lsof typically reports entries from the Linux /proc/<PID>/maps file with mem in the TYPE column. However, when lsof cannot stat(2) specify the path in the maps process file, and the maps file entry contains (deleted) , indicating that the file was deleted after it was opened, lsof tells the file to enter DEL .
Yes, these files are simply deleted after they are read by the process. If you have updated or replaced these files, you probably want to restart the service / process.
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