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n7g | 1 year ago
I think the biggest, well "con" I've seen is non-technical - the fear of JAX being killed by Google.
I mention in the blog as well [here](https://neel04.github.io/my-website/blog/pytorch_rant/#gover...) how important having an independent governance structure is. I'm sure for many big companies and labs, the lack of a promise of long-term, stable support is a huge dealbreaker.
I'm not sure how much Google bureaucracy would limit this, but have you raised the subject of forming an independent entity to govern JAX, very much like PyTorch? I believe XLA is protected, as its with TF governance. But perhaps, there could be one for JAX's ecosystem as well, encompassing optax, equinox, flax etc.
Eridrus|1 year ago
What concerned me about JAX, at a small company, is that it doesn't benefit from the network effects of almost everyone developing for it. E.g. There is no Llama 3.1 implementation in JAX afaict.
So as long as there is a need to pull from the rest of the world the ecosystem will trump the framework.
Activity in the LLM space is slowing down though, so there is an opportunity to take the small set of what worked and port it to JAX and show people how good that world is.