Do you have a link for this? I'm interested in learning more about why Masley is wrong on heat islands.
1,116 karma · joined May 27, 2017
Do you have a link for this? I'm interested in learning more about why Masley is wrong on heat islands.
> MoE should be the better tradeoff for the local/single-user scenario since the downside of batching being harder / less efficient doesn't matter.
What I meant was that the single-user scenario is going to get dramatically worse throughput-per-GPU, because they're not able to reap the benefits of multi-user batching (unless they're somehow doing massively parallel inference requests, I suppose).
> Is it really that the matrixes being multiplied are larger? My mental model is that the purpose of batching isn't to get larger input matrices. It's to move the bottleneck from memory bandwidth to compute.
As I understand it, you want larger input matrices in order to move the bottleneck from memory to compute: if you do no batching at all, your multiplications will be smaller (the weights will be the same, of course, but the next-token data you're multiplying with the weights will be 1xdim instead of batch-size x dim), so your GPUs will be under-utilized and your inference will spend more time doing memory operations and less time multiplying.
> The post has no numbers on the time to first token for any of the three providers.
I probably should have hunted down specific numbers, but I think people who've played with DeepSeek and other models will notice that DeepSeek is noticeably more sluggish.
That’s how it does work, but unfortunately denoising the last paragraph requires computing attention scores for every token in that paragraph, which requires checking those tokens against every token in the sequence. So it’s still much less cacheable than the equivalent autoregressive model.
This repo is sort of a companion piece to https://github.com/sgoedecke/fish-tank, which is a more physics-based 2d simulation. Interestingly, 4o-mini absolutely cleans up in the 2d space but doesn't win all the time in poker.
Do what you've gotta do to get paid for your work, but if I found out this was happening it would strongly discourage me from remaining on the website.
Can you expand a bit more on that? Cool tips, for sure. Personally I'd appreciate a flip-switch between ads and mining, as long as it defaulted to ads.