A grammar is a list of rules and terminals, that together define a language.
Terminals define the alphabet of the language, while rules define its structure.
In Lark, a terminal may be a string, a regular expression, or a concatenation of these and other terminals.
Each rule is a list of terminals and rules, whose location and nesting define the structure of the resulting parse-tree.
A parsing algorithm is an algorithm that takes a grammar definition and a sequence of symbols (members of the alphabet), and matches the entirety of the sequence by searching for a structure that is allowed by the grammar.
Grammars in Lark are based on EBNF syntax, with several enhancements.
EBNF is basically a short-hand for common BNF patterns.
Optionals are expanded:
a b? c -> (a c | a b c)
Repetition is extracted into a recursion:
a: b* -> a: _b_tag
_b_tag: (_b_tag b)?
And so on.
Lark grammars are composed of a list of definitions and directives, each on its own line. A definition is either a named rule, or a named terminal, with the following syntax, respectively:
rule: <EBNF EXPRESSION>
| etc.
TERM: <EBNF EXPRESSION> // Rules aren't allowed
Comments start with //
and last to the end of the line (C++ style)
Lark begins the parse with the rule ‘start’, unless specified otherwise in the options.
Names of rules are always in lowercase, while names of terminals are always in uppercase. This distinction has practical effects, for the shape of the generated parse-tree, and the automatic construction of the lexer (aka tokenizer, or scanner).
Terminals are used to match text into symbols. They can be defined as a combination of literals and other terminals.
Syntax:
<NAME> [. <priority>] : <literals-and-or-terminals>
Terminal names must be uppercase.
Literals can be one of:
"string"
/regular expression+/
"case-insensitive string"i
/re with flags/imulx
"a".."z"
, "1".."9"
, etc.Terminals also support grammar operators, such as |
, +
, *
and ?
.
Terminals are a linear construct, and therefore may not contain themselves (recursion isn’t allowed).
Templates are expanded when preprocessing the grammar.
Definition syntax:
my_template{param1, param2, ...}: <EBNF EXPRESSION>
Use syntax:
some_rule: my_template{arg1, arg2, ...}
Example:
_separated{x, sep}: x (sep x)* // Define a sequence of 'x sep x sep x ...'
num_list: "[" _separated{NUMBER, ","} "]" // Will match "[1, 2, 3]" etc.
Terminals can be assigned priority only when using a lexer (future versions may support Earley’s dynamic lexing).
Priority can be either positive or negative. If not specified for a terminal, it defaults to 1.
Highest priority terminals are always matched first.
You can use flags on regexps and strings. For example:
SELECT: "select"i //# Will ignore case, and match SELECT or Select, etc.
MULTILINE_TEXT: /.+/s
Supported flags are one of: imslu
. See Python’s regex documentation for more details on each one.
Regexps/strings of different flags can only be concatenated in Python 3.6+
When using a lexer (standard or contextual), it is the grammar-author’s responsibility to make sure the literals don’t collide, or that if they do, they are matched in the desired order. Literals are matched according to the following precedence:
Examples:
IF: "if"
INTEGER : /[0-9]+/
INTEGER2 : ("0".."9")+ //# Same as INTEGER
DECIMAL.2: INTEGER? "." INTEGER //# Will be matched before INTEGER
WHITESPACE: (" " | /\t/ )+
SQL_SELECT: "select"i
Each terminal is eventually compiled to a regular expression. All the operators and references inside it are mapped to their respective expressions.
For example, in the following grammar, A1
and A2
, are equivalent:
A1: "a" | "b"
A2: /a|b/
This means that inside terminals, Lark cannot detect or resolve ambiguity, even when using Earley.
For example, for this grammar:
start : (A | B)+
A : "a" | "ab"
B : "b"
We get this behavior:
>>> p.parse("ab")
Tree(start, [Token(A, 'a'), Token(B, 'b')])
This is happening because Python’s regex engine always returns the first matching option.
If you find yourself in this situation, the recommended solution is to use rules instead.
Example:
>>> p = Lark("""start: (a | b)+
... !a: "a" | "ab"
... !b: "b"
... """, ambiguity="explicit")
>>> print(p.parse("ab").pretty())
_ambig
start
a ab
start
a a
b b
Syntax:
<name> : <items-to-match> [-> <alias> ]
| ...
Names of rules and aliases are always in lowercase.
Rule definitions can be extended to the next line by using the OR operator (signified by a pipe: |
).
An alias is a name for the specific rule alternative. It affects tree construction.
Each item is one of:
rule
TERMINAL
"string literal"
or /regexp literal/
(item item ..)
- Group items[item item ..]
- Maybe. Same as (item item ..)?
, but when maybe_placeholders=True
, generates None
if there is no match.item?
- Zero or one instances of item (“maybe”)item*
- Zero or more instances of itemitem+
- One or more instances of itemitem ~ n
- Exactly n instances of itemitem ~ n..m
- Between n to m instances of item (not recommended for wide ranges, due to performance issues)Examples:
hello_world: "hello" "world"
mul: (mul "*")? number //# Left-recursion is allowed and encouraged!
expr: expr operator expr
| value //# Multi-line, belongs to expr
four_words: word ~ 4
Rules can be assigned priority only when using Earley (future versions may support LALR as well).
Priority can be either positive or negative. In not specified for a terminal, it’s assumed to be 1 (i.e. the default).
All occurrences of the terminal will be ignored, and won’t be part of the parse.
Using the %ignore
directive results in a cleaner grammar.
It’s especially important for the LALR(1) algorithm, because adding whitespace (or comments, or other extraneous elements) explicitly in the grammar, harms its predictive abilities, which are based on a lookahead of 1.
Syntax:
%ignore <TERMINAL>
Examples:
%ignore " "
COMMENT: "#" /[^\n]/*
%ignore COMMENT
Allows to import terminals and rules from lark grammars.
When importing rules, all their dependencies will be imported into a namespace, to avoid collisions. It’s not possible to override their dependencies (e.g. like you would when inheriting a class).
Syntax:
%import <module>.<TERMINAL>
%import <module>.<rule>
%import <module>.<TERMINAL> -> <NEWTERMINAL>
%import <module>.<rule> -> <newrule>
%import <module> (<TERM1>, <TERM2>, <rule1>, <rule2>)
If the module path is absolute, Lark will attempt to load it from the built-in directory (currently, only common.lark
is available).
If the module path is relative, such as .path.to.file
, Lark will attempt to load it from the current working directory. Grammars must have the .lark
extension.
The rule or terminal can be imported under an other name with the ->
syntax.
Example:
%import common.NUMBER
%import .terminals_file (A, B, C)
%import .rules_file.rulea -> ruleb
Note that %ignore
directives cannot be imported. Imported rules will abide by the %ignore
directives declared in the main grammar.
Declare a terminal without defining it. Useful for plugins.