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At that point you'd need a machine learning DSL and runtime. Currently, it's all python libraries, so you can do everything python can... Which is everything, essentially.

It's highly unlikely that the market for running these models like an appliance securely in an untrusted context will ever manifest. It's just too much of a niche, as it would also reduce their extensibility/usability significantly




Something like this may grow out of the GGML project, which is gaining traction. They already have a weights format which can be loaded with mmap, though AFAIK the model architecture still needs to be defined in C++.




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