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Image generation 2023-01-30

Diffusers

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Image creation from text with customized style.

Overview

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Diffusers is a Mac application designed to generate images from text descriptions of what you would like to create. It uses state-of-the-art models contributed to the Hugging Face Hub, and is optimized and converted to Core ML for maximum performance.

Diffusers includes five models: Stable Diffusion 1.4, Stable Diffusion 1.5, Stable Diffusion 2, Stable Diffusion 2.1 and OFA small v0. Each model has its own style and personality, so users can choose which model best suits their needs.

The application allows users to tweak generation parameters to help create the desired image. These include the model to use, the prompt, negative prompt, seed and steps.

The prompt is the description of what you want, while the negative prompt is what you don't want. The seed allows reproducing a previous generation, while the steps control how many diffusion steps the image generation will take.

Diffusers is privacy-focused and does not collect any data. Additionally, it is open source and has a permissive license. It is free to use and is currently being developed for iOS/iPadOS support.

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Diffusers was manually vetted by our editorial team and was first featured on February 1st 2023.

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Pros and Cons

Pros

MacOS application

Integrated with Hugging Face

Optimized with Core ML

Includes five models

Tweakable generation parameters

Customizable prompts

Seed for reproducibility

Privacy-focused

Open-source

Permissive license

Free to use

Future iOS/iPadOS support

Preference-oriented >

Manual steps control

Negative prompts option

Dynamic image generation

Various artistic styles

On-demand model downloads

Privacy of prompts

Swift app

CPU, GPU, Apple Neural Engine use

Individual personality of models

Optional negative prompts

Free image generation

Prompts for excluding terms

Fast or quality-oriented generation

Democratizes machine learning

Portable size (1.3 MB)

Cons

Only for MacOS

No Android support

Parameters tweaking required

Various models might confuse

Model download on demand

Dependent on Core ML

Less RAM could slow

Privacy may vary

Q&A

What is Diffusers?

Diffusers is a Mac application designed to generate images from text descriptions. It utilizes advanced models and has been converted for optimal performance on Core ML. It includes five different models, each with a distinctive style and personality, hence catering to a wide spectrum of user needs. The application provides several customization options, such as model selection, and adjusts prompt, negative prompt, seed and steps for image generation. It champions privacy, does not collect user data, and is completely open source. The application is free to use and development is currently underway for iOS and iPadOS support.

How does Diffusers work?

Diffusers operates by taking a user's text input and translating that into an image based on the chosen model's style and personality. Users can tweak various generation parameters, such as the model to use, the description of what they want (prompt), what they don't want (negative prompt), a seed for reproducing a previous generation, and the number of diffusion steps the image generation will take.

What models does Diffusers use?

Diffusers employs five distinct models, each with a unique style. These models are: Stable Diffusion 1.4, Stable Diffusion 1.5, Stable Diffusion 2, Stable Diffusion 2.1 and OFA small v0.

How do I select different models in Diffusers?

In Diffusers, users have the option to choose a model that best aligns with their need. The model selection is one of the configurable parameters during the image generation process.

What is the purpose of the prompt in Diffusers?

In Diffusers, the prompt serves as the description of what the user wants to create. The prompt is the base of the image to be generated.

What is the function of the negative prompt in Diffusers?

The negative prompt in Diffusers allows users to specify elements that they don't wish to include in their image. It sets the limitations, ruling out aspects that go against the desired output.

What does the seed parameter do in Diffusers?

In Diffusers, the 'seed' parameter enables users to recreate a prior image generation. Specified as a number, it allows for the repetition of a previous generation.

What does the 'steps' parameter control in Diffusers?

In Diffusers, 'steps' correspond to the number of diffusion steps to be taken during the image generation process. They determine the degree to which the process will run.

Does Diffusers store or collect my data?

No, Diffusers is designed with privacy in mind. It does not collect or store any user data.

How does Diffusers respect my privacy?

Diffusers respects user privacy by not collecting or storing any data from the app. All generated images and prompts are exclusive to the user and will not be shared or tracked.

What are the requirements of the Diffusers Mac application?

The Diffusers Mac application requires macOS 13.1 or later. The app size is 1.3 MB.

How can I optimize performance with Diffusers?

Performance in Diffusers can be optimized by leveraging the different models, and fine-tuning the generation setting parameters. Users could try adjusting parameters such as the prompt, negative prompt, seed, and steps, or switch between models as different models are designed to work optimally for different types of images. The OFA small v0 is a distilled model that runs faster and requires less RAM, making it a good choice for users who find generation to be slow.

How can I use Diffusers for image creation from text?

Diffusers can be used for text-based image creation by entering a description of the desired image in the prompt field. Users can also adjust what they don't want in the negative prompt field, then select a seed to reproduce a prior generation (if needed), and choose the number of diffusion steps the process should run. Finally, they select a model with a style that matches their needs, and the app generates an image based on these inputs.

Does it cost to use Diffusers?

No, Diffusers is free to use.

Is Diffusers open source?

Yes, Diffusers is fully open source with a permissive license, allowing users to build upon it to create their own products.

Where can I download Diffusers for my Mac?

Diffusers can be downloaded through the Mac App Store.

Can I use Diffusers on my iPhone or iPad?

As of now, Diffusers is solely a Mac application, but there are plans to develop it for iOS and iPadOS compatibility.

Is there a way to reproduce a previous generation in Diffusers?

Yes, by using the 'seed' parameter, users can reproduce a previous generation in Diffusers. The seed is a number that when entered reproduces the same previous output.

Does using more 'diffusion steps' in Diffusers improve image quality?

Yes, using more diffusion steps in Diffusers can mildly improve image quality. However, increasing the number of steps may also make the generation process slower.

Can I use Diffusers to generate any kind of images?

Yes, Diffusers can be used to generate any type of images based on the text description provided by the user. Different models can generate images with different styles, so users have the freedom to create a wide array of image types.