| .. Copyright (C) 2001-2024 NLTK Project |
| .. For license information, see LICENSE.TXT |
|
|
| =============================================== |
| Generating sentences from context-free grammars |
| =============================================== |
|
|
| An example grammar: |
|
|
| >>> from nltk.parse.generate import generate, demo_grammar |
| >>> from nltk import CFG |
| >>> grammar = CFG.fromstring(demo_grammar) |
| >>> print(grammar) |
| Grammar with 13 productions (start state = S) |
| S -> NP VP |
| NP -> Det N |
| PP -> P NP |
| VP -> 'slept' |
| VP -> 'saw' NP |
| VP -> 'walked' PP |
| Det -> 'the' |
| Det -> 'a' |
| N -> 'man' |
| N -> 'park' |
| N -> 'dog' |
| P -> 'in' |
| P -> 'with' |
|
|
| The first 10 generated sentences: |
|
|
| >>> for sentence in generate(grammar, n=10): |
| ... print(' '.join(sentence)) |
| the man slept |
| the man saw the man |
| the man saw the park |
| the man saw the dog |
| the man saw a man |
| the man saw a park |
| the man saw a dog |
| the man walked in the man |
| the man walked in the park |
| the man walked in the dog |
|
|
| All sentences of max depth 4: |
|
|
| >>> for sentence in generate(grammar, depth=4): |
| ... print(' '.join(sentence)) |
| the man slept |
| the park slept |
| the dog slept |
| a man slept |
| a park slept |
| a dog slept |
|
|
| The number of sentences of different max depths: |
|
|
| >>> len(list(generate(grammar, depth=3))) |
| 0 |
| >>> len(list(generate(grammar, depth=4))) |
| 6 |
| >>> len(list(generate(grammar, depth=5))) |
| 42 |
| >>> len(list(generate(grammar, depth=6))) |
| 114 |
| >>> len(list(generate(grammar))) |
| 114 |
|
|
| Infinite grammars will throw a RecursionError when not bounded by some ``depth``: |
|
|
| >>> grammar = CFG.fromstring(""" |
| ... S -> A B |
| ... A -> B |
| ... B -> "b" | A |
| ... """) |
| >>> list(generate(grammar)) |
| Traceback (most recent call last): |
| ... |
| RuntimeError: The grammar has rule(s) that yield infinite recursion! |
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