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Docker and ZFS in practice

ZFS is a next generation filesystem that supports many advanced storage technologies such as volume management, snapshots, checksumming, compression and deduplication, replication and more.

It was created by Sun Microsystems (now Oracle Corporation) and is open sourced under the CDDL license. Due to licensing incompatibilities between the CDDL and GPL, ZFS cannot be shipped as part of the mainline Linux kernel. However, the ZFS On Linux (ZoL) project provides an out-of-tree kernel module and userspace tools which can be installed separately.

The ZFS on Linux (ZoL) port is healthy and maturing. However, at this point in time it is not recommended to use the zfs Docker storage driver for production use unless you have substantial experience with ZFS on Linux.

Note: There is also a FUSE implementation of ZFS on the Linux platform. This should work with Docker but is not recommended. The native ZFS driver (ZoL) is more tested, more performant, and is more widely used. The remainder of this document will relate to the native ZoL port.

Image layering and sharing with ZFS

The Docker zfs storage driver makes extensive use of three ZFS datasets:

  • filesystems
  • snapshots
  • clones

ZFS filesystems are thinly provisioned and have space allocated to them from a ZFS pool (zpool) via allocate on demand operations. Snapshots and clones are space-efficient point-in-time copies of ZFS filesystems. Snapshots are read-only. Clones are read-write. Clones can only be created from snapshots. This simple relationship is shown in the diagram below.

The solid line in the diagram shows the process flow for creating a clone. Step 1 creates a snapshot of the filesystem, and step two creates the clone from the snapshot. The dashed line shows the relationship between the clone and the filesystem, via the snapshot. All three ZFS datasets draw space form the same underlying zpool.

On Docker hosts using the zfs storage driver, the base layer of an image is a ZFS filesystem. Each child layer is a ZFS clone based on a ZFS snapshot of the layer below it. A container is a ZFS clone based on a ZFS Snapshot of the top layer of the image it’s created from. All ZFS datasets draw their space from a common zpool. The diagram below shows how this is put together with a running container based on a two-layer image.

The following process explains how images are layered and containers created. The process is based on the diagram above.

  1. The base layer of the image exists on the Docker host as a ZFS filesystem.

    This filesystem consumes space from the zpool used to create the Docker host’s local storage area at /var/lib/docker.

  2. Additional image layers are clones of the dataset hosting the image layer directly below it.

    In the diagram, “Layer 1” is added by making a ZFS snapshot of the base layer and then creating a clone from that snapshot. The clone is writable and consumes space on-demand from the zpool. The snapshot is read-only, maintaining the base layer as an immutable object.

  3. When the container is launched, a read-write layer is added above the image.

    In the diagram above, the container’s read-write layer is created by making a snapshot of the top layer of the image (Layer 1) and creating a clone from that snapshot.

    As changes are made to the container, space is allocated to it from the zpool via allocate-on-demand operations. By default, ZFS will allocate space in blocks of 128K.

This process of creating child layers and containers from read-only snapshots allows images to be maintained as immutable objects.

Container reads and writes with ZFS

Container reads with the zfs storage driver are very simple. A newly launched container is based on a ZFS clone. This clone initially shares all of its data with the dataset it was created from. This means that read operations with the zfs storage driver are fast – even if the data being read was not copied into the container yet. This sharing of data blocks is shown in the diagram below.

Writing new data to a container is accomplished via an allocate-on-demand operation. Every time a new area of the container needs writing to, a new block is allocated from the zpool. This means that containers consume additional space as new data is written to them. New space is allocated to the container (ZFS Clone) from the underlying zpool.

Updating existing data in a container is accomplished by allocating new blocks to the containers clone and storing the changed data in those new blocks. The original blocks are unchanged, allowing the underlying image dataset to remain immutable. This is the same as writing to a normal ZFS filesystem and is an implementation of copy-on-write semantics.

Configure Docker with the ZFS storage driver

The zfs storage driver is only supported on a Docker host where /var/lib/docker is mounted as a ZFS filesystem. This section shows you how to install and configure native ZFS on Linux (ZoL) on an Ubuntu 14.04 system.

Prerequisites

If you have already used the Docker daemon on your Docker host and have images you want to keep, push them Docker Hub or your private Docker Trusted Registry before attempting this procedure.

Stop the Docker daemon. Then, ensure that you have a spare block device at /dev/xvdb. The device identifier may be different in your environment and you should substitute your own values throughout the procedure.

Install Zfs on Ubuntu 16.04 LTS

  1. If it is running, stop the Docker daemon.

  2. Install the zfs package.

     $ sudo apt-get install -y zfs
    
     Reading package lists... Done
     Building dependency tree
     <output truncated>
    
  3. Verify that the zfs module is loaded correctly.

     $ lsmod | grep zfs
    
     zfs                  2813952  3
     zunicode              331776  1 zfs
     zcommon                57344  1 zfs
     znvpair                90112  2 zfs,zcommon
     spl                   102400  3 zfs,zcommon,znvpair
     zavl                   16384  1 zfs
    

Install Zfs on Ubuntu 14.04 LTS

  1. If it is running, stop the Docker daemon.

  2. Install the software-properties-common package.

    This is required for the add-apt-repository command.

     $ sudo apt-get install -y software-properties-common
    
     Reading package lists... Done
     Building dependency tree
     <output truncated>
    
  3. Add the zfs-native package archive.

     $ sudo add-apt-repository ppa:zfs-native/stable
    
      The native ZFS filesystem for Linux. Install the ubuntu-zfs package.
     <output truncated>
     gpg: key F6B0FC61: public key "Launchpad PPA for Native ZFS for Linux" imported
     gpg: Total number processed: 1
     gpg:               imported: 1  (RSA: 1)
     OK
    
  4. Get the latest package lists for all registered repositories and package archives.

     $ sudo apt-get update
    
     Ign http://us-west-2.ec2.archive.ubuntu.com trusty InRelease
     Get:1 http://us-west-2.ec2.archive.ubuntu.com trusty-updates InRelease [64.4 kB]
     <output truncated>
     Fetched 10.3 MB in 4s (2,370 kB/s)
     Reading package lists... Done
    
  5. Install the ubuntu-zfs package.

     $ sudo apt-get install -y ubuntu-zfs
    
     Reading package lists... Done
     Building dependency tree
     <output truncated>
    
  6. Load the zfs module.

     $ sudo modprobe zfs
    
  7. Verify that it loaded correctly.

     $ lsmod | grep zfs
    
     zfs                  2768247  0
     zunicode              331170  1 zfs
     zcommon                55411  1 zfs
     znvpair                89086  2 zfs,zcommon
     spl                    96378  3 zfs,zcommon,znvpair
     zavl                   15236  1 zfs
    

Configure ZFS for Docker

Once ZFS is installed and loaded, you’re ready to configure ZFS for Docker.

  1. Create a new zpool.

     $ sudo zpool create -f zpool-docker /dev/xvdb
    

    The command creates the zpool and gives it the name “zpool-docker”. The name is arbitrary.

  2. Check that the zpool exists.

     $ sudo zfs list
    
     NAME            USED  AVAIL    REFER  MOUNTPOINT
     zpool-docker    55K   3.84G    19K    /zpool-docker
    
  3. Create and mount a new ZFS filesystem to /var/lib/docker.

     $ sudo zfs create -o mountpoint=/var/lib/docker zpool-docker/docker
    
  4. Check that the previous step worked.

     $ sudo zfs list -t all
    
     NAME                 USED  AVAIL  REFER  MOUNTPOINT
     zpool-docker         93.5K  3.84G    19K  /zpool-docker
     zpool-docker/docker  19K    3.84G    19K  /var/lib/docker
    

    Now that you have a ZFS filesystem mounted to /var/lib/docker, the daemon should automatically load with the zfs storage driver.

  5. Start the Docker daemon.

     $ sudo service docker start
    
     docker start/running, process 2315
    

    The procedure for starting the Docker daemon may differ depending on the Linux distribution you are using. It is possible to force the Docker daemon to start with the zfs storage driver by passing the --storage-driver=zfsflag to the dockerd command, or to the DOCKER_OPTS line in the Docker config file.

  6. Verify that the daemon is using the zfs storage driver.

     $ sudo docker info
    
     Containers: 0
     Images: 0
     Storage Driver: zfs
      Zpool: zpool-docker
      Zpool Health: ONLINE
      Parent Dataset: zpool-docker/docker
      Space Used By Parent: 27648
      Space Available: 4128139776
      Parent Quota: no
      Compression: off
     Execution Driver: native-0.2
     [...]
    

    The output of the command above shows that the Docker daemon is using the zfs storage driver and that the parent dataset is the zpool-docker/docker filesystem created earlier.

Your Docker host is now using ZFS to store to manage its images and containers.

ZFS and Docker performance

There are several factors that influence the performance of Docker using the zfs storage driver.

  • Memory. Memory has a major impact on ZFS performance. This goes back to the fact that ZFS was originally designed for use on big Sun Solaris servers with large amounts of memory. Keep this in mind when sizing your Docker hosts.

  • ZFS Features. Using ZFS features, such as deduplication, can significantly increase the amount of memory ZFS uses. For memory consumption and performance reasons it is recommended to turn off ZFS deduplication. However, deduplication at other layers in the stack (such as SAN or NAS arrays) can still be used as these do not impact ZFS memory usage and performance. If using SAN, NAS or other hardware RAID technologies you should continue to follow existing best practices for using them with ZFS.

  • ZFS Caching. ZFS caches disk blocks in a memory structure called the adaptive replacement cache (ARC). The Single Copy ARC feature of ZFS allows a single cached copy of a block to be shared by multiple clones of a filesystem. This means that multiple running containers can share a single copy of cached block. This means that ZFS is a good option for PaaS and other high density use cases.

  • Fragmentation. Fragmentation is a natural byproduct of copy-on-write filesystems like ZFS. However, ZFS writes in 128K blocks and allocates slabs (multiple 128K blocks) to CoW operations in an attempt to reduce fragmentation. The ZFS intent log (ZIL) and the coalescing of writes (delayed writes) also help to reduce fragmentation.

  • Use the native ZFS driver for Linux. Although the Docker zfs storage driver supports the ZFS FUSE implementation, it is not recommended when high performance is required. The native ZFS on Linux driver tends to perform better than the FUSE implementation.

The following generic performance best practices also apply to ZFS.

  • Use of SSD. For best performance it is always a good idea to use fast storage media such as solid state devices (SSD). However, if you only have a limited amount of SSD storage available it is recommended to place the ZIL on SSD.

  • Use Data Volumes. Data volumes provide the best and most predictable performance. This is because they bypass the storage driver and do not incur any of the potential overheads introduced by thin provisioning and copy-on-write. For this reason, you should place heavy write workloads on data volumes.

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Licensed under the Apache License, Version 2.0.
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https://docs.docker.com/engine/userguide/storagedriver/zfs-driver/