bitsandbytes-rocm VS text-generation-webui

Compare bitsandbytes-rocm vs text-generation-webui and see what are their differences.

text-generation-webui

A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models. (by oobabooga)
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bitsandbytes-rocm text-generation-webui
4 877
38 37,401
- -
8.8 9.9
about 1 year ago 2 days ago
Python Python
MIT License GNU Affero General Public License v3.0
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.

bitsandbytes-rocm

Posts with mentions or reviews of bitsandbytes-rocm. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-06-22.
  • Any methods to train using AMD?
    2 projects | /r/StableDiffusion | 22 Jun 2023
    Install dependencies like hipblas-devel hipsparse-devel hipcub-devel git python3.10 make libstdc++-devel accelerate, rocm and hip git clone https://github.com/bmaltais/kohya_ss && cd kohya_ss python3.10 -m venv venv source venv/bin/activate pip3 install torch==1.13.1 torchvision==0.14.1 torchtext==0.14.1 torchaudio==0.13.1 --index-url https://download.pytorch.org/whl/rocm5.2 # problems on 2.0.0 last I tried, but kohya gotten updates since then pip3 install --upgrade -r requirements.txt pip3 uninstall tensorflow && pip3 install tensorflow-rocm pip uninstall bitsandbytes && git clone https://github.com/broncotc/bitsandbytes-rocm # bitsandbytes not required if not using adam8? cd bitesandbytes-rocm && nano Makefile # Replace all 3 instances of 5.3.0 with 5.4.3 make hip python3 setup.py install
  • How to run Pygmalion on 4.5GB of VRAM with full context size.
    7 projects | /r/PygmalionAI | 2 Apr 2023
    There are a lot of ROCm versions of bitsandbytes. For example this one: https://github.com/broncotc/bitsandbytes-rocm The problem is compatibility with most of the requirements. Kobold does a better job than ooba in offering a more streamlined approach for AMD users.
  • Is it possible to load a model in 8bit precision with an AMD card? (6700xt)
    2 projects | /r/PygmalionAI | 7 Mar 2023
  • Have you got running LoRA training on an AMD GPU?
    5 projects | /r/SDtechsupport | 3 Mar 2023

text-generation-webui

Posts with mentions or reviews of text-generation-webui. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-04-01.
  • Ask HN: What is the current (Apr. 2024) gold standard of running an LLM locally?
    11 projects | news.ycombinator.com | 1 Apr 2024
    Some of the tools offer a path to doing tool use (fetching URLs and doing things with them) or RAG (searching your documents). I think Oobabooga https://github.com/oobabooga/text-generation-webui offers the latter through plugins.

    Our tool, https://github.com/transformerlab/transformerlab-app also supports the latter (document search) using local llms.

  • Ask HN: How to get started with local language models?
    6 projects | news.ycombinator.com | 17 Mar 2024
    You can use webui https://github.com/oobabooga/text-generation-webui

    Once you get a version up and running I make a copy before I update it as several times updates have broken my working version and caused headaches.

    a decent explanation of parameters outside of reading archive papers: https://github.com/oobabooga/text-generation-webui/wiki/03-%...

    a news ai website:

  • text-generation-webui VS LibreChat - a user suggested alternative
    2 projects | 29 Feb 2024
  • Show HN: I made an app to use local AI as daily driver
    31 projects | news.ycombinator.com | 27 Feb 2024
  • Ask HN: People who switched from GPT to their own models. How was it?
    3 projects | news.ycombinator.com | 26 Feb 2024
    The other answers are recommending paths which give you #1. less control and #2. projects with smaller eco-systems.

    If you want a truly general purpose front-end for LLMs, the only good solution right now is oobabooga: https://github.com/oobabooga/text-generation-webui

    All other alternatives have only small fractions of the features that oobabooga supports. All other alternatives only support a fraction of the LLM backends that oobabooga supports, etc.

  • AI Girlfriend Is a Data-Harvesting Horror Show
    1 project | news.ycombinator.com | 14 Feb 2024
    The example waifu in text-generation-webui is good enough for me.

    https://github.com/oobabooga/text-generation-webui/blob/main...

  • Nvidia's Chat with RTX is a promising AI chatbot that runs locally on your PC
    7 projects | news.ycombinator.com | 13 Feb 2024
    > Downloading text-generation-webui takes a minute, let's you use any model and get going.

    What you're missing here is you're already in this area deep enough to know what ooogoababagababa text-generation-webui is. Let's back out to the "average Windows desktop user" level. Assuming they even know how to find it:

    1) Go to https://github.com/oobabooga/text-generation-webui?tab=readm...

    2) See a bunch of instructions opening a terminal window and running random batch/powershell scripts. Powershell, etc will likely prompt you with a scary warning. Then you start wondering who ooobabagagagaba is...

    3) Assuming you get this far (many users won't even get to step 1) you're greeted with a web interface[0] FILLED to the brim with technical jargon and extremely overwhelming options just to get a model loaded, which is another mind warp because you get to try to select between a bunch of random models with no clear meaning and non-sensical/joke sounding names from someone called "TheBloke". Ok...

    Let's say you somehow braved this gauntlet and get this far now you get to chat with it. Ok, what about my local documents? text-generation-webui itself has nothing for that. Repeat this process over the 10 random open source projects from a bunch of names you've never heard of in an attempt to accomplish that.

    This is "I saw this thing from Nvidia explode all over media, twitter, youtube, etc. I downloaded it from Nvidia, double-clicked, pointed it at a folder with documents, and it works".

    That's the difference and it's very significant.

    [0] - https://raw.githubusercontent.com/oobabooga/screenshots/main...

  • Ask HN: What are your top 3 coolest software engineering tools?
    1 project | news.ycombinator.com | 6 Feb 2024
    Maybe a copout answer, but setting up a local LLM on my development machine has been invaluable. I use Deep Seek Coder 6.7 [0] and Oobabooga's UI [1]. It helps me solve simple problems and find bugs, while still leaving the larger architecture decisions to me.

    [0] https://huggingface.co/deepseek-ai/deepseek-coder-6.7b-instr...

    [1] https://github.com/oobabooga/text-generation-webui

  • Meta AI releases Code Llama 70B
    6 projects | news.ycombinator.com | 29 Jan 2024
    You can download it and run it with [this](https://github.com/oobabooga/text-generation-webui). There's an API mode that you could leverage from your VS Code extension.
  • Ollama Python and JavaScript Libraries
    17 projects | news.ycombinator.com | 24 Jan 2024
    Same question here. Ollama is fantastic as it makes it very easy to run models locally, But if you already have a lot of code that processes OpenAI API responses (with retry, streaming, async, caching etc), it would be nice to be able to simply switch the API client to Ollama, without having to have a whole other branch of code that handles Alama API responses. One way to do an easy switch is using the litellm library as a go-between but it’s not ideal (and I also recently found issues with their chat formatting for mistral models).

    For an OpenAI compatible API my current favorite method is to spin up models using oobabooga TGW. Your OpenAI API code then works seamlessly by simply switching out the api_base to the ooba endpoint. Regarding chat formatting, even ooba’s Mistral formatting has issues[1] so I am doing my own in Langroid using HuggingFace tokenizer.apply_chat_template [2]

    [1] https://github.com/oobabooga/text-generation-webui/issues/53...

    [2] https://github.com/langroid/langroid/blob/main/langroid/lang...

    Related question - I assume ollama auto detects and applies the right chat formatting template for a model?

What are some alternatives?

When comparing bitsandbytes-rocm and text-generation-webui you can also consider the following projects:

sd-scripts

KoboldAI - KoboldAI is generative AI software optimized for fictional use, but capable of much more!

bitsandbytes - Accessible large language models via k-bit quantization for PyTorch.

llama.cpp - LLM inference in C/C++

GPTQ-for-LLaMa - 4 bits quantization of LLMs using GPTQ

gpt4all - gpt4all: run open-source LLMs anywhere

LoRA_Easy_Training_Scripts - A UI made in Pyside6 to make training LoRA/LoCon and other LoRA type models in sd-scripts easy

TavernAI - Atmospheric adventure chat for AI language models (KoboldAI, NovelAI, Pygmalion, OpenAI chatgpt, gpt-4)

LyCORIS - Lora beYond Conventional methods, Other Rank adaptation Implementations for Stable diffusion.

KoboldAI-Client

ollama - Get up and running with Llama 3, Mistral, Gemma, and other large language models.

alpaca-lora - Instruct-tune LLaMA on consumer hardware