> > > > > > > > > > > [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
[[when i see errors that could be nondeterministic in an unexplained
manner i wonder if they are a cybercomprimise which stimulates [i
guess my internal part that some identify as something like the slave
boss character [possible mistake]] to make it harder to do what i am
doing to avoid engaging it
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