Files
akaza/comb/system_language_model.py
2020-09-13 01:54:54 +09:00

34 lines
1016 B
Python

import math
import marisa_trie
from comb.config import MODEL_DIR
from comb.node import Node
DEFAULT_SCORE = [(math.log10(0.00000000001),)]
class SystemLanguageModel:
def __init__(self, unigram_score: marisa_trie.RecordTrie, bigram_score: marisa_trie.RecordTrie):
self.unigram_score = unigram_score
self.bigram_score = bigram_score
@staticmethod
def create():
unigram_score = marisa_trie.RecordTrie('@f')
unigram_score.mmap(f"{MODEL_DIR}/jawiki.1gram")
bigram_score = marisa_trie.RecordTrie('@f')
bigram_score.mmap(f"{MODEL_DIR}/jawiki.2gram")
return SystemLanguageModel(unigram_score, bigram_score)
def get_unigram_cost(self, key: str) -> float:
return self.unigram_score.get(key, DEFAULT_SCORE)[0][0]
def get_bigram_cost(self, node1: Node, node2: Node) -> float:
key1 = node1.get_key()
key2 = node2.get_key()
key = key1 + "\t" + key2
return self.bigram_score.get(key, DEFAULT_SCORE)[0][0]