Overview
Questions
Objectives
Computing with a remote computer offers very limited use if we cannot get files to or from the cluster. There are several options for transferring data between computing resources, from command line options to GUI programs, which we will cover here.
One of the most straightforward ways to download files is to use either curl
or wget
, one of these is usually installed in most Linux shells, on Mac OS
terminal and in GitBash. Any file that can be downloaded in your web browser
through a direct link can be downloaded using curl -O
or wget
. This is a
quick way to download datasets or source code.
The syntax for these commands is: curl -O https://some/link/to/a/file
and wget https://some/link/to/a/file
. Try it out by downloading
some material we’ll use later on, from a terminal on your local machine.
[user@laptop ~]$ curl -O https://github.com/change-hi/change-hi.github.io/raw/main/morea/data-movement/hpc-intro-data.tar.gz
or
[user@laptop ~]$ wget https://github.com/change-hi/change-hi.github.io/raw/main/morea/data-movement/hpc-intro-data.tar.gz
tar.gz
?
This is an archive file format, just like
.zip
, commonly used and supported by default on Linux, which is the operating system the majority of HPC cluster machines run. You may also see the extension.tgz
, which is exactly the same. We’ll talk more about “tarballs,” since “tar-dot-g-z” is a mouthful, later on.
scp
To copy a single file to or from the cluster, we can use scp
(“secure copy”).
The syntax can be a little complex for new users, but we’ll break it down.
To upload to another computer:
[user@laptop ~]$ scp path/to/local/file.txt yourUsername@hpc-dtn1.its.hawaii.edu:/path/on/yourUsername
To download from another computer:
[user@laptop ~]$ scp yourUsername@hpc-dtn1.its.hawaii.edu:/path/on/yourUsername/file.txt path/to/local/
Note that everything after the :
is relative to our home directory on the
remote computer. We can leave it at that if we don’t care where the file goes.
[user@laptop ~]$ scp local-file.txt yourUsername@hpc-dtn1.its.hawaii.edu:
Exercise: Upload a File
Copy the file you just downloaded from the Internet to your home directory on yourUsername
[user@laptop ~]$ scp hpc-intro-data.tar.gz yourUsername@hpc-dtn1.its.hawaii.edu:~/
Why Not Download on yourUsername Directly?
Some computer clusters are behind firewalls set to only allow transfers
initiated from the outside. This means that the curl
command will fail,
as an address outside the firewall is unreachable from the inside. To get
around this, run the curl
or wget
command from your local machine to
download the file, then use the scp
command (just below here) to upload
it to the cluster.
curl -O
from hpc-dtn1.its.hawaii.edu
or
wget
from hpc-dtn1.its.hawaii.edu
Exercise: File Download
Try downloading the file directly. Note that it may well fail, and that’s OK!
[user@laptop ~]$ ssh yourUsername@hpc-dtn1.its.hawaii.edu
[yourUsername@hpc-dtn01 ~]$ curl -O https://github.com/change-hi/change-hi.github.io/raw/main/morea/data-movement/hpc-intro-data.tar.gz
or
[yourUsername@hpc-dtn01 ~]$ wget https://github.com/change-hi/change-hi.github.io/raw/main/morea/data-movement/hpc-intro-data.tar.gz
Did it work? If not, what does the terminal output tell you about what happened?
To copy a whole directory, we add the -r
flag, for “recursive”: copy the
item specified, and every item below it, and every item below those… until it
reaches the bottom of the directory tree rooted at the folder name you
provided.
[user@laptop ~]$ scp -r some-local-folder yourUsername@hpc-dtn1.its.hawaii.edu:target-directory/
Caution
For a large directory — either in size or number of files — copying with -r
can take a long time to complete.
/
?When using scp
, you may have noticed that a :
always follows the remote
computer name; sometimes a /
follows that, and sometimes not, and sometimes
there’s a final /
. On Linux computers, /
is the root directory, the
location where the entire filesystem (and others attached to it) is anchored. A
path starting with a /
is called absolute, since there can be nothing above
the root /
. A path that does not start with /
is called relative, since
it is not anchored to the root.
If you want to upload a file to a location inside your home directory —
which is often the case — then you don’t need a leading /
. After the
:
, start writing the sequence of folders that lead to the final storage
location for the file or, as mentioned above, provide nothing if your home
directory is the destination.
A trailing slash on the target directory is optional, and has no effect for
scp -r
, but is important in other commands, like rsync
.
rsync
As you gain experience with transferring files, you may find the scp
command limiting. The rsync utility provides
advanced features for file transfer and is typically faster compared to both
scp
and sftp
(see below). It is especially useful for transferring large
and/or many files and creating synced backup folders.
The syntax is similar to scp
. To transfer to another computer with
commonly used options:
[user@laptop ~]$ rsync -avzP path/to/local/file.txt yourUsername@hpc-dtn1.its.hawaii.edu:directory/path/on/yourUsername/
The a
(archive) option preserves file timestamps and permissions among
other things; the v
(verbose) option gives verbose output to help monitor
the transfer; the z
(compression) option compresses the file during transit
to reduce size and transfer time; and the P
(partial/progress) option
preserves partially transferred files in case of an interruption and also
displays the progress of the transfer.
To recursively copy a directory, we can use the same options:
[user@laptop ~]$ rsync -avzP path/to/local/dir yourUsername@hpc-dtn1.its.hawaii.edu:directory/path/on/yourUsername/
As written, this will place the local directory and its contents under the specified directory on the remote system. If the trailing slash is omitted on the destination, a new directory corresponding to the transferred directory (‘dir’ in the example) will not be created, and the contents of the source directory will be copied directly into the destination directory.
The a
(archive) option implies recursion.
To download a file, we simply change the source and destination:
[user@laptop ~]$ rsync -avzP yourUsername@hpc-dtn1.its.hawaii.edu:path/on/yourUsername/file.txt path/to/local/
All file transfers using the above methods use SSH to encrypt data sent
through the network. So, if you can connect via SSH, you will be able to
transfer files. By default, SSH uses network port 22. If a custom SSH port is
in use, you will have to specify it using the appropriate flag, often -p
,
-P
, or --port
. Check --help
or the man
page if you’re unsure.
Exercise: Rsync Port
Say we have to connect rsync
through port 768 instead of 22. How would we
modify this command?
[user@laptop ~]$ rsync test.txt yourUsername@hpc-dtn1.its.hawaii.edu:
[user@laptop ~]$ rsync --help | grep port
--port=PORT specify double-colon alternate port number
See http://rsync.samba.org/ for updates, bug reports, and answers
[user@laptop ~]$ rsync --port=768 test.txt yourUsername@hpc-dtn1.its.hawaii.edu:
FileZilla is a cross-platform client for downloading and uploading files to and
from a remote computer. It is absolutely fool-proof and always works quite
well. It uses the sftp
protocol. You can read more about using the sftp
protocol in the command line …
Download and install the FileZilla client from https://filezilla-project.org. After installing and opening the program, you should end up with a window with a file browser of your local system on the left hand side of the screen. When you connect to the cluster, your cluster files will appear on the right hand side.
To connect to the cluster, we’ll just need to enter our credentials at the top of the screen:
sftp://
Hit “Quickconnect” to connect. You should see your remote files appear on the right hand side of the screen. You can drag-and-drop files between the left (local) and right (remote) sides of the screen to transfer files.
Finally, if you need to move large files (typically larger than a gigabyte)
from one remote computer to another remote computer, SSH in to the computer
hosting the files and use scp
or rsync
to transfer over to the other. This
will be more efficient than using FileZilla (or related applications) that
would copy from the source to your local machine, then to the destination
machine.
One of the biggest challenges we often face when transferring data between remote HPC systems is that of large numbers of files. There is an overhead to transferring each individual file and when we are transferring large numbers of files these overheads combine to slow down our transfers to a large degree.
The solution to this problem is to archive multiple files into smaller numbers of larger files before we transfer the data to improve our transfer efficiency. Sometimes we will combine archiving with compression to reduce the amount of data we have to transfer and so speed up the transfer.
The most common archiving command you will use on a (Linux) HPC cluster is
tar
. tar
can be used to combine files into a single archive file and,
optionally, compress it.
Let’s start with the file we downloaded from the lesson site,
hpc-intro-data.tar.gz
. The “gz” part stands for gzip, which is a
compression library. Reading this file name, it appears somebody took a folder
named “hpc-intro-data,” wrapped up all its contents in a single file with
tar
, then compressed that archive with gzip
to save space. Let’s check
using tar
with the -t
flag, which prints the “table of contents”
without unpacking the file, specified by -f <filename>
, on the remote
computer. Note that you can concatenate the two flags, instead of writing
-t -f
separately.
ssh @
tar -tf hpc-intro-data.tar.gz
hpc-intro-data/
hpc-intro-data/north-pacific-gyre/
hpc-intro-data/north-pacific-gyre/NENE01971Z.txt
hpc-intro-data/north-pacific-gyre/goostats
hpc-intro-data/north-pacific-gyre/goodiff
hpc-intro-data/north-pacific-gyre/NENE02040B.txt
hpc-intro-data/north-pacific-gyre/NENE01978B.txt
hpc-intro-data/north-pacific-gyre/NENE02043B.txt
hpc-intro-data/north-pacific-gyre/NENE02018B.txt
hpc-intro-data/north-pacific-gyre/NENE01843A.txt
hpc-intro-data/north-pacific-gyre/NENE01978A.txt
hpc-intro-data/north-pacific-gyre/NENE01751B.txt
hpc-intro-data/north-pacific-gyre/NENE01736A.txt
hpc-intro-data/north-pacific-gyre/NENE01812A.txt
hpc-intro-data/north-pacific-gyre/NENE02043A.txt
hpc-intro-data/north-pacific-gyre/NENE01729B.txt
hpc-intro-data/north-pacific-gyre/NENE02040A.txt
hpc-intro-data/north-pacific-gyre/NENE01843B.txt
hpc-intro-data/north-pacific-gyre/NENE01751A.txt
hpc-intro-data/north-pacific-gyre/NENE01729A.txt
hpc-intro-data/north-pacific-gyre/NENE02040Z.txt
This shows a folder containing another folder, which contains a bunch of files.
Let’s see about that compression, using du
for “disk
usage”.
[yourUsername@hpc-dtn01 ~]$ du -sh hpc-intro-data.tar.gz
36K hpc-intro-data.tar.gz
If the filesystem block size is larger than 36 KB, you’ll see a larger number: files cannot be smaller than one block.
Now let’s unpack the archive. We’ll run tar
with a few common flags:
-x
to extract the archive-v
for verbose output-z
for gzip compression-f
for the file to be unpackedWhen it’s done, check the directory size with du
and compare.
Exercise: Extract the Archive
Using the four flags above, unpack the lesson data using tar
.
Then, check the size of the whole unpacked directory using du
.
Hint: tar
lets you concatenate flags.
[yourUsername@hpc-dtn01 ~]$ tar -xvzf hpc-lesson-data.tar.gz
Output
hpc-intro-data/
hpc-intro-data/north-pacific-gyre/
hpc-intro-data/north-pacific-gyre/NENE01971Z.txt
hpc-intro-data/north-pacific-gyre/goostats
hpc-intro-data/north-pacific-gyre/goodiff
hpc-intro-data/north-pacific-gyre/NENE02040B.txt
hpc-intro-data/north-pacific-gyre/NENE01978B.txt
hpc-intro-data/north-pacific-gyre/NENE02043B.txt
hpc-intro-data/north-pacific-gyre/NENE02018B.txt
hpc-intro-data/north-pacific-gyre/NENE01843A.txt
hpc-intro-data/north-pacific-gyre/NENE01978A.txt
hpc-intro-data/north-pacific-gyre/NENE01751B.txt
hpc-intro-data/north-pacific-gyre/NENE01736A.txt
hpc-intro-data/north-pacific-gyre/NENE01812A.txt
hpc-intro-data/north-pacific-gyre/NENE02043A.txt
hpc-intro-data/north-pacific-gyre/NENE01729B.txt
hpc-intro-data/north-pacific-gyre/NENE02040A.txt
hpc-intro-data/north-pacific-gyre/NENE01843B.txt
hpc-intro-data/north-pacific-gyre/NENE01751A.txt
hpc-intro-data/north-pacific-gyre/NENE01729A.txt
hpc-intro-data/north-pacific-gyre/NENE02040Z.txt
Note that we did not type out -x -v -z -f
, thanks to the flag
concatenation, though the command works identically either way.
du -sh hpc-lesson-data
144K hpc-intro-data
Was the Data Compressed?
Text files compress nicely: the “tarball” is one-quarter the total size of the raw data!
If you want to reverse the process — compressing raw data instead of
extracting it — set a c
flag instead of x
, set the archive filename,
then provide a directory to compress:
[user@laptop ~]$ tar -cvzf compressed_data.tar.gz hpc-intro-data
When you transfer text files to from a Windows system to a Unix system (Mac, Linux, BSD, Solaris, etc.) this can cause problems. Windows encodes its files slightly different than Unix, and adds an extra character to every line.
On a Unix system, every line in a file ends with a \n
(newline). On
Windows, every line in a file ends with a \r\n
(carriage return + newline).
This causes problems sometimes.
Though most modern programming languages and software handles this correctly,
in some rare instances, you may run into an issue. The solution is to convert
a file from Windows to Unix encoding with the dos2unix
command.
You can identify if a file has Windows line endings with cat -A filename
. A
file with Windows line endings will have ^M$
at the end of every line. A
file with Unix line endings will have $
at the end of a line.
To convert the file, just run dos2unix filename
. (Conversely, to convert
back to Windows format, you can run unix2dos filename
.)
Key Points
wget
and curl -O
download a file from the internetscp
transfers files to and from your computer