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electroglyph

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1.8-3.3x faster Embedding finetuning now in Unsloth

unsloth.ai
3 points·by electroglyph·6 months ago·3 comments

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electroglyph
·8 days ago·discuss
ONNX has AVX512 CPU kernels too, and openvino uses ONNX internally (and ONNX supports openvino backend)
electroglyph
·8 days ago·discuss
it's a pain in the ass to do properly.

what we really need it something like auto-round for ONNX
electroglyph
·8 days ago·discuss
ONNX is my first suggestion to people looking for speed gains on CPU
electroglyph
·17 days ago·discuss
heh, i came here to say basically the same thing
electroglyph
·19 days ago·discuss
existing embedding models like alibaba's modernbert tune or one of the jina v5s would probably map query to category automatically. (i.e. store embeddings of each category and calculate cosine sim for each incoming query vs. categories and pick the closest)

also, you could stick a classifier head on a BERT model as another option.
electroglyph
·25 days ago·discuss
heh, when Raymond Chen dunks on the MSVC team =)
electroglyph
·26 days ago·discuss
it's probably a lie
electroglyph
·last month·discuss
deepseek 4 pro is insanely good for the price
electroglyph
·last month·discuss
that link actually recommends not doing it from UEFI and doing it via software
electroglyph
·last month·discuss
any divergence (even if the benchmark is better) from full precision is error
electroglyph
·last month·discuss
this is better than TFA
electroglyph
·last month·discuss
sometimes i wonder if the left hand knows what the right is doing. it looks like we arrested our own spy in this case: https://www.politico.com/news/2026/05/25/american-journalist...
electroglyph
·2 months ago·discuss
absolutely. somebody online was wanting an LLM with Georgian language support, and that's exactly what i suggested: start digitizing Georgian text.
electroglyph
·2 months ago·discuss
i'll upvote this each time it's submitted
electroglyph
·2 months ago·discuss
you should be using dflash with that model, look it up
electroglyph
·2 months ago·discuss
heretic maintainer: https://github.com/p-e-w/heretic

the fun bits are in another branch or PRs
electroglyph
·2 months ago·discuss
p-e-w was just talking about this the other day in his Discord. seems doing the one neuron method is quite bad for KLD and that's why the newer techniques have stuck.
electroglyph
·2 months ago·discuss
site has so little information there doesn't seem to be much to discuss
electroglyph
·2 months ago·discuss
this looks awesome. i've been struggling with vector compression, and have been trying PCA + all sorts of rotations. looking forward to trying this out
electroglyph
·2 months ago·discuss
nice writeup! looking forward to doing some more training as soon as i get some more data sorted. it'll be a custom arch, but i'll probably shoehorn it into unsloth for a speed boost.