Understanding Lark-Parser: Powerful Text Parsing Made Easy
Lark-parser is a comprehensive library for parsing and processing text. It enables developers to build sophisticated parsers quickly and efficiently. With dozens of useful APIs, Lark-parser provides an unparalleled solution for text parsing needs.
Installation
pip install lark-parser
Basic Usage
The following example demonstrates the basic usage of the Lark-parser:
from lark import Lark
parser = Lark('''
start: "hello" NAME
NAME: /[a-z]+/
%import common.WS
%ignore WS
''')
tree = parser.parse("hello world") print(tree)
Lark Configuration and API Examples
Defining Grammars
Lark supports various grammar definitions:
grammar = '''
start: "let" var "=" value
var: /[a-zA-Z_][a-zA-Z0-9_]*/
value: NUMBER
%import common.NUMBER
%import common.WS
%ignore WS
''' parser = Lark(grammar)
Tree Visitors
Tree visitors help traverse and manipulate parse trees:
from lark import Visitor
class TransformNumbers(Visitor):
def number(self, tree):
tree.data = 'number'
tree.children[0] = int(tree.children[0])
parser = Lark('''
start: number+
number: NUMBER
%import common.NUMBER
%ignore " "
''')
tree = parser.parse("1 2 3") TransformNumbers().visit(tree) print(tree)
Error Handling
Lark provides robust error handling mechanisms:
from lark import UnexpectedInput
try:
parser.parse("invalid input")
except UnexpectedInput as e:
print(e)
Embedding Actions
Actions can directly be embedded in the grammar:
parser = Lark('''
start: "add" NUMBER "and" NUMBER -> add
%import common.NUMBER
%ignore " "
add: (lambda args: sum(map(int, args)))
''')
tree = parser.parse("add 2 and 3") print(tree.children[0].children) # Prints 5
Real-world Application Example: Simple Calculator
from lark import Lark, Transformer
class CalculateTree(Transformer):
def add(self, items):
return items[0] + items[1]
def sub(self, items):
return items[0] - items[1]
def mul(self, items):
return items[0] * items[1]
def div(self, items):
return items[0] / items[1]
calculator_grammar = '''
?start: sum
?sum: product
| sum "+" product -> add
| sum "-" product -> sub
?product: atom
| product "*" atom -> mul
| product "/" atom -> div
?atom: NUMBER -> number
| "(" sum ")"
%import common.NUMBER
%import common.WS
%ignore WS
'''
parser = Lark(calculator_grammar, parser='lalr', transformer=CalculateTree()) result = parser.parse("(1 + 2) * 3 - 4 / 2") print(result) # Outputs: 8.0
These examples demonstrate the power and flexibility of Lark-parser in various applications.
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