@binarybana

Dad of 3 and Co-founder at @OctoAICloud - Enabling developers to build GenAI powered applications.

 Seattle, WA
linkedin.com/in/binarybana
Joined May 2009
  • Tweets231
  • Following486
  • Followers526
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Personal highlights from Claude's snarky AI comedy set.
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And we're just getting started. Applying int4 optimizations on top of this are looking 🤯🚀
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Jason Knight retweeted
PyTorch
@PyTorch3 Apr 2023
@OctoML Profiler uses the latest PyTorch 2.0 compiler technology to give developers insight into ML model performance, optimize deep learning applications, and right-size hardware choices without leaving the dev environment! Check it out 👉 hubs.la/Q01K2R2v0
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Jason Knight retweeted
Ruihang Lai@ruihanglai8 Mar 2023
Stable diffusion models are fun and usually take a server to run. Today we are happy to share the Web Stable Diffusion project, which brings SD models from @huggingface and @pytorch to browser clients through @WebGPU support. Checkout mlc.ai/web-stable-diffusion for our demo!
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Excited to see PyTorch 2.0 announced around compiler support and for @ApacheTVM to be included as a torch.compile and Dynamo upstreamed backend!
PyTorch
@PyTorch2 Dec 2022
We just introduced PyTorch 2.0 at the #PyTorchConference, introducing torch.compile! Available in the nightlies today, stable release Early March 2023. Read the full post: bit.ly/3VNysOA 🧵below! 1/5
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Really excited to have Lip-Bu Tan join our board! Can't wait to learn from his extensive experience, and he is such a caring human role model as well.
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Let me know if you're at #reMARS and are interested in chatting about deploying ML more easily and efficiently.
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Minimalism for the mind. A fantastic read that I'm now looking forward to digesting for the rest of the weekend. h/t to @coffeephoenix Subtraction, Not Addition, by @ibringtraffic andyjohns.substack.com/p/sub…
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Love the user-centric empathy in this thread.
olivier giroux
@__simt__5 Feb 2022
I'm bored being funemployed over here. Anybody want to ask me something? About GPUs, architecture, career advice? Fire away.
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Can’t agree more!
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Looks like the movement in computing from vacuum tubes to integrated circuits (see pictures of both setups at end of thread).
Emma J Chory@chorye30 Dec 2021
Best way to ring in the new year! @erika_alden_d and I are excited to share our story on high-throughput continuous evolution, available now in @naturemethods. We've added a ton to the story since the preprint, and hope you'll check it out! thread 1/n... nature.com/articles/s41592-0…

Systematic molecular evolution enables robust biomolecule discovery

Nature Methods - Phage and robotics-assisted near-continuous evolution enables phage-assisted continuous evolution in high throughput, allowing for improved exploration of sequence space and...

nature.com
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Some of the coolest work I have seen in a while. Now we just need to compile these continuous neural CAs into genetic regulatory networks for some synbio breakthroughs.
Aleksa Gordić (水平问题)
@gordic_aleksa30 Dec 2021
Replying to @gordic_aleksa
distill.pub/2020/growing-ca/ <- one and only Distill. A nice introduction to how neural CA works and how it may be a potentially useful model of morphogenesis and regeneration processes in developmental biology. @zzznah 2/
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Switching to late binding for some dynamic allocation…
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Take 2: trying to get some self selection action going here.
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And we're live with Day 1 at TVMCon.org! Register for free now to catch some of the great talks today and tomorrow: The latest on @ApacheTVM and updates on the @OctoML deployment platform!
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More fuel to power our mission to enable ML model deployment anywhere, offering choice, automation and performance! Join us today!
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I was unaware of the large obstacles ahead in scaling up cultured meat production. Fascinating and informative read! engrxiv.org/795su
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Jason Knight retweeted
Chip Huyen
@chipro8 Sep 2021
I was never a good systems engineer, so I always avoided the topic of compiling and optimizing ML models. However, as I work with ML on devices, the topic keeps coming up. So I spent the last 3 months learning about ML compilers. Here’s what I learned. huyenchip.com/2021/09/07/a-f…

A friendly introduction to machine learning compilers and optimizers

In many use cases, especially when running an ML model on the edge, the model's success still depends on the hardware it runs on, which makes it important for people working with ML models in...

huyenchip.com
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Working with @MSFTResearch to apply int4 acceleration for some of their video workloads has been a real blast. Stay tuned for more details here!
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Excited to share some of my experience in the ML infrastructure world over the past few years!
Piero Molino@w4nderlus721 Apr 2021
This week the MLSys Seminar series will feature Jason Knight (@binarybana) from @octoml who will talk about the role of compilers in the ML software stack. Join us on Thursday at 1pm PT. Livestream: youtube.com/watch?v=KN4r_oVp… #MachineLeraning #ArtificialIntelligence #Stanford
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