AutoAWQ VS sglang

Compare AutoAWQ vs sglang and see what are their differences.

AutoAWQ

AutoAWQ implements the AWQ algorithm for 4-bit quantization with a 2x speedup during inference. Documentation: (by casper-hansen)

sglang

SGLang is a structured generation language designed for large language models (LLMs). It makes your interaction with models faster and more controllable. (by sgl-project)
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AutoAWQ sglang
2 3
1,269 2,478
- 18.0%
9.5 9.4
7 days ago 4 days ago
Python Python
MIT License Apache License 2.0
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.

AutoAWQ

Posts with mentions or reviews of AutoAWQ. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-23.
  • AMD ROCm Software Blogs
    4 projects | news.ycombinator.com | 23 Feb 2024
    Thanks! Again, partnerships over customers. If you're experienced and have the technical chops to make a MI300x sing, we want to work with you. Our model is that we are the capex/opex investor for businesses. As much as I love software, Hot Aisle is more of a hardware business. Running super high end large scale compute is an extreme challenge in itself. We are less interested in building the software side of things and want to foster those who can focus on that side.

    https://github.com/unslothai/unsloth/issues/160

    https://github.com/search?q=repo%3Apredibase%2Florax+rocm&ty...

    https://github.com/sgl-project/sglang/issues/157

    https://github.com/casper-hansen/AutoAWQ (supports rocm)

  • 1,200 tokens per second for Llama 2 7B on H100!
    2 projects | /r/LocalLLaMA | 6 Dec 2023
    Apparently you can reach about 800 t/s with rtx 4090 using autoawq with batch size 8. https://github.com/casper-hansen/AutoAWQ

sglang

Posts with mentions or reviews of sglang. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-03-11.
  • Show HN: Prompts as (WASM) Programs
    9 projects | news.ycombinator.com | 11 Mar 2024
    > The most obvious usage of this is forcing a model to output valid JSON

    Isn't this something that Outlines [0], Guidance [1] and others [2] already solve much more elegantly?

    0. https://github.com/outlines-dev/outlines

    1. https://github.com/guidance-ai/guidance

    2. https://github.com/sgl-project/sglang

  • AMD ROCm Software Blogs
    4 projects | news.ycombinator.com | 23 Feb 2024
    Thanks! Again, partnerships over customers. If you're experienced and have the technical chops to make a MI300x sing, we want to work with you. Our model is that we are the capex/opex investor for businesses. As much as I love software, Hot Aisle is more of a hardware business. Running super high end large scale compute is an extreme challenge in itself. We are less interested in building the software side of things and want to foster those who can focus on that side.

    https://github.com/unslothai/unsloth/issues/160

    https://github.com/search?q=repo%3Apredibase%2Florax+rocm&ty...

    https://github.com/sgl-project/sglang/issues/157

    https://github.com/casper-hansen/AutoAWQ (supports rocm)

  • FLaNK Stack Weekly 22 January 2024
    37 projects | dev.to | 22 Jan 2024

What are some alternatives?

When comparing AutoAWQ and sglang you can also consider the following projects:

text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.

Mermaid - Edit, preview and share mermaid charts/diagrams. New implementation of the live editor.

spotube - 🎧 Open source Spotify client that doesn't require Premium nor uses Electron! Available for both desktop & mobile!

excalidraw-claymate - A tool based on Excalidraw to create stop motion animations and slides.

flink-kubernetes-operator - Apache Flink Kubernetes Operator

TinyLlama - The TinyLlama project is an open endeavor to pretrain a 1.1B Llama model on 3 trillion tokens.

aici - AICI: Prompts as (Wasm) Programs