Mathematical expressions

When using nodes that filter or generate data, you might encounter a parameter type called “Expression”. This parameter allows to to write simple to complex functions that can test for one or multiple conditions or act as input for a generator node. The basic concept of this expression language is to mix string, boolean, and numeric operations into one simple but powerful language. It allows you for example to first calculate a numeric metric and use it for filtering objects within one line.

There are always four components you will interact with:

  1. Literals like numbers (0.5), strings ("hello world"), and boolean values (TRUE, FALSE)
  2. Variables that are supplied from the node itself like x, y, or Area
  3. Functions that process literals or variables like MIN(x, 5), STRING_EQUALS("abc", "abc"). Parameters are separated by commas.
  4. Operators that do something with the literals, variables, or function results, like subtraction, concatentation, or conditions
  5. New in 1.74.0: The $ operator has a second function: escaping expressions into strings.

The expression language is interpreted as one line and you cannot write own variables. The result of the one expression is supplied to the node for processing.

The user interface of the expression parameter allows you to type the expression via a text field. You can also create new lines if you have longer expressions. They will be all merged automatically. If you are unfamiliar with the expression language, you can click the button to open a tool that lists all available functions and operators. This tool will help you to build expressions and check the syntax.

Expression builder

To get familiar with expression, use JIPipe’s integrated calculator tool (Tools > Development > Calculator). You can play around with any expression you like without breaking something.


Variables are set externally by the node and can contain various useful values. For example, filter nodes will put numbers into the variables. Image generator nodes might put the pixel coordinates into them.

Example Here the node supplies the variables x and y and expects a number back. You can input a formula that will be automatically applied to ally x and y values:

(x + y) + x/y + 1

The expression builder shows a list of all variables. This list might be incomplete if variables are generated during the runtime (e.g., extracted from a table).


You can also set variables to re-use them in more complicated calculations by introducing multiple statements:

SET_VARIABLE("x", 5); PRINT("x=", x); SET_VARIABLE("y", x + 5); PRINT("y=", y); y + 15

The code above will run the operations from left to right and print into your console:


The return value will always be the right-most operation (here 15)

Statements are technically operators and therefore are affected by brackets. We recommend to not put statement operators into brackets and only use them to make multiple lines of code.

As you can use new-lines in expression editors, we recommend to put each statement into a new line:

SET_VARIABLE("x", 5); 
PRINT("x=", x); 
SET_VARIABLE("y", x + 5); 
PRINT("y=", y); y + 15

You can end the code with semi-colons, e.g. PRINT(5);;;;;. These will be ignored.


The pair operator and SET_VARIABLES were introduced in JIPipe 1.74.0

Escaping expressions

Expression escaping requires JIPipe 1.74.0 or newer

There are various functions that require the input of a “sub-expression” that for example is executed for each item:

MAKE_SEQUENCE_EXPR("item + 1", ARRAY(1,2,3))

The item is a variable that is set for each array item. The result that is generated is an array [2,3,4].

It can be complicated to provide more advanced expressions as string parameter. This is the reason behind the escape expression operator ${ }. All parts within the braces are not evaluated and instead converted into an appropriate string.

Example usage:

MAKE_SEQUENCE_EXPR(${item + 1}, ARRAY(1,2,3))


The expressions understand a wide range of common operators for numeric, string, and boolean data:

Example You can combine various operators to do complex filtering. Here the node supplies variables Area and MaxWidth:

(Area > 1000) AND ((MaxWidth^2 / Area > 0.5))


The expression language comes with a large library of predefined functions that you can use for more complex tasks:

Example To find files, it can be useful to utilize a Glob-filter that can reliably test for the file extension. Here name is the file name and supplied by the node.

STRING_MATCHES_GLOB(name, "*.tif") AND ("data" IN name)

User functions

This type of user-created function was introduced in JIPipe 1.74.0

You can create custom functions to be utilized within the current expression via the FUNCTION(name, expression) function. The function then can be executed via RUN_FUNCTION(name, parameter 1, parameter 2, ...). The parameters must correspond to the expected variable names inside the function and must be provided via PAIR(name, value), ARRAY(name, value), or name: value (pair operator).


FUNCTION("ADD_ONE", ${ x + 1 });

The output will be 2

Example 2

FUNCTION("ADD", ${x + y});
RUN_FUNCTION("ADD", "x": 1, "y": 2)

The output will be 3

Data types

The expression language supports five basic data types: Numbers, strings, arrays, and maps


Numbers are any kind of number (integer or floating point). Number literals are read as floating point numbers (double).

Example: 1, 0.5


Strings are character sequences (texts). They are defined by putting double quotes around a text. If you want to have a double quote inside your string, escape it via \. If you want a \ in your text, escape it with another \.

Example: "hello world", "this text has a \" quote and \\ backslash"


Arrays are collections of values. They are defined via the ARRAY(...) function. Individual items are access via the @ operator and a numeric index starting from zero.

Example: ARRAY(1,2,3,4) @ 2 will return 3.

Example: ARRAY(1,2,3,4) @ ARRAY(0,1) will return an array with 1 and 2

A special case are arrays with two entries (pairs) that can be also created via PAIR(a, b) or the colon operator a: b.


Maps are collections of values where each value is given a unique name. They are defined via the MAP(...) function that should be provided with 2-item arrays (there is a PAIR(key, value) function for this). You can get an array of all keys via the KEYS() function and can access elements via the @ operator.

Example: MAP(PAIR("a", 1), PAIR("b", 2), PAIR("c", 3)) @ "b" returns 2

Example: KEYS(MAP(PAIR("a", 1), PAIR("b", 2), PAIR("c", 3))) returns an array with a, b, and c

Example: VALUES(MAP(PAIR("a", 1), PAIR("b", 2), PAIR("c", 3))) returns an array with 1, 2, and 3


There are many operators with alternative ways to write them available. There are two kinds of operators:

  1. Symbolic operators are using symbols like $, & or *
  2. Textual operators are written words like AND or CONTAINS

The difference between the operators is that symbolic operators can be written without spaces. For example you can write 5+5 or !x. Textual operators require spaces to be separated. For example you cannot write NOTx. You have to write NOT x.

Operator Description Usage
Statement Returns the last value of the statement chain. SET_VARIABLE("x", 5); PRINT(x)
Pair Array with the two operands. "x": 10
Logical AND Returns TRUE if both operands are TRUE x AND y or x & y
Logical OR Returns TRUE if one of the operands is TRUE x OR y or `x
Logical XOR Returns TRUE if exactly one operand is TRUE x XOR y
Logical NOT Returns TRUE if input is FALSE and vice versa NOT x or ! x
Numeric division Divides the left by the right operand x / y
Numeric exponent Calculates left to the power of the right operand x ^ y
Numeric subtraction / Array removal Subtracts right from left (Numbers). If the operands are arrays, the right items are removed from the left array x - y
Numeric multiplication Multiplies the two operands x * y
Numeric addition / String concatenation / Array concatentation Adds two numbers. Concatenates if the operands are strings. Merges two arrays x + y
Numeric greater than Returns TRUE if the left operand is greater than the right one x > y
Numeric greater or equal Returns TRUE if the left operand is greater or equal to the right x >= y
Numeric less than Returns TRUE if the left operand is less than the right one x < y
Numeric less or equal Returns TRUE if the left operand is less or equal to the right one x <= y
Numeric / String / Boolean equality Returns TRUE if the operands are equal x == y or x EQUALS y
Numeric / String / Boolean inequality Returns TRUE if the operands are unequal x != y or x UNEQUAL y
Numeric negation This is technically an operator -x
Numeric modulo Calculates the modulo x % y
Contains Returns TRUE if the one string is contained in the other one (both operands are strings), or if an array contains an item, or a map contains a values x IN y or y CONTAINS x
Variable exists Returns TRUE if the a variable with the name exists x EXISTS
Resolve variable Returns the value of the variable with name. Useful for variables that have spaces in their names or special characters. $ x (Alternative function: GET_VARIABLE(x))
Escape expression Prevents the evaluation of all text within the braces and returns the content as string. ${ x + y * SIN(10) }
Get item in array/map Returns the array item(s) or string characters of the left operands. The right-hand side can be a number (the index starting from 0) or an array of indices. If the left operand is a map, the indices are whatever the map uses as index x @ y or x AT y


The operators are ordered according to a precedence table. You might need to use brackets (()) to force the order you expect:

The higher the number is the more the operator is preferred.

-99999 -1000 1 2 3 4 5 6 7 8 9 10
Statement (;) Pair (:) OR AND NOT
Subtraction (x - y) Divide (x / y) Power (x^y) Negate (-x)
Modulo (x % y)
Multiply (x * y)
Greater than or equal (x >= y)
Greater than (x > y)
Less than or equal (x <= y)
Less than (x < y)
Equal (x == y)
Unequal (x != y)
String contains (x IN y)
Addition (x + y)
String contains (x CONTAINS y)
Variable exists (x EXISTS)
Array/Map access (x @ y) Variable resolve ($ x)

Compatible types

Not all operators are compatible to all types. See following table for the operator’s behavior:

Operator Number Boolean String Array Map
Statement (;) OK OK OK OK OK
Pair (:) OK OK OK OK OK
AND Error OK Error Error Error
NOT Error OK Error Error Error
OR Error OK Error Error Error
XOR Error OK Error Error Error
Divide (x / y) OK OK (TRUE=1, FALSE=0) Works (If can be converted to number) Error Error
Multiply (x * y) OK OK (TRUE=1, FALSE=0) Works (If can be converted to number) Error Error
Modulo (x % y) OK OK (TRUE=1, FALSE=0) Works (If can be converted to number) Error Error
Subtract (x - y) OK OK (TRUE=1, FALSE=0) Works (If can be converted to number) OK (both operands are arrays) OK (left operand is map, right operand is array or map)
Addition (x + y) OK OK (TRUE=1, FALSE=0) OK (Conversion to strings, string concatenation) OK (both operands are arrays) OK (both operands are maps)
Equality (x == y) OK OK OK (If types differ, conversion to strings) OK OK
Inequality (x != y) OK OK OK OK OK
Contains (x IN y / x CONTAINS y) Error Error OK OK OK
Less than (x < y) OK OK (TRUE=1, FALSE=0) Error Error Error
Less than or equal (x <= y) OK OK (TRUE=1, FALSE=0) Error Error Error
Greater than (x > y) OK OK (TRUE=1, FALSE=0) Error Error Error
Greater than or equal (x >= y) OK OK (TRUE=1, FALSE=0) Error Error Error
Variable exists (x EXISTS) Works (Converted to string) Works (Converted to string) OK Error Error
Variable resolve ($ x) Works (Converted to string) Works (Converted to string) OK Error Error
Get item in array or map (x @ y) Error Error Error OK OK

Note that statements are compatible to any type, as they are structural parameters.