> > > > > > > > > > [so how did they get deepseek running on this thing? the 
> > > > > > > > > > page on it
> > > > > > > > > > has a link to their OS image ...
> > > > > > > > >
> > > > > > > > > https://www.eswincomputing.com/en/bocupload/2024/06/19/17187920991529ene8q.pdf
> > > > > > > > > indicates that there are GPU drivers for normal python-based
> > > > > > > > > frameworks for this CPU ("Pytorch, Tensorflow, PaddlePaddle, 
> > > > > > > > > ONNX,
> > > > > > > > > etc")
> > > > > > > >
> > > > > > > > i wonder if the lesson is that if you port a mainstream 
> > > > > > > > language model
> > > > > > > > to a small chip and then sell it, everybody will buy it.
> > > > > > >
> > > > > > > OOPS
> > > > > >
> > > > > > not today it seems
> > > > > >
> > > > > > there's still some interest in image generation, but it mostly 
> > > > > > assumes
> > > > > > that there's already a local way to do this.
> > > > > >
> > > > > > i'm on windows right now, hopefully temporarily. i use wsl2 ubuntu 
> > > > > > :s :s : s
> > > > >
> > > > > so maybe network servic--- [becau--
> > > >
> > > > what if we used a super tiny model? maybe that's interesting
> > > > or music synthesis or something !
> > >
> > > pulling away from httptransformer could help sort out a little. it's
> > > definitely never been designed for diffusion models
> >
> > [machine learning in general is designed in opposition to the things
> > people like me try to do, the design choices are based around lots of
> > infrastructure and minimal algorithmic resear
>
> maybe let's try a tiny diffusion model or something
>
> the huggingface diffusers architecture seems more flexible than the
> transformers architecture, they [seem to kind of parameterize their
> pipelines to load submodels and wire them together, of course it also
> looks hardcoded into constructor classes,

ran into a problem needing further exploration regarding
torch.unsqueeze(NetTensor)
sometimes this was returning a NetTensor for me, other times a
tensor(device=meta) which is a bug.
placing a breakpoint in __torch_function__ my handler was not getting
called when tensor(device=meta) was returned
a normal next step for me could be to step into the torch source
(which i have) and comprehend where and when __torch_function__ is
called and such.
if torch.unsqueeze() can't be hooked via the normal api then i could
kind of polyfill something in.
a simple approach would be to ensure this tensor is fetched in advance
or to patch the code using it, but this wouldn't address the problem
in other cases
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