Working with large datasets
Distinction between NFS mount Vs Local disk storage
NFS (Network File System) is a distributed file system protocol that offers the ability to share the directories of a server (located on server disk storage) with the client machines on a network. The advantages of a distributed file system are centralized administration, easy sharing of data between the clients and higher security.
The basic architecture of NFS is the following: there is a client-side file system and a server-side file system that are connected over the network. Whenever a user requests the data on a client machine, the request is redirected to the server over the network. After that, the server retrieves files from its local disk and sends it to the client.
The NFS server on cluster is Hopper. Home directories on all cluster machines are mounted via NFS from Hopper. That is why your user directory (which lives in home directory) is the same on Pollock, Lovelace, or any other cluster machine.
The disadvantage of NFS is that it operates over the network. Sending the data over the network is much, much slower than obtaining it directly from the disk. That is why we encourage you not to run data-intensive programs in your user directory.
Instead, you can copy your data files to the local disk of the machine that you are working on and make use of symlinks so that you can continue working in the same environment.
Example workflow
Suppose your data files are in a directory called data and you’re working on pollock.
First run the command: >> cp -r data /mounts/pollock (for other machines use the same pattern: /mounts/<host>)
Once you make sure that your files have been successfully copied, you can remove the original file with the command: >> rm -r data
Optional: You can access your files directly from /mounts/pollock, but I prefer to have a symlink, pointing to a file on local disk, in my user directory.
We will create a soft link (instead of hard link) that acts just like a shortcut – it’s an indirect pointer to a file or directory.
To create a soft link, use the command: >> ln -s /mounts/pollock/data data
Make sure that the symlink was created: >> ls -l Instead of having a regular name entry, the output should look similar to this: data -> /mounts/pollock/data
You can remove a symbolic link using either: >> unlink <name of symlink> or >> rm <name of symlink>
Note that, even if the symlink points to a directory, you should use rm command without the recursive option(-r). Warning: Running the command rm -r <name of symlink> will delete the actual directory, not the symlink!!!
