diffuzers

A web ui and deployable API for 🤗 diffusers.

< under development, request features using issues, prs not accepted atm >

If something doesnt work as expected, or if you need some features which are not available, then create request using github issues

Features available in the app:

text to image
image to image
instruct pix2pix
textual inversion
inpainting
outpainting (coming soon)
image info
stable diffusion upscaler
gfpgan
clip interrogator
more coming soon!

Features available in the api:

text to image
image to image
instruct pix2pix
textual inversion
inpainting
outpainting (via inpainting)
more coming soon!

Installation

To install bleeding edge version of diffuzers, clone the repo and install it using pip.

git clone https://github.com/abhishekkrthakur/diffuzers
cd diffuzers
pip install -e .

Installation using pip:

pip install diffuzers

Usage

Web App

To run the web app, run the following command:

diffuzers app

API

To run the api, run the following command:

diffuzers api

Starting the API requires the following environment variables:

export X2IMG_MODEL=stabilityai/stable-diffusion-2-1
export DEVICE=cuda

If you want to use inpainting:

export INPAINTING_MODEL=stabilityai/stable-diffusion-2-inpainting

To use long prompt weighting, use:

export PIPELINE=lpw_stable_diffusion

If you have OUTPUT_PATH in environment variables, all generations will be saved in OUTPUT_PATH. You can also use other (or private) huggingface models. To use private models, you must login using huggingface-cli login.

API docs are available at host:port/docs. For example, with default settings, you can access docs at: 127.0.0.1:10000/docs.

All CLI Options for running the app:

❯ diffuzers app --help
usage: diffuzers <command> [<args>] app [-h] [--output OUTPUT] [--share] [--port PORT] [--host HOST]
                                        [--device DEVICE] [--ngrok_key NGROK_KEY]

✨ Run diffuzers app

optional arguments:
  -h, --help            show this help message and exit
  --output OUTPUT       Output path is optional, but if provided, all generations will automatically be saved to this
                        path.
  --share               Share the app
  --port PORT           Port to run the app on
  --host HOST           Host to run the app on
  --device DEVICE       Device to use, e.g. cpu, cuda, cuda:0, mps (for m1 mac) etc.
  --ngrok_key NGROK_KEY
                        Ngrok key to use for sharing the app. Only required if you want to share the app

All CLI Options for running the api:

❯ diffuzers api --help
usage: diffuzers <command> [<args>] api [-h] [--output OUTPUT] [--port PORT] [--host HOST] [--device DEVICE]
                                        [--workers WORKERS]

✨ Run diffuzers api

optional arguments:
  -h, --help         show this help message and exit
  --output OUTPUT    Output path is optional, but if provided, all generations will automatically be saved to this
                     path.
  --port PORT        Port to run the app on
  --host HOST        Host to run the app on
  --device DEVICE    Device to use, e.g. cpu, cuda, cuda:0, mps (for m1 mac) etc.
  --workers WORKERS  Number of workers to use

Using private models from huggingface hub

If you want to use private models from huggingface hub, then you need to login using huggingface-cli login command.

Note: You can also save your generations directly to huggingface hub if your output path points to a huggingface hub dataset repo and you have access to push to that repository. Thus, you will end up saving a lot of disk space.

Release files for diffuzers 0.3.5

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for diffuzers 0.3.5
File	Size	Uploaded
diffuzers-0.3.5.tar.gz	825.9 kB	Feb 10, 2023	Details

Built distribution (wheel)

Table of built distributions (wheels) for diffuzers 0.3.5
File	Interpreter	ABI	Platform	Reset
diffuzers-0.3.5-py3-none-any.whl 842.5 kB Feb 10, 2023	Python 3	none	any	Details

Total release size: 1.7 MB

Release files / diffuzers-0.3.5.tar.gz

Download URL	diffuzers-0.3.5.tar.gz
Size	825.9 kB
Tags	Source
SHA-256 checksum How to use checksums	`ebca88133383d70f08a499885bf8797157757cf04dca39aeb60af7f6b9d9da61`
BLAKE2b-256 checksum How to use checksums	`b0be82e648e8d96a2a0f0485f8a16f8cff1e682af6ab0acf4dc3af4fc2d49b67`
Upload date	Feb 10, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.64.1 CPython/3.8.13`

Release files / diffuzers-0.3.5-py3-none-any.whl

Download URL	diffuzers-0.3.5-py3-none-any.whl
Size	842.5 kB
Tags	Python 3
SHA-256 checksum How to use checksums	`facfb1bc20ed5d66ee4303125f2937cc196139aeadc3435bd08e0c22e45b6b9d`
BLAKE2b-256 checksum How to use checksums	`5c3c92050803bbefbeddc09b0fd5ec5eb3ee591e8fe1e5be87d82483ac954a54`
Upload date	Feb 10, 2023
Uploaded using Trusted Publishing? What is trusted publishing?	No
Uploaded via	`twine/3.4.2 importlib_metadata/4.8.1 pkginfo/1.7.1 requests/2.25.1 requests-toolbelt/0.9.1 tqdm/4.64.1 CPython/3.8.13`