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UDFs User Defined Functions | ClickHouse Docs

UDFs User Defined Functions Executable User Defined Functions

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ClickHouse can call any external executable program or script to process data.

The configuration of executable user defined functions can be located in one or more xml-files. The path to the configuration is specified in the user_defined_executable_functions_config parameter.

A function configuration contains the following settings:

The command must read arguments from STDIN and must output the result to STDOUT. The command must process arguments iteratively. That is after processing a chunk of arguments it must wait for the next chunk.

Examples

Inline script

Creating test_function_sum manually specifying execute_direct to 0 using XML configuration. File test_function.xml (/etc/clickhouse-server/test_function.xml with default path settings).

Query:

Result:

Python script

Reads a value from STDIN and returns it as a string:

Creating test_function using XML configuration. File test_function.xml (/etc/clickhouse-server/test_function.xml with default path settings).

Script file inside user_scripts folder test_function.py (/var/lib/clickhouse/user_scripts/test_function.py with default path settings).

Query:

Result:

Read two values from STDIN and returns their sum as a JSON object:

Creating test_function_sum_json with named arguments and format JSONEachRow using XML configuration. File test_function.xml (/etc/clickhouse-server/test_function.xml with default path settings).

Script file inside user_scripts folder test_function_sum_json.py (/var/lib/clickhouse/user_scripts/test_function_sum_json.py with default path settings).

Query:

Result:

Use parameters in command setting:

Executable user defined functions can take constant parameters configured in command setting (works only for user defined functions with executable type). It also requires the execute_direct option (to ensure no shell argument expansion vulnerability). File test_function_parameter_python.xml (/etc/clickhouse-server/test_function_parameter_python.xml with default path settings).

Script file inside user_scripts folder test_function_parameter_python.py (/var/lib/clickhouse/user_scripts/test_function_parameter_python.py with default path settings).

Query:

Result:

Shell script

Shell script that multiplies each value by 2:

Executable user defined functions can be used with shell script. File test_function_shell.xml (/etc/clickhouse-server/test_function_shell.xml with default path settings).

Script file inside user_scripts folder test_shell.sh (/var/lib/clickhouse/user_scripts/test_shell.sh with default path settings).

Query:

Result:

Error Handling

Some functions might throw an exception if the data is invalid. In this case, the query is canceled and an error text is returned to the client. For distributed processing, when an exception occurs on one of the servers, the other servers also attempt to abort the query.

Evaluation of Argument Expressions

In almost all programming languages, one of the arguments might not be evaluated for certain operators. This is usually the operators &&, ||, and ?:. But in ClickHouse, arguments of functions (operators) are always evaluated. This is because entire parts of columns are evaluated at once, instead of calculating each row separately.

Performing Functions for Distributed Query Processing

For distributed query processing, as many stages of query processing as possible are performed on remote servers, and the rest of the stages (merging intermediate results and everything after that) are performed on the requestor server.

This means that functions can be performed on different servers. For example, in the query SELECT f(sum(g(x))) FROM distributed_table GROUP BY h(y),

The result of a function usually does not depend on which server it is performed on. However, sometimes this is important. For example, functions that work with dictionaries use the dictionary that exists on the server they are running on. Another example is the hostName function, which returns the name of the server it is running on in order to make GROUP BY by servers in a SELECT query.

If a function in a query is performed on the requestor server, but you need to perform it on remote servers, you can wrap it in an 'any' aggregate function or add it to a key in GROUP BY.

SQL User Defined Functions

Custom functions from lambda expressions can be created using the CREATE FUNCTION statement. To delete these functions use the DROP FUNCTION statement.

User-defined functions in ClickHouse Cloud

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