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Posts by Mat Kelcey

brain of mat kelcey...

cool ideas! i've been slowing teaching myself FPGA programming so i can run neural nets at audio rates ( e.g. matpalm.com/blog/wavenet... ). i am iirationally chasing nano second inference times!

9 months ago 1 0 0 0

code is all there if you want to mess around; pretty old though so definitely won't run as is...

11 months ago 0 0 0 0
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11 months ago 4 3 0 0
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have moved mixing out of the rack to the model1. such a great performance focussed mixer! #improv #techno

11 months ago 4 0 0 0
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Recommended FPGA Sites This page collects some of my favourite FPGA resources from across the Internet. FPGA Learning Resources Black Mesa Labs FPGA Tutorial Bruno Levy’s Learn FPGA fpga4fun.com fpgacpu.ca Nandland Project ...

It's about time I updated my recommended #FPGA links. Send me a suggestion this #FPGAFriday. 😊 projectf.io/recommended-...

1 year ago 10 2 0 0
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i wish this was always an option...

1 year ago 3 0 0 0

still "finding" ( i.e. stepping on ) screws from the great M3 drawer spill of Sept '24

1 year ago 0 0 0 0

I'll take "n^2 - n cursed images" for $1000, Alec

1 year ago 6 3 1 0
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_finally_ genAI doing something useful. about time.

1 year ago 1 0 0 0
History of Diffusion - Jascha Sohl-Dickstein
History of Diffusion - Jascha Sohl-Dickstein YouTube video by Bain Capital Ventures

Great interview with @jascha.sohldickstein.com about diffusion models! This is the first in a series: similar interviews with Yang Song and yours truly will follow soon.

(One of these is not like the others -- both of them basically invented the field, and I occasionally write a blog post 🥲)

1 year ago 43 11 0 0
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Making LLMs run efficiently can feel scary, but scaling isn’t magic, it’s math! We wanted to demystify the “systems view” of LLMs and wrote a little textbook called “How To Scale Your Model” which we’re releasing today. 1/n

1 year ago 94 29 3 8
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"In what part of the world do you currently live?" lol

1 year ago 3 0 0 0

it's a super clever reparameterisation. though the tensors might need to be bigger, i feel it'll be paid for by the simpler streaming implementation on an FPGA. hacking / time will tell!

1 year ago 0 0 0 0
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keep coming back to "Scalable MatMul-free Language Modeling" arxiv.org/abs/2406.02528

full of fun ideas! am slowly mapping my FPGA audio rate cached casual dilated convolutions network to operate using their mat mul free GLU version of self attention.

slowly getting there!

1 year ago 3 1 1 0
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1 year ago 2 0 1 0

same with jerky!! got some the other day that expired a few weeks after opening ???? wasn't that the entire purpose of jerky?!?!

1 year ago 1 0 0 0
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DeepSeek-V3 Technical Report We present DeepSeek-V3, a strong Mixture-of-Experts (MoE) language model with 671B total parameters with 37B activated for each token. To achieve efficient inference and cost-effective training, DeepS...

ooffff! the "DeepSeek-V3 Technical Report" is info dense!
arxiv.org/abs/2412.19437

1 year ago 2 0 1 0
DOOM: E1M1 (At Doom's Gate) - Metal Cover || RichaadEB & ToxicxEternity
DOOM: E1M1 (At Doom's Gate) - Metal Cover || RichaadEB & ToxicxEternity YouTube video by RichaadEB

still my fav "at doom's gate" cover!
( i'm probably 1K of those 2M views )

www.youtube.com/watch?v=TZG1...

1 year ago 0 0 0 0
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AI for Robotics: Toward Embodied and General Intelligence in the Physical World AI for Robotics: Toward Embodied and General Intelligence in the Physical World [Imran, Alishba, Gopalakrishnan, Keerthana] on Amazon.com. *FREE* shipping on qualifying offers. AI for Robotics: Toward Embodied and General Intelligence in the Physical World

this looks like it's going to be a good read!

www.amazon.com/AI-Robotics-...

1 year ago 2 0 0 0
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went camping in an area with lots of eucalyptus and was surrounded by koalas! so cute!

1 year ago 3 0 0 0

that _was_ a weird one...

1 year ago 1 0 0 0

nice one! super excited to see what comes out of this lab!

1 year ago 0 0 0 0

no problem at all! will post blog when i'm done

1 year ago 1 0 0 0
brain of mat kelcey...

( the next generation of this matpalm.com/blog/wavenet... intending to run on matpalm.com/blog/wavenet... )

1 year ago 1 0 0 0
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first logic gate waveshaper results tonight! this is network represented purely by combinational logic ( see arxiv.org/abs/2210.08277 ) i.e. just look up tables; no mults or adds. trained in jax ( 3 nested levels of vmap! ) & inference in amaranth. inference speed should be ~10s nanoseconds.

1 year ago 7 0 2 0
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my largest category of splurge spend for last month was "bandcamp" :D #winning

1 year ago 3 0 0 0
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and here i am trying to debug why param_set((2,3,16), seed=1) vs param_set((2,3,16), seed=2) isn't working... ::/

1 year ago 1 0 1 0

welcome @jeffdean.bsky.social !

1 year ago 1 0 0 0
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GitHub - matpalm/cached_dilated_causal_convolutions: 1D dilated causal convolutions with extreme caching for 5µs inference on an FPGA 1D dilated causal convolutions with extreme caching for 5µs inference on an FPGA - matpalm/cached_dilated_causal_convolutions

i'm porting github.com/matpalm/cach... to use github.com/Felix-Peters... so will post progress along the way!

1 year ago 2 0 1 0