So you basically dispose of cache for the memory region used? I wonder what the offsets of the cache misses is going to be in practice (the article addresses it but there is no solution/impact given by samsung).
Interesting that Samsung still pursues PIM. IIRC they had a paper in ISCA21 or 22 where they showed HBM2 module with PIM, which back then impressed me quite a lot.
That being said, I am not sure what’s the killer application for this technology, and without such application adoption is unlikely.
As I understand it, the killer app is llms. You could run MACs directly in RAM, offloading a lot of work from CPU and cutting down on insane (external) memory bandwidth required.
Imagine (this is a fantasy pitch but potentially achievable for some use cases) wanting to run a larger llm and all you have to do is buy more RAM so it fits.
> Imagine (this is a fantasy pitch but potentially achievable for some use cases) wanting to run a larger llm and all you have to do is buy more RAM so it fits.
Isn't this how it works today already? Granted you wanted to run it on RAM rather than VRAM.
Yes, but running out of RAM is impractical due to low memory bandwidth.
According to the article/Samsung RAM dies inside can support way higher bandwidth than they expose, they're limited by external interface / bus width:
> Together, they can utilize the chip’s internal bandwidth across all 16 banks, which comes out to 614 GB/s. For comparison, regular DRAM accesses can hit two banks in parallel and max out at 76.8 GB/s.
And that's just for single 64-bit IC. So way faster and more power efficient.
...and it's been long enough now, that I can say there was an effort to implement this on standard x86 memory controllers and have the existing string instructions do so, back in the days of SDR SDRAM, but the tradeoffs weren't (yet) in favour.
https://ben3d.ca/blog/m5-max-samsung-lpddr5-pim-650-tokens-p...
That being said, I am not sure what’s the killer application for this technology, and without such application adoption is unlikely.
Imagine (this is a fantasy pitch but potentially achievable for some use cases) wanting to run a larger llm and all you have to do is buy more RAM so it fits.
Isn't this how it works today already? Granted you wanted to run it on RAM rather than VRAM.
According to the article/Samsung RAM dies inside can support way higher bandwidth than they expose, they're limited by external interface / bus width:
> Together, they can utilize the chip’s internal bandwidth across all 16 banks, which comes out to 614 GB/s. For comparison, regular DRAM accesses can hit two banks in parallel and max out at 76.8 GB/s.
And that's just for single 64-bit IC. So way faster and more power efficient.
AI: "Sorry, all the hardware is made for running AI."
Build it, and they will come ;)
Add a new set of CPU instructions like “rep macb”
...and it's been long enough now, that I can say there was an effort to implement this on standard x86 memory controllers and have the existing string instructions do so, back in the days of SDR SDRAM, but the tradeoffs weren't (yet) in favour.