Skip to main content

Grammar generator for Lark parsing toolkit

Project description

Dynamic grammar generator for Lark parsing toolkit

Why?

While writing EBNF by hand is a preferred approach for most use cases (because of rich syntax), it's only viable for static grammars.
If your grammar is variable (e.g. based on some kind of configuration), it should be built with code on the fly.
As per lark#439, no API for grammar exists, so building a string is only solution (it's pretty fast though).

This README implies you are familiar with Lark and Lark EBNF.

Basic usage

from lark_dynamic import *

g = Grammar()

g.DIGIT = g.NONZERO | "0"
g.NONZERO = Range("1", "9")
g.INTEGER = makeBoolVariable(
    "zero_leading_numbers", 
    true=Many(g.DIGIT), 
    false=(g.NONZERO, Some(g.DIGIT))
)
g.FLOAT[2] = Group(g.INTEGER, ".", Some(g.DIGIT)) | (".", Many(g.DIGIT))

g.number = Alias.integer(g.INTEGER) | Alias.float(g.FLOAT)

print(g.generate(zero_leading_numbers=False))
print(g.generate(zero_leading_numbers=True))

Which outputs:
zero_leading_numbers=False:

DIGIT: NONZERO | "0"
NONZERO: "1".."9"
INTEGER: ( NONZERO ( DIGIT )* )
FLOAT.2: ( INTEGER "." ( DIGIT )* ) | ( "." ( DIGIT )+ )

number: INTEGER -> integer | FLOAT -> float

zero_leading_numbers=True

DIGIT: NONZERO | "0"
NONZERO: "1".."9"
INTEGER: ( DIGIT )+
FLOAT.2: ( INTEGER "." ( DIGIT )* ) | ( "." ( DIGIT )+ )

number: INTEGER -> integer | FLOAT -> float

Getting started

Install with:

python -m pip install lark-dynamic

To create a grammar, you need to create Grammar object:

from lark_dynamic import * # it is recommended to create grammar in a separate file, so * import is fine

g = Grammar() # short name is convenient

Then write rules and terminals:

# this is a terminal (uppercase)
g.NUMBER = RegExp(r'[0-9]+')
g.SIGN = Literal("+") | "-" # first (or second) string needs to be wrapped into a Literal to support |
g.test = Maybe(g.SIGN), Many(g.TEST)

Reference

All code snippets use this setup:

from lark_dynamic import *
g = Grammar()

Grammar

Main object, stores rules, terminals, templates and directives

To create a rule, you can use a shorthand:

g.any_lowercase_identifier = ... # rule contents here

Same for terminal:

g.ANY_UPPERCASE_IDENTIFIER = ... # terminal contents here

To create a template (name{arg1, arg2} = ...) you need to use []:

g.template_name[g.arg1, g.arg2] = ... # template contents here

Directives have different syntaxes, so no special shorthand is present:

g.make_directive("name", "directive contents here")

To build grammar, you need to call .generate(**context):

g.generate(some_variable=True) # variables are discussed below

Variable

Since the purpose of the module is to create grammars dynamically, this class exists.
It takes a function, which accepts one argument (context) - a dictionary of everything passed to .generate().
Function sould return anything renderable (e.g. a token or a tuple of tokens):

def integer_term(context):
    if context.get("zero_leading_numbers"):
        return Many(g.DIGIT)
    return g.NONZERO, Some(g.DIGIT)

g.DIGIT = g.NONZERO | "0"
g.NONZERO = Range("1", "9")
g.INTEGER = Variable(integer_term)
g.FLOAT[2] = Group(g.INTEGER, ".", Some(g.DIGIT)) | (".", Many(g.DIGIT))

g.number = Alias.integer(g.INTEGER) | Alias.float(g.FLOAT)

(this is an example from Basic usage section rewritten to use Variable)

BoolVariable and makeBoolVariable

Common use case for Variable is to render different content based on a boolean key (such as in Basic usage example).
BoolVariable makes it more convenient:

def integer_term(zln):
    if zln:
        return Many(g.DIGIT)
    return g.NONZERO, Some(g.DIGIT)

g.DIGIT = g.NONZERO | "0"
g.NONZERO = Range("1", "9")
g.INTEGER = BoolVariable(integer_term, key="zero_leading_numbers")
g.FLOAT[2] = Group(g.INTEGER, ".", Some(g.DIGIT)) | (".", Many(g.DIGIT))

g.number = Alias.integer(g.INTEGER) | Alias.float(g.FLOAT)

makeBoolVariable goes even further, providing arguments for True and False values:

g.DIGIT = g.NONZERO | "0"
g.NONZERO = Range("1", "9")
g.INTEGER = makeBoolVariable(
    "zero_leading_numbers", 
    true=Many(g.DIGIT), 
    false=(g.NONZERO, Some(g.DIGIT))
)
g.FLOAT[2] = Group(g.INTEGER, ".", Some(g.DIGIT)) | (".", Many(g.DIGIT))

g.number = Alias.integer(g.INTEGER) | Alias.float(g.FLOAT)

Literal

Used for literal strings:

g.hello = Literal("Hello"), Literal("World")

yields:

hello: "Hello" "World"

In most cases you can just use a string. Explicit Literal(...) is needed to support | (see Combinators/Option)

Using regexp flags on Literal

g.hello = Literal("Hello").si, Literal("World").i

yields:

hello: "Hello"si "World"i

Combinators

Maybe (aka QuestionMark)

Corresponds to ? combinator in Lark:

g.hello = "Hello", Maybe(","), "World", QuestionMark("!") # QuestionMark is just an alias for Maybe

yields:

hello: "Hello" (",")? "World" ("!")?

Some (aka Star)

Corresponds to * combinator in Lark:

g.hello = "Hello", Maybe(","), "World", Some("!")

yields:

hello: "Hello" (",")? "World" ("!")*

Many (aka Plus)

Corresponds to + combinator in Lark:

g.POSITION = Literal("two number 9s") | "a number 9 large" | "a number 6 with extra dip" | "a number 7" | "two number 45s" | "one with cheese" | "a large soda"

g.order = "I'll have ", g.position, Many(", ", g.position), Maybe(", and ", g.position)
g.position = g.POSITION

yields:

POSITION: "two number 9s" | "a number 9 large" | "a number 6 with extra dip" | "a number 7" | "two number 45s" | "one with cheese" | "a large soda"

order: "I'll have " position ( ", " position )+ ( ", and " position )?
position: POSITION

Optional (aka Brackets)

Corresponds to [...] combinator in Lark:

g.hello = "Hello", Optional(","), "World", ["!"]

yields:

hello: "Hello" [","] "World" ["!"]

Can also be written as [...] (as a list, basically), but be aware of | usage rules (below)

Option

Corresponds to | combinator in Lark:

g.hello = "Hello", Maybe(","), (Option("World", "dlroW"), ), Some("!") # note Option is placed inside a tuple, (explained below)

yields:

hello: "Hello" (",")? ("World" | "dlroW") ("!")*

Can also be written as |:

g.hello = "Hello", Maybe(","), (Literal("World") | "dlroW", ), Some("!") # note Literal (explained below)

Option usage rules

| priority in Lark is higher than in Python:

Maybe(","), Option("World", "dlroW"), Maybe("!")
yields
(",")? "World" | "dlroW" ("!")?
which, in turn, is equal to
(","? "World") | ("dlroW" "!"?)

You should wrap option with any other combinator (e.g. Group() or tuple. Remember that (x) is not a tuple) or just use OptionG.
The reason why default Option doesn't do this is that wrapping top-level option in parens would break alias creation.

| operator would not work with python built-in types (str, list or tuple)

You need at least one Token (rule, combinator, literal etc.) on either side of | for it to work.

Group (aka Parens)

Corresponds to (...) combinator in Lark:

g.hello = "Hello", Group(Maybe(","), "World"), (Some("!"), )

yields:

hello: "Hello" ((",")? "World") (("!")*)

Can also be written as (...) (as a tuple, basically), but be aware of | usage rules
Some, Many and Maybe also will render in parenthesis by default to avoid combinator collision (e.g. to avoid rendering (("!")+)? as "!"+? which is invalid).

SomeSeparated and ManySeparated

Correspond to content (sep, content)* and content (sep, content)+ patterns, respectively:

g.POSITION = Literal("two number 9s") | "a number 9 large" | "a number 6 with extra dip" | "a number 7" | "two number 45s" | "one with cheese" | "a large soda"
g._COMMA = ",", Maybe(g.WS)
g.WS = " "

g.order = "I'll have ", SomeSeparated(g._COMMA, g.position), Maybe(g._COMMA, "and ", g.position)
g.position = g.POSITION

yields:

POSITION: "two number 9s" | "a number 9 large" | "a number 6 with extra dip" | "a number 7" | "two number 45s" | "one with cheese" | "a large soda"
_COMMA: "," ( WS )?
WS: " "

order: "I'll have " (position ( _COMMA position )*) ( _COMMA "and " position )?
position: POSITION

RegExp

Corresponds to Lark regexp syntax (/content/flags):

g.WORD = RegExp(r"\w+") # flags are provided as a second argument (e.g. RegExp(r"\w+", "is")) 
g.some_phrase = g.WORD, Maybe(","), g.WORD, Some("!")

yields:

WORD: /\w+/

some_phrase: WORD ( "," )? WORD ( "!" )*

Repeat

Corresponds to Lark repeat syntax: item ~ n and item ~ n..m:

g.three_lemons = Repeat("Lemon", 3)
g.three_to_five_apples = Repeat("Lemon", [3, 5])

yields:

three_lemons: ( "Lemon" ) ~ 3
three_to_five_apples: ( "Lemon" ) ~ 3..5

Prerendered

If you want to insert a prerendered content into a rule/terminal/template, you can use Prerendered:

g.hello = "Hello", Prerendered('((",")? "World")'), Some("!")

yields:

hello: "Hello" ((",")? "World") ("!")*

Empty

Sometimes (when using Variable) you'll need to render nothing.
It can be achieved with Prerendered(""), or its alias, Empty

Modifiers

Rule and terminal modifiers (such as ? and !) can be used with Modifier class (works only on top level of rule/terminal):

g.parens = Modifier.INLINE_SINGLE("(", g.word, ")")
g.word = g.WORD
g.WORD = RegExp(r"\w+")

yields:

WORD: /\w+/

?parens: "(" word ")"
word: WORD

Priority

To use terminal/rule priority, you can use [priority] notation (similar to templates, but with a number):

g.DIGIT = g.NONZERO | "0"
g.NONZERO = Range("1", "9")
g.INTEGER = g.NONZERO, Some(g.DIGIT)
g.FLOAT[2] = Group(g.INTEGER, ".", Some(g.DIGIT)) | (".", Many(g.DIGIT))

g.number = Alias.integer(g.INTEGER) | Alias.float(g.FLOAT)

yields:

DIGIT: NONZERO | "0"
NONZERO: "1".."9"
INTEGER: NONZERO ( DIGIT )*
FLOAT.2: ( INTEGER "." ( DIGIT )* ) | ( "." ( DIGIT )+ )

number: INTEGER -> integer | FLOAT -> float

Advanced usage

Grammar object can be edited after its creation.

First, you need to get a grammar wrapper: wrapper = grammar.use_wrapper()

Get a definition

g = Grammar()


g.HELLO = "Hello"

wrapper = g.use_wrapper()

print(wrapper.get_def("HELLO")) 

# prints
# RuleDef(
#     "Hello"
# )

Replace definition contents

g = Grammar()

g.HELLO = "Hello"

wrapper = g.use_wrapper()
wrapper.replace("HELLO", "World")


print(wrapper.get_def("HELLO")) 

# prints
# RuleDef(
#     "World"
# )

Edit definition

g = Grammar()

g.HELLO = "Hello"

wrapper = g.use_wrapper()
wrapper.edit("HELLO", priority=10)


print(wrapper.get_def("HELLO")) 

# prints
# RuleDef(
#     "World"
# )

Extend definition

g = Grammar()

g.HELLO = "Hello"

wrapper = g.use_wrapper()
wrapper.extend("HELLO", "World")


print(wrapper.get_def("HELLO")) 

# prints
# RuleDef(
#     Option(
#         "Hello"
#         "World"
#     )
# )

Getting all definitions / directives

You can get dictionaries with rules, terminals, templates, or a list of all directives with a wrapper:

g = Grammar()
wrapper = g.use_wrapper()

wrapper.rules
wrapper.terminals
wrapper.templates
wrapper.directives

Why a wrapper?

Because grammar object itself is used to create definitions with arbitrary names. Creating methods with common names would easily create a problem:

g = Grammar()

g.edit = "EDIT", Some("blah")
g.save = "SAVE", Some(Option("lorem", "ipsum", "dolor", "sit", "amet"))

g.command = Option(g.edit, g.save) # g.edit used here as a rule, not method

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

lark_dynamic-1.1.4.tar.gz (13.4 kB view hashes)

Uploaded Source

Built Distribution

lark_dynamic-1.1.4-py3-none-any.whl (13.3 kB view hashes)

Uploaded Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page