Best practices on Lustre parallel file systems

From ScientificComputing
Revision as of 10:08, 12 February 2019 by Sfux (talk | contribs) (Best practices)

Jump to: navigation, search

Introduction

Lustre is a type of parallel distributed file system, generally used for large-scale cluster computing. Files are distributed across multiple servers, and then striped across multiple disks.

A Lustre file system has three major functional units:

  • Metadata servers (MDS) that stores namespace metadata, such as filenames, directories, access permissions, and file layout.
  • Object storage server (OSS) nodes that store file data on one or more object storage target (OST) devices.
  • Client(s) that access and use the data.

When a client accesses a file, it performs a filename lookup on the MDS. When the MDS filename lookup is complete and the user and client have permission to access and/or create the file, then the layout of an existing file is returned a new file is created.

For read or write operations, the client then interprets the file layout, which maps the file logical offset and size to one or more objects, each residing on a separate OST. The client then locks the file range being operated on and executes one or more parallel read or write operations directly to the OSS nodes.

After the initial lookup of the file layout, the MDS is not normally involved in file IO operations since all block allocation and data IO is managed internally by the OST. Clients do not directly modify the objects or data on the OST filesystems, but instead delegate this task to OSS nodes.

Best practices

The Lustre file system is shared among many users. It is optimized for parallel I/O and large files. Please note that

  • working with a large number of small files
  • running thousands of unnecessary I/O operations per second (running Open/Close in a loop)
  • accessing the same file with hundreds of processes

will not only slow down your jobs. It can overload the entire file system affecting all users. Therefore please carefully read our best practices guide before using /cluster/work or /cluster/scratch.

Limit repetitive Open/Close operations

If you need to write a lot of values into a file as part of a loop, then there are multiple ways of achieving this task. Please make sure that you never put the open and close statements inside the loop as shown in this Python example:

for i in range(1000):
    f=open('test2.txt', 'a')
    f.write(some_data)
    f.close()

This will cause that the same file is opened and closed 1000 times, which causes a total of 2000 I/O operations and 1998 of them are unnecessary. It is sufficient to open the file once, then write all values to it and close it at the end, resulting in only 2 I/O operations

f=open('test1.txt', 'w')
for i in range(1000):
    f.write(some_data)
f.close()

Limit repetitive "stat" operations

If you are running a code that needs at some point to check if a file exists, it is sufficient to check for this every few seconds

Directory listings: ls vs. ls -l

If you run the ls command for listing a file or a directory, then it will query the MDS for this information. But when running the command with the -l option, it will also need to access the OSS to look up the file size, which creates additional load on the storage system.

  • Use ls if you would like to list files and directories
  • Only use ls -l if you also need to know about the file size

Don't store a large number of files in a single directory

Avoid Accessing Small Files on Lustre Filesystems

Use a Stripe Count of 1 for Directories with Many Small Files

Avoid Accessing Executables on Lustre Filesystems

Increase the Stripe Count for Parallel Access to the Same File

Restripe Large Files

Limit the Number of Processes Performing Parallel I/O

Avoid Having Multiple Processes Open the Same File(s) at the Same Time

Troubleshooting

Working with stripes (advanced users)

Lustre will always try to distribute your data across all OSTs. The striping parameters can be tuned per file or directory.

How to display the current striping settings

The default stripe setting of a file or directory can be shown with the command lfs getstripe:

[sfux@eu-login-24-ng ~]$ lfs getstripe $SCRATCH/__USAGE_RULES__ 
/cluster/scratch/sfux/__USAGE_RULES__
lmm_stripe_count:   1
lmm_stripe_size:    1048576
lmm_pattern:        1
lmm_layout_gen:     0
lmm_stripe_offset:  3
        obdidx           objid           objid           group
             3          619261        0x972fd                0 

[sfux@eu-login-24-ng ~]$

For directories, use the -d option

[sfux@eu-login-24-ng ~]$ lfs getstripe -d $SCRATCH
stripe_count:   1 stripe_size:    1048576 stripe_offset:  -1
[sfux@eu-login-24-ng ~]$ 
  • stripe_count = -1 : Use the filesystem default stripe count (= spread data to all OSTs)
  • stripe_size = 1048576 : Use 1 MiB stripe/chunk size
  • stripe_offset = -1: Let Lustre choose the next OST (you shouldn't change this)

How to change stripe settings

The stripe setting of a directory can be changed with the command lfs setstripe.

Note!

  • You can not change the striping of existing files
  • You can always change the striping parameters of an existing directory
  • It is possible to create files with non-default striping parameters with the lfs command
  • A subdirectory inherits all stripe parameters from its parent directory (if not changed via lfs setstripe)