bghira / sd3-lora-celebrities

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Total runs: 33
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: June 14 2024
text-to-image

Introduction of sd3-lora-celebrities

Model Details of sd3-lora-celebrities

sd3-lora-celebrities

This is a LoRA derived from stabilityai/stable-diffusion-3-medium-diffusers .

The main validation prompt used during training was:

a studio portrait photograph of emma watson. she looks relaxed and happy.
Validation settings
  • CFG: 5.0
  • CFG Rescale: 0.2
  • Steps: 50
  • Sampler: euler
  • Seed: 2
  • Resolution: 1280x768

Note: The validation settings are not necessarily the same as the training settings .

You can find some example images in the following gallery:

Prompt
a studio portrait photograph of emma watson. she looks relaxed and happy.
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: 5
  • Training steps: 9316
  • Learning rate: 0.0001
  • Effective batch size: 1
    • Micro-batch size: 1
    • Gradient accumulation steps: 1
    • Number of GPUs: 1
  • Prediction type: v_prediction
  • Rescaled betas zero SNR: True
  • Optimizer: AdamW, stochastic bf16
  • Precision: Pure BF16
  • Xformers: Not used
  • LoRA Rank: 16
  • LoRA Alpha: 16
  • LoRA Dropout: 0.1
  • LoRA initialisation style: default
Datasets
celebrities-sd3
  • Repeats: 0
  • Total number of images: 1830
  • Total number of aspect buckets: 27
  • Resolution: 0.5 megapixels
  • Cropped: False
  • Crop style: None
  • Crop aspect: None
Inference
import torch
from diffusers import StableDiffusion3Pipeline



model_id = "sd3-lora-celebrities"
prompt = "a studio portrait photograph of emma watson. she looks relaxed and happy."
negative_prompt = "malformed, disgusting, overexposed, washed-out"

pipeline = DiffusionPipeline.from_pretrained(model_id)
pipeline.to('cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu')
image = pipeline(
    prompt=prompt,
    negative_prompt='blurry, cropped, ugly',
    num_inference_steps=50,
    generator=torch.Generator(device='cuda' if torch.cuda.is_available() else 'mps' if torch.backends.mps.is_available() else 'cpu').manual_seed(1641421826),
    width=1152,
    height=768,
    guidance_scale=5.0,
    guidance_rescale=0.2,
).images[0]
image.save("output.png", format="PNG")

Runs of bghira sd3-lora-celebrities on huggingface.co

33
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More sd3-lora-celebrities license Visit here:

https://choosealicense.com/licenses/creativeml-openrail-m

sd3-lora-celebrities huggingface.co

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sd3-lora-celebrities install

sd3-lora-celebrities is an open source model from GitHub that offers a free installation service, and any user can find sd3-lora-celebrities on GitHub to install. At the same time, huggingface.co provides the effect of sd3-lora-celebrities install, users can directly use sd3-lora-celebrities installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

sd3-lora-celebrities install url in huggingface.co:

https://huggingface.co/bghira/sd3-lora-celebrities

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