Different issues can arise when running DVC on Microsoft Windows, mainly involving system performance. Some, for example, have to do with NTFS file system characteristics and Windows built-in security mechanisms. Below are some workarounds that can help avoid these potential problems:
The regular Command Prompt (cmd
) in Windows will most likely not help you use
DVC effectively, or follow the examples in our docs. Please avoid it. There's no
perfect solution, but here are some ideas:
\
line
continuation). But it has major
I/O performance issues
and is unable to access GPUs,
among other limitations.This is done automatically by the DVC's Windows
installer, but you may want to do it manually after any
other installation methods like (choco
, conda
, pip
).
Symlinks are one of the possible file link types that DVC can use for
optimization purposes. They are
available on Windows, but the
Create symbolic links
user privilege is needed. It's granted to the Administrators group by default,
so running dvc
in a terminal as an admin is a good option for occasional use.
For regular users, it can be granted using the Local Security Policy console.
Windows 10 includes the Windows Security antivirus. If user wants to avoid antivirus scans on specific folders or files to improve the performance, then whitelist them in Windows Security as per this guide. For example, we can whitelist DVC binary files on Windows to speed up the processes.
dvc pull
may fail in some cases when the folder path is longer than 260
characters. In the Windows API, the maximum allowed length for a path is 260
characters. If required, the user can explicitly enable long paths by following
this
guide.
Search Indexing can also slow down file I/O operations on Windows. Try fixing or disabling this feature if you don't need it.
With NTFS, users may want to disable 8dot3
as per
this article
to disable the short-file name generation. It is important to do so for better
performance when the user has over 300K files in a single directory.
The performance of NTFS degrades while handling large volumes of files in a directory, as explained in this issue.
less
By default, DVC tries to use Less
as pager for the output of dvc dag
. Windows doesn't have the less
command
available however. Fortunately, there is a easy way of installing it via
Chocolatey (please install the tool first):
$ choco install less
less
can be installed in other ways, just make sure it's available in the
command line environment where you run dvc
. (This usually means adding the
directory where less
is installed to the PATH
environment variable.)