Specifying Paths in Databricks
In Databricks, specifying paths depends on the type of code being executed and the file system being accessed. The default file system for most commands like %fs
, dbutils.fs
, and Spark SQL is DBFS (Databricks File System), while Python code defaults to the Local File System of the driver node.
To access DBFS from Python code, you need to use the /dbfs
prefix. For example, to list the contents of the DBFS root using Python, you would use:
import os print(os.listdir("/dbfs/"))
To access the Local File System from commands that default to DBFS, you use the file:/
prefix. For instance, to list the contents of the Local File System root using %fs
, you would use:
%fs ls file:/
When using dbutils.fs
to copy a file from the Local File System to DBFS, you would specify the source path with file:/
and the destination path with /dbfs
or dbfs:/
.
dbutils.fs.cp("file:/tmp/my_file.txt", "/FileStore/")
Frequently Asked Questions
- Q: How do I specify a path for a table in DLT?
A: When using DLT (Delta Live Tables), you typically configure the pipeline to write to a delta table rather than specifying a path directly. If you need to use a specific path, consider creating an external volume and using its path.
- Q: What is the difference between
dbfs:/
and/dbfs
?A: Both
dbfs:/
and/dbfs
denote DBFS, but/dbfs
is used in contexts where the default file system is the Local File System, whiledbfs:/
is more explicit and can be used where DBFS is the default. - Q: Can I use Markdown in Databricks notebooks?
A: Yes, you can use Markdown in Databricks notebooks for formatting text and creating sections.
- Q: How do I display HTML content in Databricks?
A: You can use the
displayHTML
function in Databricks notebooks to display HTML content. - Q: What is the default file system for Spark SQL in Databricks?
A: The default file system for Spark SQL in Databricks is DBFS.
- Q: Can I mix delimiters in Markdown lists?
A: For compatibility, it’s best not to mix delimiters (e.g., dashes, asterisks, plus signs) in the same list.
- Q: How do I create a heading in Markdown?
A: To create a heading in Markdown, use number signs (#) followed by a space and the heading text. The number of number signs corresponds to the heading level.
Bottom Line: Specifying paths in Databricks requires understanding the default file systems for different types of code and using appropriate prefixes to access non-default file systems. This ensures seamless interaction with both DBFS and the Local File System.