The tech hubs (SF, Seattle, NYC are pretty small communities.
964 karma · joined September 19, 2017
The tech hubs (SF, Seattle, NYC are pretty small communities.
> We proceeded without DCQCN for our 400G deployments. At this time, we have had over a year of experience with just PFC for flow control, without any other transport-level congestion control. We have observed stable performance and lack of persistent congestion for training collectives.
https://engineering.fb.com/2024/08/05/data-center-engineerin...
Requiring officer-named insurance would create immediate pressure to weed out bad behavior and prevent bad cops from being re-hired one county over.
Structured generation seems counter to every other signal we have that chain of thought etc improves performance.
The system needs active backpressure.
https://www.propublica.org/article/tsa-removes-x-ray-body-sc...
The whole implementation of these scanners was layers of corruption.
Still worth it IMO - as long as they have to train people to maintain the manual process, its a signal that there are people out there who won't just fold.
This isn’t true when there is one vendor that’s 90% of the market and 2 maybe 3 generations of hardware to consider. Support A100, H100 and you are supporting most of the current market.
On demand pricing put it at about $0.45 per million tokens.
Source: We use TPUs at scale at https://osmos.io
Google Next 2024 session going into detail: https://www.youtube.com/watch?v=5QsM1K9ahtw
EDIT: TOS -> EULA per comments below
https://developer.apple.com/metal/jax/
And MLX
> The average cost of life flight within the U.S. ranges between $12,000 and $25,000, according to NAIC (National Association of Insurance Commissioners). This is based on a 52-mile trip, which is also the average distance. This figure represents an out-of-pocket cost when not covered by insurance or calculated before an insurance company steps in. International flights can easily cost 3 to 5 times that amount. … In December 2020, Sean Deines was diagnosed with acute lymphoblastic leukemia (a fast-growing blood cancer) and took an air ambulance from Colorado to North Carolina, which also included ground transportation between hospitals and airports. His total bill was $489,000.
https://www.emergencyassistanceplus.com/resources/what-is-th...
Could you elaborate more please? Batch inference activates pretty much all the experts since token in every sequence in a batch could hit a different expert. So at Bs=128 you’re not really getting a sparsity win.
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As a developer and founder, grandma before developers. Every time. iOS is the first platform my family can just run with safely.
I’ve been working with their research teams on this and credit due indeed.
Some context: https://github.com/ggerganov/llama.cpp/issues/2555#issuecomm...
Unreasonable optimism is the only path to success at this scale.
It’s a no contest option 2 for me.
Just use llama.cpp with any of the available UIs. It will be usable with 4 but quantization on CPU. You can use any of the “Q4_M” “GGUF” models that TheBloke puts out on Huggingface.
https://github.com/ggerganov/llama.cpp
UI projects in description.
https://huggingface.co/TheBloke
A closed source option is LMStudio.
You want to look at validation accuracy.
https://www.cbsnews.com/sanfrancisco/news/faa-wants-foreign-...