Getting Started Stable Diffusion with LoRA models
1. About Stable Diffusion
There are many excellent articles or videos describing what is Kubernetes CPU resources requests and limits and how they are implemented. Watch followings to understand how the CPU resource requests and limits of a container on the Pod spec works on a Linux host with cgroup.
In short about CPU resources,
cpu.shares
cpu.cfs_quota_us
with cpu.cfs_period_us
In this article, I’m going to check these cgroups configurations
Cgroups is to allow processes to have CPUs, memories, and network bandwidth.
/proc/cgroups
. It’s supported if CPU or others are enabled there.sudo apt install cgroup-tools
.sudo cgcreate -g cpu,memory:/my_cgroup
/sys/fs/cgroup/{cpu,memory}/my_cgroup
sudo cgset -r cpu.cfs_quota_us=50000 my_cgroup
to limit the CPU usages
> cat /sys/fs/cgroup/cpu/my_group/cpu.cfs_quota_us
50000
sudo cgset -r memory.limit_in_bytes=1G my_cgroup
to limit the memory usages
> cat /sys/fs/cgroup/memory/my_group/memory.limit_in_bytes
1073741824
/sys/fs/cgroup/memory/my_group/cpu.stat
. It’s described in the page, for example
/sys/fs/cgroup/memory/my_cgroup/memory.usage_in_bytes
sudo cgdelete -g cpu,memory:/my_cgroup
There are good articles to test these configurations, including
I referred the above articles to test something further.
At first, prepare 2 cgroups, fast and slow.
Install stress
beforehand.
sudo cgcreate -g cpu:/fast
sudo cgcreate -g cpu:/slow
sudo cgset -r cpu.shares=750 fast
sudo cgset -r cpu.shares=250 slow
Then load test CPUs on each cgroups for how it works.
Run a stress command with cgexec on the slow cgroup by next command. Note that 12 is the number of CPU cores on my machine.
> sudo cgexec -g cpu:slow stress --cpu 12
stress info: [1065] dispatching hogs: 12 cpu 0 io, 0 vm, 0 hdd
See CPU usages by htop
. It’s confirmed that 12 CPUs are used for 100%.
Run a stress on the fast cgroup by
> sudo cgexec -g cpu:fast stress --cpu 12
stress: info: [1305] dispatching hogs: 12 cpu, 0 io, 0 vm, 0 hdd
See CPU usages by htop
.
The PID output by stress
can be seen on the column PPID on htop to recognize which one is for fast cgroup and which one is for slow cgroup.
And also, the fast cgroup uses about 75% (9 CPUs) while the slow cgroup uses 25% (3 CPUs), which is similar to the configuration of cpu.shares
ratios.
Confirm cpu.cfs_quota_us
and cpu.cfs_period_us
on the fast cgroup.
> sudo cgget -r cpu.cfs_quota_us fast
fast:
cpu.cfs_quota_us: -1
> sudo cgget -r cpu.cfs_period_us fast
fast:
cpu.cfs_period_us: 100000
Set cpu.cfs_quota_us to 400000
to the fast cgroup so 4 CPUs are used per a second.
> sudo cgset -r cpu.cfs_quota_us=400000 fast
>
See htop. CPU usages on the stress against the fast cgroup which PID=1305, was reduced and those for the slow cgroup was increased.
See htop. CPU usages on the stress against the fast cgroup cannot use 100% CPU usages. There are 12 CPUs and they are used about 30%, so 4 CPUs are roughly used in a second.
memory.min
and memory.low
memory.limit_in_bytes
1. About Stable Diffusion
Basic commands
Template package
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