GPUs: 1
  • Gradient checkpointing: True
  • Prediction type: flow-matching (extra parameters=['shift=3'])
  • Optimizer: prodigyd0=1e-8,eps=1e-8
  • Trainable parameter precision: Pure BF16
  • Caption dropout probability: 10.0%

Datasets

sfwbooru-crop

  • Repeats: 0
  • Total number of images: 363920
  • Total number of aspect buckets: 1
  • Resolution: 1.048576 megapixels
  • Cropped: True
  • Crop style: random
  • Crop aspect: square
  • Used for regularisation data: No

Inference 

import torch
from diffusers import DiffusionPipeline

model_id = 'bghira/sd35m-sfwbooru'
pipeline = DiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.bfloat16) # loading directly in bf16

prompt = "A photo-realistic image of a cat"
negative_prompt = 'blurry, cropped, ugly'

pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu') # the pipeline is already in its target precision level
image = pipeline(
    prompt=prompt,
    negative_prompt=negative_prompt,
    num_inference_steps=30,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(42),
    width=1024,
    height=1024,
    guidance_scale=3.2,
).images[0]
image.save("output.png", format="PNG")

Exponential Moving Average (EMA)

SimpleTuner generates a safetensors variant of the EMA weights and a pt file.

The safetensors file is intended to be used for inference, and the pt file is for continuing finetuning.

The EMA model may provide a more well-rounded result, but typically will feel undertrained compared to the full model as it is a running decayed average of the model weights.