Monthly Archives: March 2017

USB hotplug with LXD containers

LXD logo

USB devices in containers

It can be pretty useful to pass USB devices to a container. Be that some measurement equipment in a lab or maybe more commonly, an Android phone or some IoT device that you need to interact with.

Similar to what I wrote recently about GPUs, LXD supports passing USB devices into containers. Again, similarly to the GPU case, what’s actually passed into the container is a Unix character device, in this case, a /dev/bus/usb/ device node.

This restricts USB passthrough to those devices and software which use libusb to interact with them. For devices which use a kernel driver, the module should be installed and loaded on the host, and the resulting character or block device be passed to the container directly.

Note that for this to work, you’ll need LXD 2.5 or higher.

Example (Android debugging)

As an example which quite a lot of people should be able to relate to, lets run a LXD container with the Android debugging tools installed, accessing a USB connected phone.

This would for example allow you to have your app’s build system and CI run inside a container and interact with one or multiple devices connected over USB.

First, plug your phone over USB, make sure it’s unlocked and you have USB debugging enabled:

stgraber@dakara:~$ lsusb
Bus 002 Device 003: ID 0451:8041 Texas Instruments, Inc. 
Bus 002 Device 002: ID 0451:8041 Texas Instruments, Inc. 
Bus 002 Device 001: ID 1d6b:0003 Linux Foundation 3.0 root hub
Bus 001 Device 021: ID 17ef:6047 Lenovo 
Bus 001 Device 031: ID 046d:082d Logitech, Inc. HD Pro Webcam C920
Bus 001 Device 004: ID 0451:8043 Texas Instruments, Inc. 
Bus 001 Device 005: ID 046d:0a01 Logitech, Inc. USB Headset
Bus 001 Device 033: ID 0fce:51da Sony Ericsson Mobile Communications AB 
Bus 001 Device 003: ID 0451:8043 Texas Instruments, Inc. 
Bus 001 Device 002: ID 072f:90cc Advanced Card Systems, Ltd ACR38 SmartCard Reader
Bus 001 Device 001: ID 1d6b:0002 Linux Foundation 2.0 root hub

Spot your phone in that list, in my case, that’d be the “Sony Ericsson Mobile” entry.

Now let’s create our container:

stgraber@dakara:~$ lxc launch ubuntu:16.04 c1
Creating c1
Starting c1

And install the Android debugging client:

stgraber@dakara:~$ lxc exec c1 -- apt install android-tools-adb
Reading package lists... Done
Building dependency tree 
Reading state information... Done
The following NEW packages will be installed:
 android-tools-adb
0 upgraded, 1 newly installed, 0 to remove and 0 not upgraded.
Need to get 68.2 kB of archives.
After this operation, 198 kB of additional disk space will be used.
Get:1 http://archive.ubuntu.com/ubuntu xenial/universe amd64 android-tools-adb amd64 5.1.1r36+git20160322-0ubuntu3 [68.2 kB]
Fetched 68.2 kB in 0s (0 B/s) 
Selecting previously unselected package android-tools-adb.
(Reading database ... 25469 files and directories currently installed.)
Preparing to unpack .../android-tools-adb_5.1.1r36+git20160322-0ubuntu3_amd64.deb ...
Unpacking android-tools-adb (5.1.1r36+git20160322-0ubuntu3) ...
Processing triggers for man-db (2.7.5-1) ...
Setting up android-tools-adb (5.1.1r36+git20160322-0ubuntu3) ...

We can now attempt to list Android devices with:

stgraber@dakara:~$ lxc exec c1 -- adb devices
* daemon not running. starting it now on port 5037 *
* daemon started successfully *
List of devices attached

Since we’ve not passed any USB device yet, the empty output is expected.

Now, let’s pass the specific device listed in “lsusb” above:

stgraber@dakara:~$ lxc config device add c1 sony usb vendorid=0fce productid=51da
Device sony added to c1

And try to list devices again:

stgraber@dakara:~$ lxc exec c1 -- adb devices
* daemon not running. starting it now on port 5037 *
* daemon started successfully *
List of devices attached 
CB5A28TSU6 device

To get a shell, you can then use:

stgraber@dakara:~$ lxc exec c1 -- adb shell
* daemon not running. starting it now on port 5037 *
* daemon started successfully *
E5823:/ $

LXD USB devices support hotplug by default. So unplugging the device and plugging it back on the host will have it removed and re-added to the container.

The “productid” property isn’t required, you can set only the “vendorid” so that any device from that vendor will be automatically attached to the container. This can be very convenient when interacting with a number of similar devices or devices which change productid depending on what mode they’re in.

stgraber@dakara:~$ lxc config device remove c1 sony
Device sony removed from c1
stgraber@dakara:~$ lxc config device add c1 sony usb vendorid=0fce
Device sony added to c1
stgraber@dakara:~$ lxc exec c1 -- adb devices
* daemon not running. starting it now on port 5037 *
* daemon started successfully *
List of devices attached 
CB5A28TSU6 device

The optional “required” property turns off the hotplug behavior, requiring the device be present for the container to be allowed to start.

More details on USB device properties can be found here.

Conclusion

We are surrounded by a variety of odd USB devices, a good number of which come with possibly dodgy software, requiring a specific version of a specific Linux distribution to work. It’s sometimes hard to accommodate those requirements while keeping a clean and safe environment.

LXD USB device passthrough helps a lot in such cases, so long as the USB device uses a libusb based workflow and doesn’t require a specific kernel driver.

If you want to add a device which does use a kernel driver, locate the /dev node it creates, check if it’s a character or block device and pass that to LXD as a unix-char or unix-block type device.

Extra information

The main LXD website is at: https://linuxcontainers.org/lxd
Development happens on Github at: https://github.com/lxc/lxd
Mailing-list support happens on: https://lists.linuxcontainers.org
IRC support happens in: #lxcontainers on irc.freenode.net
Try LXD online: https://linuxcontainers.org/lxd/try-it

Posted in Canonical voices, LXD, Planet Ubuntu | Tagged | 1 Comment

NVidia CUDA inside a LXD container

LXD logo

GPU inside a container

LXD supports GPU passthrough but this is implemented in a very different way than what you would expect from a virtual machine. With containers, rather than passing a raw PCI device and have the container deal with it (which it can’t), we instead have the host setup with all needed drivers and only pass the resulting device nodes to the container.

This post focuses on NVidia and the CUDA toolkit specifically, but LXD’s passthrough feature should work with all other GPUs too. NVidia is just what I happen to have around.

The test system used below is a virtual machine with two NVidia GT 730 cards attached to it. Those are very cheap, low performance GPUs, that have the advantage of existing in low-profile PCI cards that fit fine in one of my servers and don’t require extra power.
For production CUDA workloads, you’ll want something much better than this.

Note that for this to work, you’ll need LXD 2.5 or higher.

Host setup

Install the CUDA tools and drivers on the host:

wget http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
sudo dpkg -i cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
sudo apt update
sudo apt install cuda

Then reboot the system to make sure everything is properly setup. After that, you should be able to confirm that your NVidia GPU is properly working with:

ubuntu@canonical-lxd:~$ nvidia-smi 
Tue Mar 21 21:28:34 2017       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 375.39                 Driver Version: 375.39                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  GeForce GT 730      Off  | 0000:02:06.0     N/A |                  N/A |
| 30%   30C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
|   1  GeForce GT 730      Off  | 0000:02:08.0     N/A |                  N/A |
| 30%   26C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID  Type  Process name                               Usage      |
|=============================================================================|
|    0                  Not Supported                                         |
|    1                  Not Supported                                         |
+-----------------------------------------------------------------------------+

And can check that the CUDA tools work properly with:

ubuntu@canonical-lxd:~$ /usr/local/cuda-8.0/extras/demo_suite/bandwidthTest
[CUDA Bandwidth Test] - Starting...
Running on...

 Device 0: GeForce GT 730
 Quick Mode

 Host to Device Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			3059.4

 Device to Host Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			3267.4

 Device to Device Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			30805.1

Result = PASS

NOTE: The CUDA Samples are not meant for performance measurements. Results may vary when GPU Boost is enabled.

Container setup

First lets just create a regular Ubuntu 16.04 container:

ubuntu@canonical-lxd:~$ lxc launch ubuntu:16.04 c1
Creating c1
Starting c1

Then install the CUDA demo tools in there:

lxc exec c1 -- wget http://developer.download.nvidia.com/compute/cuda/repos/ubuntu1604/x86_64/cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
lxc exec c1 -- dpkg -i cuda-repo-ubuntu1604_8.0.61-1_amd64.deb
lxc exec c1 -- apt update
lxc exec c1 -- apt install cuda-demo-suite-8-0 --no-install-recommends

At which point, you can run:

ubuntu@canonical-lxd:~$ lxc exec c1 -- nvidia-smi
NVIDIA-SMI has failed because it couldn't communicate with the NVIDIA driver. Make sure that the latest NVIDIA driver is installed and running.

Which is expected as LXD hasn’t been told to pass any GPU yet.

LXD GPU passthrough

LXD allows for pretty specific GPU passthrough, the details can be found here.
First let’s start with the most generic one, just allow access to all GPUs:

ubuntu@canonical-lxd:~$ lxc config device add c1 gpu gpu
Device gpu added to c1
ubuntu@canonical-lxd:~$ lxc exec c1 -- nvidia-smi
Tue Mar 21 21:47:54 2017       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 375.39                 Driver Version: 375.39                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  GeForce GT 730      Off  | 0000:02:06.0     N/A |                  N/A |
| 30%   30C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
|   1  GeForce GT 730      Off  | 0000:02:08.0     N/A |                  N/A |
| 30%   27C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID  Type  Process name                               Usage      |
|=============================================================================|
|    0                  Not Supported                                         |
|    1                  Not Supported                                         |
+-----------------------------------------------------------------------------+
ubuntu@canonical-lxd:~$ lxc config device remove c1 gpu
Device gpu removed from c1

Now just pass whichever is the first GPU:

ubuntu@canonical-lxd:~$ lxc config device add c1 gpu gpu id=0
Device gpu added to c1
ubuntu@canonical-lxd:~$ lxc exec c1 -- nvidia-smi
Tue Mar 21 21:50:37 2017       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 375.39                 Driver Version: 375.39                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  GeForce GT 730      Off  | 0000:02:06.0     N/A |                  N/A |
| 30%   30C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID  Type  Process name                               Usage      |
|=============================================================================|
|    0                  Not Supported                                         |
+-----------------------------------------------------------------------------+
ubuntu@canonical-lxd:~$ lxc config device remove c1 gpu
Device gpu removed from c1

You can also specify the GPU by vendorid and productid:

ubuntu@canonical-lxd:~$ lspci -nnn | grep NVIDIA
02:06.0 VGA compatible controller [0300]: NVIDIA Corporation GK208 [GeForce GT 730] [10de:1287] (rev a1)
02:07.0 Audio device [0403]: NVIDIA Corporation GK208 HDMI/DP Audio Controller [10de:0e0f] (rev a1)
02:08.0 VGA compatible controller [0300]: NVIDIA Corporation GK208 [GeForce GT 730] [10de:1287] (rev a1)
02:09.0 Audio device [0403]: NVIDIA Corporation GK208 HDMI/DP Audio Controller [10de:0e0f] (rev a1)
ubuntu@canonical-lxd:~$ lxc config device add c1 gpu gpu vendorid=10de productid=1287
Device gpu added to c1
ubuntu@canonical-lxd:~$ lxc exec c1 -- nvidia-smi
Tue Mar 21 21:52:40 2017       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 375.39                 Driver Version: 375.39                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  GeForce GT 730      Off  | 0000:02:06.0     N/A |                  N/A |
| 30%   30C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
|   1  GeForce GT 730      Off  | 0000:02:08.0     N/A |                  N/A |
| 30%   27C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID  Type  Process name                               Usage      |
|=============================================================================|
|    0                  Not Supported                                         |
|    1                  Not Supported                                         |
+-----------------------------------------------------------------------------+
ubuntu@canonical-lxd:~$ lxc config device remove c1 gpu
Device gpu removed from c1

Which adds them both as they are exactly the same model in my setup.

But for such cases, you can also select using the card’s PCI ID with:

ubuntu@canonical-lxd:~$ lxc config device add c1 gpu gpu pci=0000:02:08.0
Device gpu added to c1
ubuntu@canonical-lxd:~$ lxc exec c1 -- nvidia-smi
Tue Mar 21 21:56:52 2017       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 375.39                 Driver Version: 375.39                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  GeForce GT 730      Off  | 0000:02:08.0     N/A |                  N/A |
| 30%   27C    P0    N/A /  N/A |      0MiB /  2001MiB |     N/A      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID  Type  Process name                               Usage      |
|=============================================================================|
|    0                  Not Supported                                         |
+-----------------------------------------------------------------------------+
ubuntu@canonical-lxd:~$ lxc config device remove c1 gpu 
Device gpu removed from c1

And lastly, lets confirm that we get the same result as on the host when running a CUDA workload:

ubuntu@canonical-lxd:~$ lxc config device add c1 gpu gpu
Device gpu added to c1
ubuntu@canonical-lxd:~$ lxc exec c1 -- /usr/local/cuda-8.0/extras/demo_suite/bandwidthTest
[CUDA Bandwidth Test] - Starting...
Running on...

 Device 0: GeForce GT 730
 Quick Mode

 Host to Device Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			3065.4

 Device to Host Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			3305.8

 Device to Device Bandwidth, 1 Device(s)
 PINNED Memory Transfers
   Transfer Size (Bytes)	Bandwidth(MB/s)
   33554432			30825.7

Result = PASS

NOTE: The CUDA Samples are not meant for performance measurements. Results may vary when GPU Boost is enabled.

Conclusion

LXD makes it very easy to share one or multiple GPUs with your containers.
You can either dedicate specific GPUs to specific containers or just share them.

There is no of the overhead involved with usual PCI based passthrough and only a single instance of the driver is running with the containers acting just like normal host user processes would.

This does however require that your containers run a version of the CUDA tools which supports whatever version of the NVidia drivers is installed on the host.

Extra information

The main LXD website is at: https://linuxcontainers.org/lxd
Development happens on Github at: https://github.com/lxc/lxd
Mailing-list support happens on: https://lists.linuxcontainers.org
IRC support happens in: #lxcontainers on irc.freenode.net
Try LXD online: https://linuxcontainers.org/lxd/try-it

Posted in Canonical voices, LXD, Planet Ubuntu | Tagged | 6 Comments

Run your own LXD demo server

LXD logo

The LXD demo server

The LXD demo server is the service behind https://linuxcontainers.org/lxd/try-it.
We use it to showcase LXD by leading visitors through an interactive tour of LXD’s features.

Rather than use some javascript simulation of LXD and its client tool, we give our visitors a real root shell using a LXD container with nesting enabled. This environment is using all of LXD’s resource limits as well as a very strict firewall to prevent abuses and offer everyone a great experience.

This is done using lxd-demo-server which can be found at: https://github.com/lxc/lxd-demo-server
The lxd-demo-server is a daemon that offers a public REST API for use from a web browser.
It supports:

  • Creating containers from an existing container or from a LXD image
  • Choose what command to execute in the containers on connection
  • Lets you choose specific profiles to apply to the containers
  • An API to record user feedback
  • An API to fetch usage statistics for reporting
  • A number of resource restrictions:
    • CPU
    • Disk quota (if using btrfs or zfs as the LXD storage backend)
    • Processes
    • Memory
    • Number of sessions per IP
    • Time limit for the session
    • Total number of concurrent sessions
  • Requiring the user to read and agree to terms of service
  • Recording all sessions in a sqlite3 database
  • A maintenance mode

All of it is configured through a simple yaml configuration file.

Setting up your own

The LXD demo server is now available as a snap package and interacts with the snap version of LXD. To install it on your own system, all you need to do is:

Make sure you don’t have the deb version of LXD installed

ubuntu@djanet:~$ sudo apt remove --purge lxd lxd-client
Reading package lists... Done
Building dependency tree 
Reading state information... Done
The following packages will be REMOVED:
 lxd* lxd-client*
0 upgraded, 0 newly installed, 2 to remove and 0 not upgraded.
After this operation, 25.3 MB disk space will be freed.
Do you want to continue? [Y/n] 
(Reading database ... 59776 files and directories currently installed.)
Removing lxd (2.0.9-0ubuntu1~16.04.2) ...
Warning: Stopping lxd.service, but it can still be activated by:
 lxd.socket
Purging configuration files for lxd (2.0.9-0ubuntu1~16.04.2) ...
Removing lxd-client (2.0.9-0ubuntu1~16.04.2) ...
Processing triggers for man-db (2.7.5-1) ...

Install the LXD snap

ubuntu@djanet:~$ sudo snap install lxd
lxd 2.8 from 'canonical' installed

Then configure LXD

ubuntu@djanet:~$ sudo lxd init
Name of the storage backend to use (dir or zfs) [default=zfs]: 
Create a new ZFS pool (yes/no) [default=yes]? 
Name of the new ZFS pool [default=lxd]: 
Would you like to use an existing block device (yes/no) [default=no]? 
Size in GB of the new loop device (1GB minimum) [default=43]: 
Would you like LXD to be available over the network (yes/no) [default=no]? 
Would you like stale cached images to be updated automatically (yes/no) [default=yes]? 
Would you like to create a new network bridge (yes/no) [default=yes]? 
What should the new bridge be called [default=lxdbr0]? 
What IPv4 address should be used (CIDR subnet notation, “auto” or “none”) [default=auto]? 
What IPv6 address should be used (CIDR subnet notation, “auto” or “none”) [default=auto]? 
LXD has been successfully configured.

And finally install lxd-demo-server itself

ubuntu@djanet:~$ sudo snap install lxd-demo-server
lxd-demo-server git from 'stgraber' installed
ubuntu@djanet:~$ sudo snap connect lxd-demo-server:lxd lxd:lxd

At that point, you can hit http://127.0.0.1:8080 and will be greeted with this:

To change the configuration, use:

ubuntu@djanet:~$ sudo lxd-demo-server.configure

And that’s it, you have your own instance of the demo server.

Security

As mentioned at the beginning, the demo server comes with a number of options to prevent users from using all the available resources themselves and bringing the whole thing down.

Those should be tweaked for your particular needs and should also update the total number of concurrent sessions so that you don’t end up over-committing on resources.

On the network side of things, the demo server itself doesn’t do any kind of firewalling or similar network restrictions. If you plan on offering sessions to anyone online, you should make sure that the network which LXD is using is severely restricted and that the host this is running on is also placed in a very restricted part of your network.

Containers handed to strangers should never be using “security.privileged” as that’d be a straight route to getting root privileges on the host. You should also stay away from bind-mounting any part of the host’s filesystem into those containers.

I would also very strongly recommend setting up very frequent security updates on your host and kernel live patching or at least automatic reboot when a new kernel is installed. This should avoid a new kernel security issue from being immediately exploited in your environment.

Conclusion

The LXD demo server was initially written as a quick hack to expose a LXD instance to the Internet so we could let people try LXD online and also offer the upstream team a reliable environment we could have people attempt to reproduce their bugs into.

It’s since grown a bit with new features contributed by users and with improvements we’ve made to the original experience on our website.

We’ve now served over 36000 sessions to over 26000 unique visitors. This has been a great tool for people to try and experience LXD and I hope it will be similarly useful to other projects.

Extra information

The main LXD website is at: https://linuxcontainers.org/lxd
Development happens on Github at: https://github.com/lxc/lxd
Mailing-list support happens on: https://lists.linuxcontainers.org
IRC support happens in: #lxcontainers on irc.freenode.net
Try LXD online: https://linuxcontainers.org/lxd/try-it

Posted in Canonical voices, LXD, Planet Ubuntu | Tagged | 1 Comment