xformers VS stablediffusion

Compare xformers vs stablediffusion and see what are their differences.

xformers

Hackable and optimized Transformers building blocks, supporting a composable construction. (by facebookresearch)

stablediffusion

High-Resolution Image Synthesis with Latent Diffusion Models (by Stability-AI)
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Nutrient – The #1 PDF SDK Library, trusted by 10K+ developers
Other PDF SDKs promise a lot - then break. Laggy scrolling, poor mobile UX, tons of bugs, and lack of support cost you endless frustrations. Nutrient’s SDK handles billion-page workloads - so you don’t have to debug PDFs. Used by ~1 billion end users in more than 150 different countries.
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xformers stablediffusion
48 108
9,053 40,063
2.4% 1.2%
9.3 0.0
4 days ago 4 months ago
Python Python
GNU General Public License v3.0 or later MIT License
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

xformers

Posts with mentions or reviews of xformers. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-11-13.
  • Practical Experience: Integrating Over 50 Neural Networks Into One Open-Source Project
    3 projects | dev.to | 13 Nov 2024
    Check xformers Compatibility Visit the xformers GitHub repo to ensure compatibility with your torch and CUDA versions. Support for older versions can be dropped, so staying updated is vital, especially if you're running CUDA 11.8 and want to leverage xformers for limited VRAM.
  • An Interview with AMD CEO Lisa Su About Solving Hard Problems
    8 projects | news.ycombinator.com | 17 Jun 2024
  • Animediff error
    1 project | /r/StableDiffusion | 31 Oct 2023
  • Colab | Errors when installing x-formers
    2 projects | /r/comfyui | 15 Oct 2023
    ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts. fastai 2.7.12 requires torch<2.1,>=1.7, but you have torch 2.1.0+cu118 which is incompatible. torchaudio 2.0.2+cu118 requires torch==2.0.1, but you have torch 2.1.0+cu118 which is incompatible. torchdata 0.6.1 requires torch==2.0.1, but you have torch 2.1.0+cu118 which is incompatible. torchtext 0.15.2 requires torch==2.0.1, but you have torch 2.1.0+cu118 which is incompatible. torchvision 0.15.2+cu118 requires torch==2.0.1, but you have torch 2.1.0+cu118 which is incompatible. WARNING[XFORMERS]: xFormers can't load C++/CUDA extensions. xFormers was built for: PyTorch 2.1.0+cu121 with CUDA 1201 (you have 2.1.0+cu118) Python 3.10.13 (you have 3.10.12) Please reinstall xformers (see https://github.com/facebookresearch/xformers#installing-xformers) Memory-efficient attention, SwiGLU, sparse and more won't be available. Set XFORMERS_MORE_DETAILS=1 for more details xformers version: 0.0.22.post3
  • FlashAttention-2, 2x faster than FlashAttention
    3 projects | news.ycombinator.com | 17 Jul 2023
    This enables V1. V2 is still yet to be integrated into xformers. The team replied saying it should happen this week.

    See the relevant Github issue here: https://github.com/facebookresearch/xformers/issues/795

  • Xformers issue
    1 project | /r/StableDiffusion | 13 Jul 2023
    My Xformers doesnt work, any help see code. info ( Exception training model: 'Refer to https://github.com/facebookresearch/xformers for more information on how to install xformers'. ) or
  • Having xformer troubles
    1 project | /r/StableDiffusion | 6 Jul 2023
    ModuleNotFoundError: Refer to https://github.com/facebookresearch/xformers for more
  • Question: these 4 crappy picture have been generated with the same seed and settings. Why they keep coming mildly different?
    1 project | /r/StableDiffusion | 6 Jun 2023
    Xformers is a module that that can be used with Stable Diffusion. It decreases the memory required to generate an image as well as speeding things up. It works very well but there are two problems with Xformers:
  • Stuck trying to update xformers
    1 project | /r/SDtechsupport | 15 May 2023
    WARNING[XFORMERS]: xFormers can't load C++/CUDA extensions. xFormers was built for: PyTorch 1.13.1+cu117 with CUDA 1107 (you have 2.0.1+cu118) Python 3.10.9 (you have 3.10.7) Please reinstall xformers (see https://github.com/facebookresearch/xformers#installing-xformers) Memory-efficient attention, SwiGLU, sparse and more won't be available. Set XFORMERS_MORE_DETAILS=1 for more details ================================================================================= You are running xformers 0.0.16rc425. The program is tested to work with xformers 0.0.17. To reinstall the desired version, run with commandline flag --reinstall-xformers. Use --skip-version-check commandline argument to disable this check. =================================================================================
  • Question about updating Xformers for A1111
    1 project | /r/SDtechsupport | 29 Apr 2023
    # Your version of xformers is 0.0.16rc425. # xformers >= 0.0.17.dev is required to be available on the Dreambooth tab. # Torch 1 wheels of xformers >= 0.0.17.dev are no longer available on PyPI, # but you can manually download them by going to: https://github.com/facebookresearch/xformers/actions # Click on the most recent action tagged with a release (middle column). # Select a download based on your environment. # Unzip your download # Activate your venv and install the wheel: (from A1111 project root) cd venv/Scripts activate pip install {REPLACE WITH PATH TO YOUR UNZIPPED .whl file} # Then restart your project.

stablediffusion

Posts with mentions or reviews of stablediffusion. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-10-02.
  • Generating AI Images from your own PC
    2 projects | dev.to | 2 Oct 2023
    With this tutorial's help, you can generate images with AI on your own computer with Stable Diffusion.
  • Midjourney
    1 project | /r/harate | 6 Jul 2023
    If your PC has a GPU(Nvidia RTX 30series+ recommended) of VRAM more than 4GB then try training your own Stable Diffusion model.
  • RuntimeError: Couldn't clone Stable Diffusion.
    1 project | /r/StableDiffusion | 25 Jun 2023
    Command: "git" clone "https://github.com/Stability-AI/stablediffusion.git" "C:\Users\Naveed\Documents\A1111 Web UI Autoinstaller\stable-diffusion-webui\repositories\stable-diffusion-stability-ai"
  • What is the currently most efficient distribution of Stable Diffusion?
    1 project | /r/StableDiffusion | 3 Jun 2023
    Automatic11112 and sygil-webui aren't "distributions" of Stable Diffusion. This is a repository with some distributions of Stable Diffusion.
  • Reimagine XL: this is just Controlnet with a credit system right?
    3 projects | /r/StableDiffusion | 26 May 2023
    New stable diffusion finetune (Stable unCLIP 2.1, Hugging Face) at 768x768 resolution, based on SD2.1-768. This model allows for image variations and mixing operations as described in Hierarchical Text-Conditional Image Generation with CLIP Latents, and, thanks to its modularity, can be combined with other models such as KARLO. Comes in two variants: Stable unCLIP-L and Stable unCLIP-H, which are conditioned on CLIP ViT-L and ViT-H image embeddings, respectively. Instructions are available here.
  • Stability AI has released Reimagine XL to make copies of images in one click
    1 project | /r/ChatGPT | 26 May 2023
    This model will soon be open-sourced in StabilityAI’s GitHub.
  • What am I doing wrong please?
    3 projects | /r/StableDiffusion | 9 May 2023
    Another question, if that's ok? Stable Diffusion 2.0 - https://github.com/Stability-AI/stablediffusion - if I wanted to use that, do I follow along their instructions and it will work on the M1 still, or you advise against it?
  • Tools For AI Animation and Filmmaking , Community Rules, ect. (**FAQ**)
    20 projects | /r/AI_Film_and_Animation | 5 May 2023
    Stable Diffusion (2D Image Generation and Animation) https://github.com/CompVis/stable-diffusion (Stable Diffusion V1) https://huggingface.co/CompVis/stable-diffusion (Stable Diffusion Checkpoints 1.1-1.4) https://huggingface.co/runwayml/stable-diffusion-v1-5 (Stable Diffusion Checkpoint 1.5) https://github.com/Stability-AI/stablediffusion (Stable Difusion V2) https://huggingface.co/stabilityai/stable-diffusion-2-1/tree/main (Stable Diffusion Checkpoint 2.1) Stable Diffusion Automatic 1111 Webui and Extensions https://github.com/AUTOMATIC1111/stable-diffusion-webui (WebUI - Easier to use) PLEASE NOTE, MANY EXTENSIONS CAN BE INSTALLED FROM THE WEBUI BY CLICK "AVAILABLE" OR "INSTALL FROM URL" BUT YOU MAY STILL NEED TO DOWNLOAD THE MODEL CHECKPOINTS! https://github.com/Mikubill/sd-webui-controlnet (Control Net Extension - Use various models to control your image generation, useful for animation and temporal consistency) https://huggingface.co/lllyasviel/ControlNet/tree/main/models (Control Net Checkpoints -Canny, Normal, OpenPose, Depth, ect.) https://github.com/thygate/stable-diffusion-webui-depthmap-script (Depth Map Extension - Generate high-resolution depthmaps and animated videos or export to 3d modeling programs) https://github.com/graemeniedermayer/stable-diffusion-webui-normalmap-script (Normal Map Extension - Generate high-resolution normal maps for use in 3d programs) https://github.com/d8ahazard/sd_dreambooth_extension (Dream Booth Extension - Train your own objects, people, or styles into Stable Diffusion) https://github.com/deforum-art/sd-webui-deforum (Deforum - Generate Weird 2D animations) https://github.com/deforum-art/sd-webui-text2video (Deforum Text2Video - Generate videos from texts prompts using ModelScope or VideoCrafter)
  • Is AI technology really the issue?
    1 project | /r/aiwars | 1 May 2023
    Stable Diffusion's code : https://github.com/Stability-AI/stablediffusion
  • I've never seen a YAML file alongside a .ckpt or .safetensors
    1 project | /r/StableDiffusion | 30 Apr 2023
    But if you want to run a 2.x-based model, you'll need to download the corresponding YAML file (either the standard one – v2-inference-v.yaml – from Github or the one that is distributed with the model, if it requires a special one), rename it to have the same name as the model, and place it in the models folder alongside the model.

What are some alternatives?

When comparing xformers and stablediffusion you can also consider the following projects:

flash-attention - Fast and memory-efficient exact attention

civitai - A repository of models, textual inversions, and more

SHARK-Studio - SHARK Studio -- Web UI for SHARK+IREE High Performance Machine Learning Distribution

MiDaS - Code for robust monocular depth estimation described in "Ranftl et. al., Towards Robust Monocular Depth Estimation: Mixing Datasets for Zero-shot Cross-dataset Transfer, TPAMI 2022"

stable-diffusion-webui - Stable Diffusion web UI

Dreambooth-Stable-Diffusion - Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion

InvokeAI - Invoke is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, and serves as the foundation for multiple commercial products.

diffusers - 🤗 Diffusers: State-of-the-art diffusion models for image and audio generation in PyTorch

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Nutrient – The #1 PDF SDK Library, trusted by 10K+ developers
Other PDF SDKs promise a lot - then break. Laggy scrolling, poor mobile UX, tons of bugs, and lack of support cost you endless frustrations. Nutrient’s SDK handles billion-page workloads - so you don’t have to debug PDFs. Used by ~1 billion end users in more than 150 different countries.
www.nutrient.io
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