How a Cat Debugged Stable Diffusion
This is the story of how I needed help to solve a tricky bug. Now, that happens all the time. I rely on coworkers and the web community to help me with bugs quite frequently. But this one was unique because it wasn't just any colleague, it was my cat Ollie, specifically this asshole stealing my chair:
I was interested in experimenting with AI image generation. Not for any particular use case, just doing it for fun. I could use any number of existing web sites to do this, but pretty much all of them require some form of login or payment and as I have previously established on this blog, I am too cheap to do that. So instead I went with the pro hacker move of trying to run Stable Diffusion on my computer locally.
This took most of the day and required multiple approaches and many failed attempts, but I did eventually get it installed via the very cool
stable-diffusion-webui project. Excited, I immediately start generating a picture of a litter of kittens cuddling and sleeping together, because what else could I possibly generate?
Suddenly the microwave timer goes off. Food is done I guess. I didn't realize my partner was heating up dinner already, it is a little early for that. Microwave's tone sounds a bit off too, I hope it isn't broken or something.
But more importantly, I now have a cute (if a little creepy) picture of kittens!
I immediately bump up the batch size to make a handful of them and restart.
Then the microwave goes off again. That's weird, it's only been maybe 30 seconds since the last time. I guess the food wasn't quite warm enough?
This generation takes maybe a minute due to the larger batch size. Except, the microwave doesn't stop. It just keeps going. A long, loud BEEEEEEEEEP.
Oh crap, the microwave's broken. Wait, not the microwave, but the computer? This long and horrendously loud beep was coming from my workstation?! Generating an image was apparently so stressful on my computer that it was forced to let out a strained squeal of frustration—a cry for help.
I hastily apologize to the computer before our future AI overloads hear about this war crime I just committed. But now the hunt is on: how is Stable Diffusion causing my computer to beep like this?
I immediately run to Google and even post to a few forums for suggestions about what to look for. I'm more of a software guy and was never that in to hardware. What do I even search for here: "stable diffusion computer beep loud"?
A few potential causes quickly come to my attention:
Could this sound be "coil whine"? Almost everything I read immediately suggests "coil whine" as a likely culprit. This can happen due to vibrations of components caused by an electric current. I look up a few videos of that, but they don't sound anything like what I'm hearing. Those videos sound like a standard electrical hum—just loud enough to be annoying. My computer sounds like a pig fleeing its own slaughter. Seriously, listen to this video and tell me with a straight face that it sounds anything like coil whine:
Is my machine not powerful enough for Stable Diffusion? This computer is rocking an RTX 3080, with 32 GB of RAM, is that really not good enough? I have run big code compilations before. Bazel can be fairly resource hungry and I even built V8 (really d8) from source the other day. I have run modern video games on max settings and done a touch of video editing. This machine isn't winning any awards, but it's a beefy box, and I have never heard more than a gentle hum from it before. These image generation jobs take seconds to complete, not minutes. Resources don't seem like the issue.
Is the GPU overheating? The sound emits immediately when generating an image, there is no time for the computer to heat up. I double check the temperature and it is running at a pretty reasonable 60°C. The CPU is in a similar state.
Is the fan messed up? Maybe a bearing came loose? Well, the machine is mostly liquid cooled, but does have a couple fans for air flow. They look fine on inspection and again, the sound is immediate, no time for them to spin up to a bad frequency or for the machine to get overheated.
Is there a speaker in the box? This was a pre-built machine, but I picked the parts for it myself. Unless the builder snuck in a speaker, or one was included on the motherboard, I can't imagine there is any audio device in there.
Is the terminal bell being forced on at max volume? I have never heard a terminal bell for longer than a single beep, but maybe that is possible? I am pretty sure I disabled it, because seriously, who actually wants an audible beep from their terminal? Testing it now I cannot even get it to ring once intentionally.
What component is actually beeping anyways? I pull the side panel off my computer and generate 100 images just to hear the sound and try to trace where it is coming from.
Is the power supply overloaded? Could the sound be coming from there? I don't think so, but the sound is so loud it feels like it is coming from the whole computer. Maybe the motherboard? Could that have a speaker built into it? That must be terrible for acoustics, but maybe useful for a little beep when something is wrong?
While I'm on the floor asking my nonverbal computer to point to where it hurts, Ollie suddenly rushes into the room seemingly attracted by the noise. He hurries over to my computer, confused and annoyed, wondering what woke him up. I gently push him away from the computer to avoid getting even more of his fur inside the box. Seriously, how does a single cat shed so much?
But Ollie ignores the computer altogether. He goes around the machine and peeks behind my desk, sniffing around. What does he hear, I wonder?
Then, without hesitation, Ollie lifts his paw and starts aggressively whacking my surge protector, as if shouting "SHUT THE F--- UP!"
I quickly pull Ollie away before he electrocutes himself and banish him from the office. I hurry back and push the computer out of the way to listen. He's right, it's not the computer, it's the surge protector!
But this isn't just any surge protector. I have an uninterruptible power supply (UPS). It is basically a surge protector with a big battery in it. So if the power goes out, it automatically falls back to the battery and you can still squeeze another X hours of juice out of it until the main power comes back on.
I'm not running an always-online server on it or anything like that. I just get a surprising number of power fluctuations my area (shout out to PG&E). Those fluctuations make my office lamp flicker which can give me a headache and sometimes the power is out just long enough that the computer shuts down. The UPS is supposed to keep the computer alive through that couple-second outage.
So if the power supply is complaining, does that mean Stable Diffusion is pulling too much energy? I quickly check my system specs. My computer's power supply is a Seasonic FOCUS GM-750W Gold. Just like it says in the name, it maxes out at 750 watts. Meanwhile the UPS was only rated for up to 360 watts. Looking at the manual, the UPS emits a loud beep whenever it's running out of battery—or in this case, being overdrawn.
$200 later and after swapping a massive battery for an even more massive battery, I'm now able to run Stable Diffusion without my workstation screaming in utter horror.
Public Service Announcement: Check your power usage before you buy a UPS.
So that answers it: Stable Diffusion was forcing my machine to pull so much power that it tripped my UPS. Since it was right behind my computer, I couldn't pinpoint where the sound was coming from and it took Ollie's keen ears to find the true culprit. Who knew cats could be so good at debugging? I swear Ollie is way too smart for his own good and is now apparently better at debugging than I am. Perhaps software developers should be less worried about AI stealing our jobs and more worried about felines swiping them away.
Unfortunately I didn't capture Ollie going to battle with my surge protector on camera and I'm not skilled enough to draw it. But I do now have an AI which can visualize what this looked like:
Maybe it's the AI who should be afraid.