Dreambooth able to run on 18GB VRAM now. Potentially on 16GB in the future with more optimization.

This page summarizes the projects mentioned and recommended in the original post on /r/StableDiffusion

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  • WorkOS - The modern identity platform for B2B SaaS
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  • diffusers

    🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch (by ShivamShrirao)

  • Repo located here: https://github.com/ShivamShrirao/diffusers/tree/main/examples/dreambooth

  • xformers

    Hackable and optimized Transformers building blocks, supporting a composable construction.

  • Stable Diffusion dreambooth training in just 17.7GB GPU usage by replacing the attention with memory efficient flash attention from xformers. Along with using way less memory, it also runs 2 times faster. So it's possible to train SD in 24GB GPUs now.

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

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  • nvtop

    GPU & Accelerator process monitoring for AMD, Apple, Huawei, Intel, NVIDIA and Qualcomm

  • Dreambooth-Stable-Diffusion

    Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) by way of Textual Inversion (https://arxiv.org/abs/2208.01618) for Stable Diffusion (https://arxiv.org/abs/2112.10752). Tweaks focused on training faces, objects, and styles. (by JoePenna)

  • I tried the fork of JoePenna, there is a notebook with all required step but it's tailored for another GPU cloud rental architecture. I didn't manage to make it work but you can give it a try

  • Pytorch

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

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NOTE: The number of mentions on this list indicates mentions on common posts plus user suggested alternatives. Hence, a higher number means a more popular project.

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