Getting Started Stable Diffusion with LoRA models
1. About Stable Diffusion
containerd is designed to built with a larger system like kubernetes. To see the overview, it’s better to check something like
As the above video shows, it depends on plugins or runtime outside of its core by gRPC or the light weight gRPC (ttRPC), like
runc
for container runtime
Following the official document, install a containerd from the official binaries.
curl -sLO https://github.com/containerd/containerd/releases/download/v1.6.14/containerd-1.6.14-linux-amd64.tar.gz
sudo tar Cxzvf /usr/local containerd-1.6.14-linux-amd64.tar.gz
Setup the systemd for the containerd
curl -sLO https://raw.githubusercontent.com/containerd/containerd/main/containerd.service
sudo mkdir -p /usr/local/lib/systemd/system/
sudo mv containerd.service /usr/local/lib/systemd/system/
sudo systemctl daemon-reload
sudo systemctl enable --now containerd
Install runc
curl -sLO https://github.com/opencontainers/runc/releases/download/v1.1.4/runc.amd64
sudo install -m 755 runc.amd64 /usr/local/sbin/runc
Install cni plugins
curl -sLO https://github.com/containernetworking/plugins/releases/download/v1.1.1/cni-plugins-linux-amd64-v1.1.1.tgz
sudo mkdir -p /opt/cni/bin
sudo tar Cxzvf /opt/cni/bin cni-plugins-linux-amd64-v1.1.1.tgz
Use a ctr
CLI to confirm followings:
ctr images pull [image ref]
ctr images list
ctr run [image ref] [container name]
See namespaces by ctr namespaces list
. Output result is like
sudo ctr namespaces list
NAME LABELS
default
k8s.io
--namespace [namespace]
There are other subcommands for
nerdctl is a CLI for user friendly CLI compatible with Docker.
To install the version 1.1 of it,
curl -sLO https://github.com/containerd/nerdctl/releases/download/v1.1.0/nerdctl-1.1.0-linux-amd64.tar.gz
tar xzvf nerdctl-1.1.0-linux-amd64.tar.gz
sudo mv nerdctl /usr/local/bin
sudo nerdctl --version
nerdctl container list
For example, to show the running containers with some information like its ip address, run following command
nerdctl --namespace k8s.io container list | awk '{ print $1 }' | tail -n +2 | xargs nerdctl --namespace k8s.io container inspect | jq -r '.[] | [.Id,.Path,.Image,.NetworkSettings.IPAddress] | @tsv'
There is an example configuration of CNI for k8s.
sudo su -
cat << EOF | tee /etc/cni/net.d/10-containerd-net.conflist
{
"cniVersion": "1.0.0",
"name": "containerd-net",
"plugins": [
{
"type": "bridge",
"bridge": "cni0",
"isGateway": true,
"ipMasq": true,
"promiscMode": true,
"ipam": {
"type": "host-local",
"ranges": [
[{
"subnet": "10.88.0.0/16"
}]
],
"routes": [
{ "dst": "0.0.0.0/0" },
{ "dst": "::/0" }
]
}
},
{
"type": "portmap",
"capabilities": {"portMappings": true},
"externalSetMarkChain": "KUBE-MARK-MASQ"
}
]
}
EOF
After adding the above configuration, it can be checked on a nerdctl network ls
command.
$ nerdctl network ls
NETWORK ID NAME FILE
containerd-net /etc/cni/net.d/10-containerd-net.conflist
host
none
$ nerdctl network inspect containerd-net
nerdctl network inspect containerd-net
[
{
"Name": "containerd-net",
"IPAM": {
"Config": [
{
"Subnet": "<IP ADDRESS>"
}
]
},
"Labels": null
}
]
I couldn’t confirm how to confirm port mapping was configured correctly.
The configuration of the CNI is described in these documents:
ctr images pull docker.io/library/redis :alpine
ctr run docker.io/library/redis:alpine redis
With nerdctl
, we can run a container like
nerdctl run -d docker.io/library/redis:alpine redis
To deploy a container into a network,
nerdctl run -d --network containerd-net --ip 10.128.128.16 docker.io/library/redis:alpine redis
But I got errors
$ sudo nerdctl run -d --network containerd-net docker.io/library/redis:alpine redis
FATA[0000] failed to create shim task: OCI runtime create failed: runc create failed: unable to start container process: error during container init: error running hook #0: error running hook: exit status 1, stdout: , stderr: time="2023-01-02T05:39:33Z" level=fatal msg="failed to call cni.Setup: plugin type=\"bridge\" failed (add): failed to set bridge addr: \"cni0\" already has an IP address different from 10.128.128.1/24"
Failed to write to log, write /var/lib/nerdctl/1935db59/containers/default/8dd436c2b4bfe5f3312aa872e00f61c6253801f25fcd1dfb313858fd625cdc57/oci-hook.createRuntime.log: file already closed: unknown
$ sudo nerdctl run -d --net containerd-net docker.io/library/redis:alpine redis
FATA[0000] failed to create shim task: OCI runtime create failed: runc create failed: unable to start container process: error during container init: error running hook #0: error running hook: exit status 1, stdout: , stderr: time="2023-01-02T05:39:43Z" level=fatal msg="failed to call cni.Setup: plugin type=\"bridge\" failed (add): failed to set bridge addr: \"cni0\" already has an IP address different from 10.128.128.1/24"
Failed to write to log, write /var/lib/nerdctl/1935db59/containers/default/8c454b3e839413472a3bdde5351b3772eba644ceb4adfcb6e8871d3837e941e2/oci-hook.createRuntime.log: file already closed: unknown
$ sudo nerdctl run -d --network containerd-net --ip 10.128.128.16 docker.io/library/redis:alpine redis
FATA[0000] failed to create shim task: OCI runtime create failed: runc create failed: unable to start container process: error during container init: error running hook #0: error running hook: exit status 1, stdout: , stderr: time="2023-01-02T05:35:48Z" level=fatal msg="failed to call cni.Setup: plugin type=\"bridge\" failed (add): failed to set bridge addr: \"cni0\" already has an IP address different from 10.128.128.1/24"
Failed to write to log, write /var/lib/nerdctl/1935db59/containers/default/77211e02cb8fed8eba40e3922cae75341da2018c219bbc18d5a292561e36fa88/oci-hook.createRuntime.log: file already closed: unknown
plugin type=\"bridge\" failed (add): failed to set bridge addr: \"cni0\" already has an IP address different from 10.128.128.1/24
The cni0
is assigned to NIC.
ip addr
1: lo: <LOOPBACK,UP,LOWER_UP> mtu 65536 qdisc noqueue state UNKNOWN group default qlen 1000
link/loopback 00:00:00:00:00:00 brd 00:00:00:00:00:00
inet 127.0.0.1/8 scope host lo
valid_lft forever preferred_lft forever
inet6 ::1/128 scope host
valid_lft forever preferred_lft forever
2: ens4: <BROADCAST,MULTICAST,UP,LOWER_UP> mtu 1460 qdisc mq state UP group default qlen 1000
inet 10.128.15.225/32 brd 10.128.15.225 scope global dynamic ens4
valid_lft 65941sec preferred_lft 65941sec
3: cni0: <NO-CARRIER,BROADCAST,MULTICAST,PROMISC,UP> mtu 1500 qdisc noqueue state DOWN group default qlen 1000
link/ether 5e:e7:6c:72:30:eb brd ff:ff:ff:ff:ff:ff
inet 10.128.0.1/20 brd 10.128.15.255 scope global cni0
valid_lft forever preferred_lft forever
1. About Stable Diffusion
Basic commands
Template package
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