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In terms of pickled files, we may ask them to release the models in safetensors. That would be a big improvement.

There's not much we can do about dependencies on pytorch or other python libraries. Perhaps people can make more independent implementations. The redundancy in implementations would help.



The pickles drive me crazy.

Tensorflow saved models are a great way to solve the problem... Save the computation graph and weights, and drop all the crusty code dependencies. I think ONNX models are similar. I expect there should be a Jax equivalent at some point, as Jax is basically perfectly designed for this (everything is expressed in lax operations, which allows changing implementations for cpu/gpu/tpu freely... So just save the list of lax ops).


I'm surprised that some of the cutting edge AI work is not being done in pure Rust. Why even have a binding layer?


Python seems to have won over the Data / ML world.

So I’d wager they use what they and their intended audience know.


Someone implemented llama on Go recently, https://github.com/gotzmann/llama.go

Wouldn't discard a rust implementation of some LLM architecture at some point


Hi! I'm a maintainer of https://github.com/rustformers/llama-rs. We're planning to expand our model support soon.


There’s also ggml, which is quite impressive considering they get whisper and other models to run on a phone.





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