---
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](https://huggingface.co/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](#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: 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


```python
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")
```