# -*- coding: utf-8 -*- import logging import re import Levenshtein import sphinxapi from aore.config import sphinx_conf from aore.fias.wordentry import WordEntry from aore.miscutils.trigram import trigram class SphinxSearch: def __init__(self, db): self.delta_len = 2 self.rating_limit_soft = 0.4 self.rating_limit_soft_count = 6 self.word_length_soft = 3 self.rating_limit_hard = 0.82 self.rating_limit_hard_count = 3 self.default_rating_delta = 2 self.regression_coef = 0.04 self.db = db self.client_sugg = sphinxapi.SphinxClient() self.client_sugg.SetServer(sphinx_conf.host_name, sphinx_conf.port) self.client_sugg.SetLimits(0, 10) self.client_sugg.SetConnectTimeout(3.0) self.client_show = sphinxapi.SphinxClient() self.client_show.SetServer(sphinx_conf.host_name, sphinx_conf.port) self.client_show.SetLimits(0, 10) self.client_show.SetConnectTimeout(3.0) def __configure(self, index_name, wlen=None): if index_name == sphinx_conf.index_sugg: if wlen: self.client_sugg.SetMatchMode(sphinxapi.SPH_MATCH_EXTENDED2) self.client_sugg.SetRankingMode(sphinxapi.SPH_RANK_WORDCOUNT) self.client_sugg.SetFilterRange("len", int(wlen) - self.delta_len, int(wlen) + self.delta_len) self.client_sugg.SetSelect("word, len, @weight+{}-abs(len-{}) AS krank".format(self.delta_len, wlen)) self.client_sugg.SetSortMode(sphinxapi.SPH_SORT_EXTENDED, "krank DESC") else: self.client_show.SetMatchMode(sphinxapi.SPH_MATCH_EXTENDED2) self.client_show.SetRankingMode(sphinxapi.SPH_RANK_BM25) self.client_show.SetSortMode(sphinxapi.SPH_SORT_RELEVANCE) def __get_suggest(self, word, rating_limit, count): word_len = str(len(word) / 2) trigrammed_word = '"{}"/1'.format(trigram(word)) self.__configure(sphinx_conf.index_sugg, word_len) result = self.client_sugg.Query(trigrammed_word, sphinx_conf.index_sugg) # Если по данному слову не найдено подсказок (а такое бывает?) # возвращаем [] if not result['matches']: return [] maxrank = result['matches'][0]['attrs']['krank'] maxleven = None outlist = list() for match in result['matches']: if len(outlist) >= count: break if maxrank - match['attrs']['krank'] < self.default_rating_delta: jaro_rating = Levenshtein.jaro(word, match['attrs']['word']) if not maxleven: maxleven = jaro_rating - jaro_rating * self.regression_coef if jaro_rating >= rating_limit and jaro_rating >= maxleven: outlist.append([match['attrs']['word'], jaro_rating]) outlist.sort(key=lambda x: x[1], reverse=True) return outlist def __split_phrase(self, phrase): phrase = unicode(phrase).replace('-', '').replace('@', '').lower() return re.split(r"[ ,:.#$]+", phrase) def __add_word_variations(self, word_entry, strong): if word_entry.MT_MANY_SUGG and not strong: suggs = self.__get_suggest(word_entry.word, self.rating_limit_soft, self.rating_limit_soft_count) for suggestion in suggs: word_entry.add_variation(suggestion[0]) if word_entry.MT_SOME_SUGG and not strong: suggs = self.__get_suggest(word_entry.word, self.rating_limit_hard, self.rating_limit_hard_count) for suggestion in suggs: word_entry.add_variation(suggestion[0]) if word_entry.MT_LAST_STAR: word_entry.add_variation(word_entry.word + '*') if word_entry.MT_AS_IS: word_entry.add_variation(word_entry.word) if word_entry.MT_ADD_SOCR: word_entry.add_variation_socr() def __get_word_entries(self, words, strong): for word in words: if not strong and len(word) < self.word_length_soft: continue if word != '': we = WordEntry(self.db, word) self.__add_word_variations(we, strong) if we.get_variations() == "()": raise BaseException("Cannot process sentence.") yield we def find(self, text, strong): words = self.__split_phrase(text) word_entries = self.__get_word_entries(words, strong) sentence = "{}".format(" MAYBE ".join(x.get_variations() for x in word_entries)) self.__configure(sphinx_conf.index_addjobj) logging.info("QUERY " + sentence) rs = self.client_show.Query(sentence, sphinx_conf.index_addjobj) logging.info("OK") results = [] for ma in rs['matches']: results.append(dict(aoid=ma['attrs']['aoid'], text=ma['attrs']['fullname'], ratio=ma['weight'])) if strong: results.sort(key=lambda x: Levenshtein.ratio(text, x['text']), reverse=True) return results