Sol seems to be the first model to solve naming things
me: WDYT of …? Naming is important, so please do push back and make suggestions if other names sound more natural to you
sol: I would push back … [suggests intuitive names]
I'm loving vibe sciencing: a conversation in one tab where we analyze data and formulate hypotheses, and results in another tab where we show statistics and tables and plots (png for me, csv for the agent)
Fritz Obermeyer retweeted
GPUs made training massive models possible, but inference needs better memory capacity, memory bandwidth utilization, more power efficiency, and an architecture built bottom up with transformers in mind.
To that end, I'm excited to share that Positron just raised a $51.6M Series A!
We offer solutions that are already deployed and are shipping today, and we've designed new silicon to reshape AI inference—reducing cost, drastically cutting power consumption, and unlocking entirely new capabilities in production AI environments.
I'm proud of what the @positron_ai team has accomplished and I'm grateful to our investors Valor Equity Partners, Atreides Management, and DFJ Growth for backing us!
To celebrate a writeup in the Wall Street Journal that landed over the weekend, the folks in the lab put together a schlocky little promo spot, which I couldn't resist sharing here. [No production cards were harmed during the filming of this video.]
Fritz Obermeyer retweeted
Positron is proud to share our latest inference performance versus the GPU-based competition:
✅ 70% faster token generation on Llama3.1-8B
✅ 1/3 power usage on Llama3.1-8B
✅ 51% cost savings versus DGX-H100 💸
(Yes, IYKYK: less than half the cost.)
Fritz Obermeyer retweeted
Pyro 1.9.1 is released with a Lévy Stable.log_prob(), a WeighedPredictive, PyroModuleList, bug fixes, and improved type hints. Thanks to @eteq, Dario Coscia, Martin Bubel, Ben Zickel, Kipper Fletez-Brant, and others! github.com/pyro-ppl/pyro/rel…
Fritz Obermeyer retweeted
Pyro 1.9 is released, adding type hints by @ordabayevy, a Zuko normalizing flows tutorial by @FrancoisRozet, a simple RandomWalkKernel, new tutorials, and many bug fixes. github.com/pyro-ppl/pyro/rel…
Fritz Obermeyer retweeted
1/n: We are excited to share that our paper on Chroma, a general purpose diffusion model for proteins, is out today in @Nature!
nature.com/articles/s41586-0…
A couple of my favorite highlights in the 🧵below 👇
Fritz Obermeyer retweeted
How do you use Pyro/NumPyro? Let us know at forum.pyro.ai/t/pyro-numpyro…
Fritz Obermeyer retweeted
Pyro 1.8.6 is released: Fixed support for torch 1.11, improved distribution docs, bugfixes with lots of community help. Thanks @FrancoisRozet @rtkushner @david_a_knowles!
github.com/pyro-ppl/pyro/rel…
Fritz Obermeyer retweeted
Pyro 1.8.5 is released with fixes to support PyTorch 2, new conditional inverse and compose TransformModules, and a substitute handler. Thanks to many new contributors! github.com/pyro-ppl/pyro/rel…
Fritz Obermeyer retweeted
If you need a first draft Pyro model, try asking ChatGPT. For example:
How can I use Pyro to learn user preferences among features based on sparse pairwise comparison data, using variational inference?
Fritz Obermeyer retweeted
Today we introduced Chroma, a generative model that creates new proteins & protein complexes given geometric & functional constraints. It learns to transform unstructured, random 3D shapes into #protein molecules, which can have tens of thousands of atoms. ow.ly/Txn750LShFp
Fritz Obermeyer retweeted
Pyro 1.8.2 is released with many minor fixes. github.com/pyro-ppl/pyro/rel…
Does anyone have intuition for the Fourier features in Kingma et al. (2022) arxiv.org/abs/2107.00630. Is the learned set of frequencies {7,8} meaningful?
I mean sure NTK 👋 but these Fourier features differ from Tancik et al. (2020) arxiv.org/abs/2006.10739 in that they handle high-frequency content in individual pixel levels, not in low-dimensional image space.
Martin Jankowiak found a beautifully clever sparse inference method for our viral GWAS, now on 6.9million SARS-CoV-2 genomes. Joint work with Jacob Lemieux biorxiv.org/content/10.1101/…
Fritz Obermeyer retweeted
Pyro 1.8.1 is released: Update to PyTorch 1.11; new tutorial on Bayesian workflow; animated plots in GP tutorial; render_model() now shows params; new distributions and samplers. Thanks @nipun_batra, @KarmPatel216, and others! github.com/pyro-ppl/pyro/rel…









