Tips - SSD + Docker
Once you have your Jetson set up by flashing the latest Jetson Linux (L4T) BSP on it or by flashing the SD card with the whole JetPack image, before embarking on testing out all the great generative AI application using
jetson-containers
, you want to make sure you have a huge storage space for all the containers and the models you will download.
We are going to show how you can install SSD on your Jetson, and set it up for Docker.
SSD
Physical installation
- Unplug power and any peripherals from the Jetson developer kit.
- Physically install an NVMe SSD card on the carrier board of your Jetson developer kit, making sure to properly seat the connector and secure with the screw.
- Reconnect any peripherals, and then reconnect the power supply to turn on the Jetson developer kit.
-
Once the system is up, verify that your Jetson identifies a new memory controller on PCI bus:
lspci
The output should look like the following:
0007:01:00.0 Non-Volatile memory controller: Marvell Technology Group Ltd. Device 1322 (rev 02)
Format and set up auto-mount
-
Run
lsblk
to find the device name.lsblk
The output should look like the following:
NAME MAJ:MIN RM SIZE RO TYPE MOUNTPOINT loop0 7:0 0 16M 1 loop mmcblk1 179:0 0 59.5G 0 disk ├─mmcblk1p1 179:1 0 58G 0 part / ├─mmcblk1p2 179:2 0 128M 0 part ├─mmcblk1p3 179:3 0 768K 0 part ├─mmcblk1p4 179:4 0 31.6M 0 part ├─mmcblk1p5 179:5 0 128M 0 part ├─mmcblk1p6 179:6 0 768K 0 part ├─mmcblk1p7 179:7 0 31.6M 0 part ├─mmcblk1p8 179:8 0 80M 0 part ├─mmcblk1p9 179:9 0 512K 0 part ├─mmcblk1p10 179:10 0 64M 0 part ├─mmcblk1p11 179:11 0 80M 0 part ├─mmcblk1p12 179:12 0 512K 0 part ├─mmcblk1p13 179:13 0 64M 0 part └─mmcblk1p14 179:14 0 879.5M 0 part zram0 251:0 0 1.8G 0 disk [SWAP] zram1 251:1 0 1.8G 0 disk [SWAP] zram2 251:2 0 1.8G 0 disk [SWAP] zram3 251:3 0 1.8G 0 disk [SWAP] nvme0n1 259:0 0 238.5G 0 disk
Identify the device corresponding to your SSD. In this case, it is
nvme0n1
. -
Format the SSD, create a mount point, and mount it to the filesystem.
sudo mkfs.ext4 /dev/nvme0n1
You can choose any name for the mount point directory. We use
/ssd
here, but injetson-containers
' setup.md documentation,/mnt
is used.sudo mkdir /ssd
sudo mount /dev/nvme0n1 /ssd
-
In order to ensure that the mount persists after boot, add an entry to the
fstab
file:First, identify the UUID for your SSD:
lsblk -f
Then, add a new entry to the
fstab
file:sudo vi /etc/fstab
Insert the following line, replacing the UUID with the value found from
lsblk -f
:UUID=************-****-****-****-******** /ssd/ ext4 defaults 0 2
-
Finally, change the ownership of the
/ssd
directory.sudo chown ${USER}:${USER} /ssd
Docker
-
Install
nvidia-container
package.Note : If you used an NVIDIA-supplied SD card image to flash your SD card, all necessary JetPack components (including
nvidia-containers
) and Docker are already pre-installed, so this step can be skipped.sudo apt update sudo apt install -y nvidia-container
JetPack 6.0 DP users
If you flash Jetson Linux (L4T) R36.2 (JetPack 6.0 DP) on your Jetson using SDK Manager, and install
nvidia-container
usingapt
, on JetPack 6.0 it no longer automatically installs Docker.Therefore, you need to run the following to manually install Docker and set it up.
sudo apt update sudo apt install -y nvidia-container curl curl https://get.docker.com | sh && sudo systemctl --now enable docker sudo nvidia-ctk runtime configure --runtime=docker
-
Restart the Docker service and add your user to the
docker
group, so that you don't need to use the command withsudo
.sudo systemctl restart docker sudo usermod -aG docker $USER newgrp docker
-
Add default runtime in
/etc/docker/daemon.json
sudo vi /etc/docker/daemon.json
Insert the
"default-runtime": "nvidia"
line as following:{ "runtimes": { "nvidia": { "path": "nvidia-container-runtime", "runtimeArgs": [] } }, "default-runtime": "nvidia" }
-
Restart Docker
sudo systemctl daemon-reload && sudo systemctl restart docker
Migrate Docker directory to SSD
Now that the SSD is installed and available on your device, you can use the extra storage capacity to hold the storage-demanding Docker directory.
-
Stop the Docker service.
sudo systemctl stop docker
-
Move the existing Docker folder
sudo du -csh /var/lib/docker/ && \ sudo mkdir /ssd/docker && \ sudo rsync -axPS /var/lib/docker/ /ssd/docker/ && \ sudo du -csh /ssd/docker/
-
Edit
/etc/docker/daemon.json
sudo vi /etc/docker/daemon.json
Insert
"data-root"
line like the following.{ "runtimes": { "nvidia": { "path": "nvidia-container-runtime", "runtimeArgs": [] } }, "default-runtime": "nvidia", "data-root": "/ssd/docker" }
-
Rename the old Docker data directory
sudo mv /var/lib/docker /var/lib/docker.old
-
Restart the docker daemon
sudo systemctl daemon-reload && \ sudo systemctl restart docker && \ sudo journalctl -u docker
Test Docker on SSD
-
[Terminal 1] First, open a terminal to monitor the disk usage while pulling a Docker image.
watch -n1 df
-
[Terminal 2] Next, open a new terminal and start Docker pull.
docker pull nvcr.io/nvidia/l4t-base:r35.2.1
-
[Terminal 1] Observe that the disk usage on
/ssd
goes up as the container image is downloaded and extracted.~$ docker image ls REPOSITORY TAG IMAGE ID CREATED SIZE nvcr.io/nvidia/l4t-base r35.2.1 dc07eb476a1d 7 months ago 713MB
Final Verification
Reboot your Jetson, and verify that you observe the following:
~$ sudo blkid | grep nvme
/dev/nvme0n1: UUID="9fc06de1-7cf3-43e2-928a-53a9c03fc5d8" TYPE="ext4"
~$ df -h
Filesystem Size Used Avail Use% Mounted on
/dev/mmcblk1p1 116G 18G 94G 16% /
none 3.5G 0 3.5G 0% /dev
tmpfs 3.6G 108K 3.6G 1% /dev/shm
tmpfs 734M 35M 699M 5% /run
tmpfs 5.0M 4.0K 5.0M 1% /run/lock
tmpfs 3.6G 0 3.6G 0% /sys/fs/cgroup
tmpfs 734M 88K 734M 1% /run/user/1000
/dev/nvme0n1 458G 824M 434G 1% /ssd
~$ docker info | grep Root
Docker Root Dir: /ssd/docker
~$ sudo ls -l /ssd/docker/
total 44
drwx--x--x 4 root root 4096 Mar 22 11:44 buildkit
drwx--x--- 2 root root 4096 Mar 22 11:44 containers
drwx------ 3 root root 4096 Mar 22 11:44 image
drwxr-x--- 3 root root 4096 Mar 22 11:44 network
drwx--x--- 13 root root 4096 Mar 22 16:20 overlay2
drwx------ 4 root root 4096 Mar 22 11:44 plugins
drwx------ 2 root root 4096 Mar 22 16:19 runtimes
drwx------ 2 root root 4096 Mar 22 11:44 swarm
drwx------ 2 root root 4096 Mar 22 16:20 tmp
drwx------ 2 root root 4096 Mar 22 11:44 trust
drwx-----x 2 root root 4096 Mar 22 16:19 volumes
~$ sudo du -chs /ssd/docker/
752M /ssd/docker/
752M total
~$ docker info | grep -e "Runtime" -e "Root"
Runtimes: io.containerd.runtime.v1.linux nvidia runc io.containerd.runc.v2
Default Runtime: nvidia
Docker Root Dir: /ssd/docker
Your Jetson is now set up with the SSD!