this post was submitted on 12 Nov 2023
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LocalLLaMA

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Community to discuss about Llama, the family of large language models created by Meta AI.

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I know that vLLM and TensorRT can be used to speed up LLM inference. I tried to find other tools can be do such things similar and will compare them. Do you guys have any suggestions?

vLLM: speed up inference

TensorRT: speed up inference

DeepSpeed:speed up for training phrase

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[–] mcmoose1900@alien.top 1 points 1 year ago (1 children)

There's more I'm sure I'm forgetting, not to speak of all the "general" machine learning compilers out there. I would recommend checking out TVM, MLIR, Triton, AITemplate, Hidet, and projects associated with them (like MLC, PyTorch-MLIR, Mojo, and torch.compile backends in PyTorch).

https://github.com/merrymercy/awesome-tensor-compilers#open-source-projects

[–] OldAd9530@alien.top 1 points 1 year ago (1 children)

Do you have any idea why MLC isn't a more used format? It seems so much faster than GGUF or ExLlama architectures, yet everyone defaults to those

[–] mcmoose1900@alien.top 1 points 1 year ago

Thats an excellent question.