Re:Exo: Run your own AI cluster at home with everyday devices ⌚
by steeve on Tuesday July 16, 2024 @03:00AM
(#40974190)
Yes, that’s how it works (pipeline parallelism)
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Re:Exo: Run your own AI cluster at home with everyday devices ⌚
by mg on Tuesday July 16, 2024 @03:03AM
(#40974203)
Interesting. Let's do the math ...
Let's say the model has 50B parameters and 50 layers. That would mean about one billion values have to travel through the wifi for every generated token?
I wonder how much data that is in bytes and how long it takes to transfer them.
Re:Exo: Run your own AI cluster at home with everyday devices ⌚
by blackbear_ on Tuesday July 16, 2024 @03:28AM
(#40974324)
It's not the parameters that are sent, it's the layer outputs. That makes for a few thousands floats per token
Re:Exo: Run your own AI cluster at home with everyday devices ⌚
by mg on Tuesday July 16, 2024 @03:37AM
(#40974355)
Woops! I would have thought the number of neurons roughly equals the number of parameters, but you are probably right and the number of parameters is much higher.
A few thousand floats would be just around 10K bytes, right? Those can be sent in a fraction of a second. Consumer internet speed is at what ... 10MB/s? So we could build a SETI@home style network of layers and produce 1K tokens per second?