R3gm / SD_diffusers_interactive

A widgets-based interactive notebook for SD

MIT License

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Interactive Stable Diffusion

A widgets interface based on ipywidgets library for Stable Diffusion.

Colab

Colab	Info
	Interactive-SD Official

Note: In this Colab, it is advisable to use the 'Generate in GUI' cell to keep your session active and prevent disconnection issues due to inactivity.

GUI

Features:

Prompt Control:

Positive Prompt: Guide the model's image generation.
Negative Prompt: Specify elements to avoid in the generated image.
Prompt Weights: Emphasize or de-emphasize prompt aspects.
Long Prompts: Manage lengthy prompts with unlimited characters.

Image Quality Control:

Steps: Determine denoise steps of image generation.
CFG: Adjust creativity vs. strict adherence to prompt.
Sampler: Reduce image noise through denoising.
Seed: Set seed for reproducibility or use -1 for random.
Clip Skip: Skip prompt adherence layers.

Style and Adaptation:

LoRA: Store small modifications to SD model for efficiency.
Embeddings: Adapt model to a particular style.
FreeU: Improve diffusion model sample quality at no cost.
VAE: Choose VAE for different results.
LCM: Generate images with Latent Consistency Models.
ControlNet: Enhance context-aware image generation.
Styles: Add specific styles to generation.

Inpainting and Image Modification:

Inpaint: Modify images or remove objects using diffusion model.
Img2img: Modify existing images based on text prompts.
Adetailer: Automate inpainting with adjustable strength.

Resolution Enhancement:

High-resolution: Increase image size proportionally.
Upscaling Tools: Select different models and options for High-resolution.

Additional Points:

Compatibility: Support for both ckpt and diffusers models, such as cagliostrolab/animagine-xl-3.0.
Model version: SD 1.5 and SDXL diffusers support
Save images: Automatically save the generated images and specify the saving directory.
Generation Data: Utilize generation data from previously generated images and configure the parameters in the GUI; currently, this functionality is only available for specific parameters.