deeplili

Lili Fiallo's Toy Art Diffusion Model

This is a fine tuned model of stable-diffusion-v1-4 for creating images in the style of great artist, Lili Fiallo. Click here more about Lili Fiallo work of art.

Use the tokens sks style in your prompts for the effect.

Model was trained using the diffusers library, which based on Dreambooth implementation. Training steps included:

• train-text-encoder fine tuning

accelerate launch train_dreambooth.py \
        --pretrained_model_name_or_path=$MODEL_NAMEi \
         --instance_data_dir=$INSTANCE_DIR \
         --class_data_dir=$CLASS_DIR \
         --output_dir=$OUTPUT_DIR \
         --instance_prompt="sks style" \
         --resolution=512 \
         --train_batch_size=1 \
         --gradient_accumulation_steps=1 \
         --gradient_checkpointing \
         --use_8bit_adam \
         --enable_xformers_memory_efficient_attention \
         --set_grads_to_none \
         --learning_rate=1e-6 \
         --lr_scheduler="constant" \
         --lr_warmup_steps=0 \
         --max_train_steps=2000 \
         --train_text_encoder \
         --mixed_precision=fp16

🧨 Diffusers

This model can be used just like any other Stable Diffusion model. For more information, please have a look at the Stable Diffusion.

You can also export the model to ONNX, MPS and/or FLAX/JAX.

#!pip install diffusers transformers scipy torch
from diffusers import StableDiffusionPipeline
import torch
model_id = "harpomaxx/deeplili"
pipe = StableDiffusionPipeline.from_pretrained(model_id, torch_dtype=torch.float16)
pipe = pipe.to("cuda")
prompt = ", sks style"
image = pipe(prompt).images[0]
image.save("./example_output.png")

Gallery

License

This model is open access and available to all, with a CreativeML OpenRAIL-M license further specifying rights and usage. The CreativeML OpenRAIL License specifies:

1. You can't use the model to deliberately produce nor share illegal or harmful outputs or content
2. The authors claims no rights on the outputs you generate, you are free to use them and are accountable for their use which must not go against the provisions set in the license
3. You may re-distribute the weights and use the model commercially and/or as a service. If you do, please be aware you have to include the same use restrictions as the ones in the license and share a copy of the CreativeML OpenRAIL-M to all your users (please read the license entirely and carefully) Please read the full license here