#!/usr/bin/env python #encoding:utf-8 from deepdive import * import random from collections import namedtuple import logging from commonutil import * Label = namedtuple('Label', 'entity_id, label, type') @tsv_extractor @returns(lambda entity_id = "text", label = "int", rule_id = "text", :[]) # heuristic rules for finding positive/negative examples of transaction relationship mentions def supervise( entity_id="text", entity_begin="int", entity_end="int", doc_id="text", sentence_index="int", sentence_text="text", tokens="text[]", pos_tags="text[]", ner_tags="text[]", ): # Constants label = Label(entity_id=entity_id,label=None,type=None) Bidding = frozenset(["招标"]) Agency = frozenset(["代理"]) UNIT = frozenset(["单位","机构"]) R_append = frozenset(["作为","以下","简称"]) MAX_DIST = 15 TYPE_MENTION = frozenset(["org","company"]) # Common data objects if entity_begin>MAX_DIST: begin = entity_begin-MAX_DIST else: begin = 0 if len(tokens)-entity_end>MAX_DIST: end = entity_end+MAX_DIST else: end = -1 front_tokens = tokens[begin:entity_begin] end_tokens = tokens[entity_end:end] front_ner = ner_tags[begin:entity_begin] end_ner = ner_tags[end:entity_end] logging.info(sentence_text) # Rule: Candidates that are too far apart inter_bidd_front = Bidding.intersection(front_tokens) inter_unit_front = UNIT.intersection(front_tokens) inter_agent_front = Agency.intersection(front_tokens) inter_bidd_end = Bidding.intersection(end_tokens) inter_unit_end = UNIT.intersection(end_tokens) inter_agent_end = Agency.intersection(end_tokens) if len(inter_bidd_front)>0 and len(inter_unit_front)>0: if len(inter_agent_front)>0: if len(R_append.intersection(end_tokens))==0: index = find_index(combine(combine(list(inter_bidd_front),list(inter_agent_front)),list(inter_unit_front)),''.join(front_tokens)) if index>=0: if len(TYPE_MENTION.intersection(front_ner[index:entity_begin]))>0: yield label._replace(label=-1,type="pos:third entity between") else: yield label._replace(label=1,type="招标代理机构:entity") else: yield label._replace(label=-1,type="pos:no match") else: yield label._replace(label=-1,type="pos:非代理机构") elif len(inter_bidd_end)>0 and len(inter_unit_end)>0: if len(inter_agent_end)>0: if len(R_append.intersection(end_tokens))>0: index = find_index(combine(combine(list(inter_bidd_end),list(inter_agent_end)),list(inter_unit_end)),''.join(end_tokens)) if index>=0: if len(TYPE_MENTION.intersection(end_ner[entity_end+1:index]))>0: yield label._replace(label=-1,type="pos:third entity between") else: yield label._replace(label=1,type="entity:招标代理机构") else: yield label._replace(label=-1,type="pos:no match") else: yield label._replace(label=-1,type="pos:非代理机构") else: yield label._replace(label=-1,type="no match")