Mixture-of-Depths: Dynamically allocating compute in transformers

This page summarizes the projects mentioned and recommended in the original post on news.ycombinator.com

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  • sliced_llama

    Simple LLM inference server

  • There are already some implementations out there which attempt to accomplish this!

    Here's an example: https://github.com/silphendio/sliced_llama

    A gist pertaining to said example: https://gist.github.com/silphendio/535cd9c1821aa1290aa10d587...

    Here's a discussion about integrating this capability with ExLlama: https://github.com/turboderp/exllamav2/pull/275

    And same as above but for llama.cpp: https://github.com/ggerganov/llama.cpp/issues/4718#issuecomm...

  • exllamav2

    A fast inference library for running LLMs locally on modern consumer-class GPUs

  • There are already some implementations out there which attempt to accomplish this!

    Here's an example: https://github.com/silphendio/sliced_llama

    A gist pertaining to said example: https://gist.github.com/silphendio/535cd9c1821aa1290aa10d587...

    Here's a discussion about integrating this capability with ExLlama: https://github.com/turboderp/exllamav2/pull/275

    And same as above but for llama.cpp: https://github.com/ggerganov/llama.cpp/issues/4718#issuecomm...

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  • llama.cpp

    LLM inference in C/C++

  • There are already some implementations out there which attempt to accomplish this!

    Here's an example: https://github.com/silphendio/sliced_llama

    A gist pertaining to said example: https://gist.github.com/silphendio/535cd9c1821aa1290aa10d587...

    Here's a discussion about integrating this capability with ExLlama: https://github.com/turboderp/exllamav2/pull/275

    And same as above but for llama.cpp: https://github.com/ggerganov/llama.cpp/issues/4718#issuecomm...

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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