collage art style lora for flux-dev

no explicit trigger word, but you should include "collage", "multimedia collage", etc in your prompt. check the demo prompts for examples. works best at ~1.2 strength

training data captions include:

  • colorful collage, mixed images, watches, faces, text, vibrant, surreal
  • floral collage and train tracks, vintage piano, mixed media, surreal art, portrait elements
  • eclectic collage, vintage imagery, vibrant colors, pop art, surreal elements

also makes a very interesting cluttered-realism model when used on more normal prompts, eg collage, dimly lit room, couch, TV, posters, clutter

since i do not own the data for this model, i can't really claim ownership of the model itself either. have fun!

run this with diffusers:

import torch
from diffusers import FluxPipeline
import time
import random

# initialize pipeline and lora
pipe = FluxPipeline.from_pretrained("black-forest-labs/FLUX.1-dev", torch_dtype=torch.bfloat16).to("cuda")

lora_weight = 1.2
pipe.load_lora_weights(
    'bleepybloops/flux-collage-v1',
    adapter_name='collage_v1'
)
pipe.set_adapters('collage_v1', adapter_weights=[lora_weight])

# set params and generate
seed = -1
seed = seed if seed != -1 else random.randint(0, 2**32)
print(seed)

prompt = "multimedia collage, cut and paste, detective"
out = pipe(
    prompt=prompt,
    guidance_scale=3.5,
    height=720,
    width=1024,
    num_inference_steps=25,
    generator=torch.Generator("cuda").manual_seed(seed),
).images[0]

# save and display output
filename=f"{time.time()}.png"
out.save(filename)

from IPython.display import Image, display
display(Image(filename=filename))
Prompt
collage, flowers, women, dresses, typography, colorful, abstract, chaotic, multimedia
Prompt
collage, postcards, cities, travel, cut and paste
Prompt
multimedia collage, detective, clue, 1940s, board game, ransom note
Prompt
surreal collage, 2d mixed media, psychedelic, baroque, vibrant, dreamy, overgrown garden imagery, peacocks and pomegranates, vines and tendrils
Prompt
collage, cottagecore, slice of life, cluttered, nature, multimedia
Prompt
collage, typography, modern design, eye
Prompt
2008 film collage

trained with https://github.com/ostris/ai-toolkit/blob/main/notebooks/FLUX_1_dev_LoRA_Training.ipynb

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