DPO LoRA Stable Diffusion XL Turbo

Model trained with LoRA implementation of Diffusion DPO Read more here

Base Model: https://huggingface.co/stabilityai/sdxl-turbo

Running with 🧨 diffusers library


from diffusers import DiffusionPipeline
from diffusers.utils import make_image_grid
import torch

pipe = DiffusionPipeline.from_pretrained(
    "stabilityai/sdxl-turbo",
    torch_dtype=torch.float16, variant="fp16"
)
pipe.to("cuda")
pipe.load_lora_weights("radames/sdxl-turbo-DPO-LoRA", adapter_name="dpo-lora-sdxl-turbo")
pipe.set_adapters(["dpo-lora-sdxl-turbo"], adapter_weights=[1.0]) # you can play with adapter_weights to increase the effect of the LoRA model
seed = 123123
prompt = " A photo of beautiful mountain with realistic sunset and blue lake, highly detailed, masterpiece"
negative_prompt = "3d render, cartoon, drawing, art, low light, blur, pixelated, low resolution, black and white, old photo, blurry faces"
generator = torch.Generator().manual_seed(seed)
images = pipe(
    prompt=prompt,
    negative_prompt=negative_prompt,
    width=512,
    height=512,
    num_inference_steps=2,
    generator=generator,
    guidance_scale=1.0,
    num_images_per_prompt=4
).images
make_image_grid(images, 1, 4)

Guidance Scale vs LoRA weights

image/jpeg

Examples

Left Withoud DPO right with DPO LoRA

image/png image/png

ComfyUI

https://huggingface.co/radames/sdxl-turbo-DPO-LoRA/raw/main/comfyui-workflow-sdxl-turbo-lora-dpo.json

Downloads last month
25
Inference Examples
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social visibility and check back later, or deploy to Inference Endpoints (dedicated) instead.

Model tree for radames/sdxl-turbo-DPO-LoRA

Finetuned
(14)
this model

Space using radames/sdxl-turbo-DPO-LoRA 1

Collection including radames/sdxl-turbo-DPO-LoRA