We need one of those specialized inference chip startups to succeed and a PC manufacturer willing to bet on them against Nvidia for the local AI to find mass market appeal.
We need one of those specialized inference chip startups to succeed and a PC manufacturer willing to bet on them against Nvidia for the local AI to find mass market appeal.
For Immich, the cheapest option will either be a NAS or a used laptop depending on the amount of data you need, I wouldn't buy a mac for that.
(I just run the defaults on my CPU, works for me)
I think the decision comes primarily on how much data you would like to store for Immich, if you want to go cheaply, a 100 bucks used laptop will do the job, if you have too much data, a NAS will be more suitable (and you are certainly not going to get a mac where you can plug multiple internal hard drives for the price of a NAS)
That needs to be in (v)ram for searches.
Apple has always been the most cost effective choice for the value you get going all the way back to the Apple II, it's just that the floor of that cost has always been high. Anyone who thinks otherwise is a just a fanboy one way or the other.
That's how much many developers currently spend on tokens - every day. Whatever "Apple Tax" applies to a device that can run a capable model offline will amortise itself in a blink.
Current high-end Mac Studio with 32-core M3 Ultra chip and 96 GB of memory is $6800, 96GB is not enough to run GLM 5.2 without extreme quantization or stacking HW; but for the sake of discussion let's run quantized version on a single high end Mac Studio.
GLM 5.2 Max plan costs $ 112/m, so it would take ~60 months to recover the costs assuming the machine was bought just for AI. By then the current AI landscape would have changed drastically.
I use local AI on both Linux and Mac every single day, there's freedom, privacy and peace of mind in running the model locally. But I feel cost/value of local AI is overblown.
1. When Apple came out with the real Macbook Air in 2010/2011 (not the silly 2008 one), nobody could compete with it with those specs at that price and they couldn't for years. And every competitor usually sucked in some major way, most often the trackpad;
2. The Mac Mini is an outstanding piece of hardware for $600. Or was;
3. I've generally found that "Apple tax" complaints levelled against the iPhone to be nothing more than Android cope;
4. The M-series silicon has been an absolute game-changer. I honestly thought the first-generation M1s would be not great but they came out swinging. And the price points for these Macbooks have all been great, much better than the last-gasp-of-Johnny-Ive touch bar butterfly keyboard series, which were objectively awful.