A natural language semantic parser
Installation
pip install parsetron
Parsetron is tested under Python 2.7 and Pypy. It doesn’t support Python 3 yet.
Quick Start
The following is a grammar that parses natural language instruction on lights:
from parsetron import Set, Regex, Optional, OneOrMore, Grammar, RobustParser
class LightGrammar(Grammar):
action = Set(['change', 'flash', 'set', 'blink'])
light = Set(['top', 'middle', 'bottom'])
color = Regex(r'(red|yellow|blue|orange|purple|...)')
times = Set(['once', 'twice', 'three times']) | Regex(r'\d+ times')
one_parse = action + light + Optional(times) + color
GOAL = OneOrMore(one_parse)
@staticmethod
def test():
parser = RobustParser((LightGrammar()))
sents = [
"set my top light to red",
"set my top light to red and change middle light to yellow",
"set my top light to red and change middle light to yellow and "
"flash bottom light twice in blue"
]
for sent in sents:
tree, result = parser.parse(sent)
assert result.one_parse[0].color == 'red'
print '"%s"' % sent
print "parse tree:"
print tree
print "parse result:"
print result
print
Dependencies
None. Parsetron is a single parsetron.py file.
Parsetron is inspired by pyparsing.
Grammar Modules
Parsetron supports modularized grammars: each grammar focuses on an individual small domain and can be imported via, for instance:
from parsetron.grammars.colors import ColorsGrammar
class YourCustomizedGrammar(Grammar):
color = ColorsGrammar.GOAL
You are welcome to contribute your own grammar here (under parsetron.grammars). Send us a pull request!
Development
fork this repository
install dev-specific packages:
pip install -r requirements.txt
then make your changes and follow the Makefile.
TODO
[ ] Python 3 compatible
[ ] Unicode support
Documentation
The full documentation is at http://parsetron.rtfd.org.
History
0.1.1 (2015-08-24)
ParseResult now supports lex_span() method.
0.1.0 (2015-06-19)
First release on PyPI.
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file parsetron-0.1.1.tar.gz.
File metadata
- Download URL: parsetron-0.1.1.tar.gz
- Upload date:
- Size: 41.0 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
97324cec1bfc011e0728640fe16d46ee2cf064253863c7174aa5a8d329ffa980
|
|
| MD5 |
24cee8fe079670c12ff1897fcccb2b80
|
|
| BLAKE2b-256 |
5d85aa5a6c53471386f6d7a8502d6a172e146807cccd3026825d374a1f4f4888
|
File details
Details for the file parsetron-0.1.1-py2.py3-none-any.whl.
File metadata
- Download URL: parsetron-0.1.1-py2.py3-none-any.whl
- Upload date:
- Size: 35.6 kB
- Tags: Python 2, Python 3
- Uploaded using Trusted Publishing? No
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
769c21a4d3ae3434bdb5b74b82da4d9f87fe76f9e967830100ceddf946ae2b33
|
|
| MD5 |
aff9f3001349d7e40109927358b60426
|
|
| BLAKE2b-256 |
8e1274a09e3a6bb03d8f926e2f58302276adfb23a9fe3def0d527021f0f22ec0
|