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Flux.1-Dev-BeavisAndButthead-multiGPU

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metadata
license: other
base_model: black-forest-labs/FLUX.1-dev
tags:
  - flux
  - flux-diffusers
  - text-to-image
  - diffusers
  - simpletuner
  - not-for-all-audiences
  - lora
  - template:sd-lora
  - standard
inference: true
widget:
  - text: unconditional (blank prompt)
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_0_0.png
  - text: Detailed Man Portrait
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_1_0.png
  - text: >-
      A highly detailed portrait of a man resembling Beavis, with spiky blonde
      hair and a Metallica t-shirt, smirking expression, photorealistic, 8k
      resolution, dramatic lighting, oil painting style
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_2_0.png
  - text: Elegant Woman Portrait
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_3_0.png
  - text: >-
      A refined portrait of a woman in the Beavis and Butt-head universe,
      wearing stylish 90s attire, confident gaze, soft lighting, high
      resolution, intricate details, classic portrait style
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_4_0.png
  - text: Beavis Character Study
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_5_0.png
  - text: >-
      An in-depth depiction of Beavis, sitting on a couch with a remote control,
      mischievous grin, detailed background featuring their cluttered living
      room, ultra-realistic, 4k resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_6_0.png
  - text: Butt-head Character Study
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_7_0.png
  - text: >-
      A comprehensive illustration of Butt-head, standing with arms crossed,
      wearing an AC/DC t-shirt, indifferent expression, high detail,
      photorealistic, 8k resolution, natural lighting
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_8_0.png
  - text: Beavis and Butt-head Duo
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_9_0.png
  - text: >-
      Beavis and Butt-head sitting together on their iconic couch, laughing
      hysterically
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_10_0.png
  - text: Beavis and Butt-head Adventure
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_11_0.png
  - text: >-
      An intricate scene of Beavis and Butt-head exploring a theme park at
      night, bright lights, roller coasters in the background, laughing and
      eating nachos, highly detailed, cinematic lighting, 8k resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_12_0.png
  - text: Daria Morgendorffer Portrait
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_13_0.png
  - text: >-
      A detailed portrait of Daria, standing with a book in hand, wearing her
      signature glasses and monotone expression, high resolution, minimalist
      background, artistic style
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_14_0.png
  - text: Beavis as The Great Cornholio
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_15_0.png
  - text: >-
      Beavis transformed into The Great Cornholio, shirt pulled over his head,
      wild eyes, chaotic classroom setting, high detail, dynamic lighting, 4k
      resolution
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_16_0.png
  - text: Beavis and Butt-head Concert
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_17_0.png
  - text: >-
      Beavis and Butt-head attending a heavy metal concert, headbanging in the
      crowd, vibrant stage lights, energetic atmosphere, high-definition
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_18_0.png
  - text: Retro Beavis and Butt-head Poster
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_19_0.png
  - text: >-
      A retro-style poster featuring Beavis and Butt-head in a comedic pose,
      bold 90s colors, vintage fonts, high detail, artistic illustration,
      nostalgic aesthetic
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_20_0.png
  - text: A photo-realistic image of a cat
    parameters:
      negative_prompt: blurry, cropped, ugly
    output:
      url: ./assets/image_21_0.png

flux-beavisandbutthead-mgpu

This is a standard PEFT LoRA derived from black-forest-labs/FLUX.1-dev.

The main validation prompt used during training was:

A photo-realistic image of a cat

Validation settings

  • CFG: 3.0
  • CFG Rescale: 0.0
  • Steps: 20
  • Sampler: None
  • Seed: 42
  • Resolution: 1024x1024

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
Detailed Man Portrait
Negative Prompt
blurry, cropped, ugly
Prompt
A highly detailed portrait of a man resembling Beavis, with spiky blonde hair and a Metallica t-shirt, smirking expression, photorealistic, 8k resolution, dramatic lighting, oil painting style
Negative Prompt
blurry, cropped, ugly
Prompt
Elegant Woman Portrait
Negative Prompt
blurry, cropped, ugly
Prompt
A refined portrait of a woman in the Beavis and Butt-head universe, wearing stylish 90s attire, confident gaze, soft lighting, high resolution, intricate details, classic portrait style
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis Character Study
Negative Prompt
blurry, cropped, ugly
Prompt
An in-depth depiction of Beavis, sitting on a couch with a remote control, mischievous grin, detailed background featuring their cluttered living room, ultra-realistic, 4k resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Butt-head Character Study
Negative Prompt
blurry, cropped, ugly
Prompt
A comprehensive illustration of Butt-head, standing with arms crossed, wearing an AC/DC t-shirt, indifferent expression, high detail, photorealistic, 8k resolution, natural lighting
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis and Butt-head Duo
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis and Butt-head sitting together on their iconic couch, laughing hysterically
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis and Butt-head Adventure
Negative Prompt
blurry, cropped, ugly
Prompt
An intricate scene of Beavis and Butt-head exploring a theme park at night, bright lights, roller coasters in the background, laughing and eating nachos, highly detailed, cinematic lighting, 8k resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Daria Morgendorffer Portrait
Negative Prompt
blurry, cropped, ugly
Prompt
A detailed portrait of Daria, standing with a book in hand, wearing her signature glasses and monotone expression, high resolution, minimalist background, artistic style
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis as The Great Cornholio
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis transformed into The Great Cornholio, shirt pulled over his head, wild eyes, chaotic classroom setting, high detail, dynamic lighting, 4k resolution
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis and Butt-head Concert
Negative Prompt
blurry, cropped, ugly
Prompt
Beavis and Butt-head attending a heavy metal concert, headbanging in the crowd, vibrant stage lights, energetic atmosphere, high-definition
Negative Prompt
blurry, cropped, ugly
Prompt
Retro Beavis and Butt-head Poster
Negative Prompt
blurry, cropped, ugly
Prompt
A retro-style poster featuring Beavis and Butt-head in a comedic pose, bold 90s colors, vintage fonts, high detail, artistic illustration, nostalgic aesthetic
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: 4
  • Training steps: 100
  • Learning rate: 0.0002
  • Effective batch size: 8
    • Micro-batch size: 1
    • Gradient accumulation steps: 1
    • Number of GPUs: 8
  • Prediction type: flow-matching
  • Rescaled betas zero SNR: False
  • Optimizer: bnb-lion8bit
  • Precision: Pure BF16
  • Quantised: Yes: fp8-torchao
  • Xformers: Not used
  • LoRA Rank: 16
  • LoRA Alpha: 16.0
  • LoRA Dropout: 0.1
  • LoRA initialisation style: default

Datasets

beavisandbutthead-cropped-512

  • Repeats: 0
  • Total number of images: ~176
  • Total number of aspect buckets: 1
  • Resolution: 0.262144 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None

Inference 

import torch
from diffusers import DiffusionPipeline

model_id = 'black-forest-labs/FLUX.1-dev'
adapter_id = 'bghira/flux-beavisandbutthead-mgpu'
pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.load_lora_weights(adapter_id)

prompt = "A photo-realistic image of a cat"

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")