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AI_RC_preprocess.py
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AI_RC_preprocess.py
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import json
import pandas as pd
import random
def change_data():
in_file = open('dataset/train_base.json','r')
final_lst = []
for line in in_file:
line = line.strip()
line = json.loads(line)
ids = str(line['id'])
content = line['content']
for k in line['events']:
if len(k)==1:
continue
evn_type = k['type']
role_lst = []
for i in k['mentions']:
n = str(random.randint(0, 7))
ids = ids+'_'+n
lst = []
word = i['word']
start_span = i['span'][0]
end_span = i['span'][1]
role = i['role']
role_lst.append(role)
all_lst = [ids,content,evn_type,word,start_span,role,end_span]
final_lst.append(all_lst)
if evn_type=='BusinessDeclareBankruptcy':
role_all = ['Org','Time-Within','trigger']
elif evn_type=='BusinessEndOrg':
role_all = ['trigger','Org', 'Time-Within','Person','Place','Beneficiary']
elif evn_type=='BusinessMergeOrg':
role_all = ['Org','Time-Starting','Place','trigger','Seller','Buyer','Time-Within','Time-Before','Time-Ending']
elif evn_type=='BusinessStartOrg':
role_all = ['Org','Agent','Time-Within','Place','Time-Starting','trigger','Time-Before','Time-After','Person','Destination']
elif evn_type=='ConflictAttack':
role_all = ['trigger','Place','Entity','Time-Within','Agent','Destination','Attacker','Time-Starting','Time-Ending','Victim','Person','Origin','Instrument','Time-Holds','Defendant','Target','Crime','Artifact','Time-Before','Vehicle','Org','Time-After','Adjudicator','Plaintiff','Sentence','Time-At-End','Time-At-Beginning','Position']
elif evn_type=='ConflictDemonstrate':
role_all = ['Place','Entity','Time-Within','trigger','Person','Time-Before','Attacker','Target','Time-Starting','Vehicle','Artifact','Destination','Origin','Time-Holds','Time-After']
elif evn_type=='ContactMeet':
role_all = ['trigger','Entity','Time-Within','Place','Org','Agent','Time-Holds','Person','Destination','Defendant','Time-Ending','Time-Before','Time-After','Time-Starting']
elif evn_type=='ContactPhoneWrite':
role_all = ['Entity','trigger','Time-Within','Adjudicator','Defendant','Crime','Place','Time-Before','Time-Starting']
elif evn_type=='JusticeAcquit':
role_all = ['trigger','Defendant','Crime','Adjudicator','Place']
elif evn_type=='JusticeAppeal':
role_all = ['trigger','Plaintiff','Adjudicator','Time-Within','Person','Agent','Time-Starting','Defendant','Place','Time-Holds','Time-At-Beginning','Time-Before','Time-Ending','Giver','Money','Recipient']
elif evn_type=='JusticeArrestJail':
role_all = ['trigger','Person','Agent','Place','Time-Within','Time-Holds','Time-Ending','Time-Starting','Destination','Time-Before','Crime','Defendant','Sentence','Entity','Position']
elif evn_type=='JusticeChargeIndict':
role_all = ['Defendant','Adjudicator','Time-Within','Prosecutor','Crime','trigger','Place','Time-After','Person','Destination']
elif evn_type=='JusticeConvict':
role_all = ['Defendant','Giver','Money','Place','trigger','Adjudicator','Time-Within','Crime','Time-After']
elif evn_type=='JusticeExtradite':
role_all = ['trigger','Person','Agent','Origin','Destination','Crime']
elif evn_type=='JusticeFine':
role_all = ['trigger','Entity','Money','Adjudicator','Crime','Time-Within','Place']
elif evn_type=='JusticePardon':
role_all = ['Defendant','Adjudicator','Time-Within','trigger']
elif evn_type=='JusticeReleaseParole':
role_all = ['Person','Place','Agent','Time-Within','trigger','Crime','Entity','Defendant','Adjudicator']
elif evn_type=='JusticeSentence':
role_all = ['trigger','Defendant','Sentence','Crime','Adjudicator','Time-Within','Plaintiff','Place','Time-After','Time-Holds','Org']
elif evn_type=='JusticeSue':
role_all = ['Adjudicator','Defendant','trigger','Crime','Plaintiff','Time-Within','Place','Time-Starting','Person','Entity','Time-Ending']
elif evn_type=='JusticeTrialHearing':
role_all = ['Adjudicator','Defendant','Crime','Time-Starting','trigger','Time-Within','Time-At-End','Person','Entity','Time-Ending','Place','Time-At-Beginning','Agent','Sentence','Time-Holds','Plaintiff','Position','Org','Destination','Prosecutor','Time-Before']
elif evn_type=='LifeBeBorn':
role_all = ['trigger','Person','Place','Time-Within','Agent','Origin']
elif evn_type=='LifeDie':
role_all = ['Agent','Destination','trigger','Victim','Place','Time-Within','Time-After','Time-Before','Attacker','Target','Instrument','Time-Starting','Time-Holds','Entity','Time-Ending','Person','Origin']
elif evn_type=='LifeDivorce':
role_all = ['trigger','Person']
elif evn_type=='LifeInjure':
role_all = ['Adjudicator','Defendant','Place','Sentence','Crime','Time-Within','Instrument','Victim','Agent','Time-Holds','Time-Starting','trigger','Attacker','Target','Time-Ending']
elif evn_type=='LifeMarry':
role_all = ['Person','Place','Time-Within','trigger','Time-After','Time-Holds']
elif evn_type=='MovementTransport':
role_all = ['trigger','Vehicle','Destination','Origin','Time-Before','Person','Time-Within','Time-Holds','Attacker','Target','Time-Ending','Time-After','Agent','Time-Starting','Artifact','Place','Position','Entity','Victim','Time-At-End','Time-At-End','Time-At-Beginning','Time-At-End','Time-At-End']
elif evn_type=='PersonnelElect':
role_all = ['trigger','Person','Place','Entity','Time-Within','Time-Holds','Adjudicator','Plaintiff','Position','Time-Before','Time-Starting']
elif evn_type=='PersonnelEndPosition':
role_all = ['trigger','Person','Entity','Time-Within','Place','Position','Time-Ending','Time-Holds','Defendant','Prosecutor']
elif evn_type=='PersonnelNominate':
role_all = ['trigger','Person','Agent','Time-Within','Position']
elif evn_type=='PersonnelStartPosition':
role_all = ['trigger','Person','Entity','Position','Place','Time-Within','Time-Starting','Time-Ending','Time-Holds','Time-Before','Time-After']
elif evn_type=='TransactionTransferMoney':
role_all = ['trigger','Giver','Money','Recipient','Place','Beneficiary','Time-Within','Time-Starting','Time-After','Time-At-Beginning','Time-Ending']
elif evn_type=='TransactionTransferOwnership':
role_all = ['trigger','Artifact','Buyer','Seller','Org','Time-Within','Place','Beneficiary','Price','Entity']
for rol in role_all:
if rol not in role_lst:
n = str(random.randint(0, 7))
ids = ids+'_'+n
lst = []
word = ''
start_span = int(0)
end_span = int(0)
role = rol
all_lst = [ids,content,evn_type,word,start_span,role,end_span]
final_lst.append(all_lst)
return final_lst
def get_df():
final_lst = change_data()
df = pd.DataFrame()
df = df.append(final_lst,ignore_index=True)
df.columns = ['id','content','type','word','start_span','role']
return df
def get_torch_mrc_all_train_data():
final_lst = change_data()
out_file = open('AI_RC/data/squad-like_all_train_data.json','w')
lst = []
dic1 = {}
dic2 = {}
for i in range(len(final_lst)):
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = final_lst[i][1]
tmp_pos['answer_start'] = int(final_lst[i][4])
tmp_pos['answer_end'] = int(final_lst[i][6])
text = final_lst[i][3]
tmp_pos['text'] = text
if text=='':
tmp_pos['answer_type'] = "no-answer"
else:
tmp_pos['answer_type'] = "long-answer"
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = final_lst[i][2]
role = final_lst[i][5]
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = final_lst[i][0]
lst.append(tmp_con)
dic1['title'] = 'ACE 2005 Event Extraction'
dic1['paragraphs'] = lst
dic2['data'] = [dic1]
dic2['version'] = '1.1'
data = json.dumps(dic2,ensure_ascii=False,indent=0)
out_file.write(data)
print('AI_RC模型的train集转换完成!')
def get_mrc_test_data():
print('AI_RC模型的test集转换中...')
cls_out = pd.read_csv('TC/test_output/cls_out.csv')
test_data = pd.read_csv('TC/pybert/dataset/test.csv')
all_cls_test_df = test_data.merge(cls_out, on='id')
out_file = open('AI_RC/data/squad_like_test.json','w')
lst = []
dic1 = {}
dic2 = {}
for index,row in all_cls_test_df.iterrows():
ids,content=row["id"],row["content"]
# zy,gfgqzr,qs,tz,ggjc = row['zy'],row['gfgqzr'],row['qs'],row['tz'],row['ggjc'],
Bankruptcy,EndOrg,MergeOrg,StartOrg,Attack,Demonstrate,Meet,PhoneWrite,Acquit,Appeal,Jail,Indict,Convict,Extradite,Fine,Pardon,Parole,Sentence,Sue,Hearing,Born,Die,Divorce,Injure,Marry,Transport,Elect,EndPosition,Nominate,StartPosition,Money,Ownership = row['Bankruptcy'],row['EndOrg'],row['MergeOrg'],row['StartOrg'],row['Attack'],row['Demonstrate'],row['Meet'],row['PhoneWrite'],row['Acquit'],row['Appeal'],row['Jail'],row['Indict'],row['Convict'],row['Extradite'],row['Fine'],row['Pardon'],row['Parole'],row['Sentence'],row['Sue'],row['Hearing'],row['Born'],row['Die'],row['Divorce'],row['Injure'],row['Marry'],row['Transport'],row['Elect'],row['EndPosition'],row['Nominate'],row['StartPosition'],row['Money'],row['Ownership'],
#print(ids,content,zy,gfgqzr,qs,tz,ggjc)
if Bankruptcy==1:
ctype = 'BusinessDeclareBankruptcy'
role_Bankruptcy = ['Org','Time-Within','trigger']
for i in role_Bankruptcy:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if EndOrg==1:
ctype = 'BusinessEndOrg'
role_EndOrg = ['trigger','Org', 'Time-Within','Person','Place','Beneficiary']
for i in role_EndOrg:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if MergeOrg==1:
ctype = 'BusinessMergeOrg'
role_MergeOrg = ['Org','Time-Starting','Place','trigger','Seller','Buyer','Time-Within','Time-Before','Time-Ending']
for i in role_MergeOrg:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if StartOrg==1:
ctype = 'BusinessStartOrg'
role_StartOrg = ['Org','Agent','Time-Within','Place','Time-Starting','trigger','Time-Before','Time-After','Person','Destination']
for i in role_StartOrg:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Attack==1:
ctype = 'ConflictAttack'
role_Attack = ['trigger','Place','Entity','Time-Within','Agent','Destination','Attacker','Time-Starting','Time-Ending','Victim','Person','Origin','Instrument','Time-Holds','Defendant','Target','Crime','Artifact','Time-Before','Vehicle','Org','Time-After','Adjudicator','Plaintiff','Sentence','Time-At-End','Time-At-Beginning','Position']
for i in role_Attack:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Demonstrate==1:
ctype = 'ConflictDemonstrate'
role_Demonstrate = ['Place','Entity','Time-Within','trigger','Person','Time-Before','Attacker','Target','Time-Starting','Vehicle','Artifact','Destination','Origin','Time-Holds','Time-After']
for i in role_Demonstrate:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Meet==1:
ctype = 'ContactMeet'
role_Meet = ['trigger','Entity','Time-Within','Place','Org','Agent','Time-Holds','Person','Destination','Defendant','Time-Ending','Time-Before','Time-After','Time-Starting']
for i in role_Meet:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if PhoneWrite==1:
ctype = 'ContactPhoneWrite'
role_PhoneWrite = ['Entity','trigger','Time-Within','Adjudicator','Defendant','Crime','Place','Time-Before','Time-Starting']
for i in role_PhoneWrite:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Acquit==1:
ctype = 'JusticeAcquit'
role_Acquit = ['trigger','Defendant','Crime','Adjudicator','Place']
for i in role_Acquit:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Appeal==1:
ctype = 'JusticeAppeal'
role_Appeal = ['trigger','Plaintiff','Adjudicator','Time-Within','Person','Agent','Time-Starting','Defendant','Place','Time-Holds','Time-At-Beginning','Time-Before','Time-Ending','Giver','Money','Recipient']
for i in role_Appeal:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Jail==1:
ctype = 'JusticeArrestJail'
role_Jail = ['trigger','Person','Agent','Place','Time-Within','Time-Holds','Time-Ending','Time-Starting','Destination','Time-Before','Crime','Defendant','Sentence','Entity','Position']
for i in role_Jail:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Indict==1:
ctype = 'JusticeChargeIndict'
role_Indict = ['Defendant','Adjudicator','Time-Within','Prosecutor','Crime','trigger','Place','Time-After','Person','Destination']
for i in role_Indict:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Convict==1:
ctype = 'JusticeConvict'
role_Convict = ['Defendant','Giver','Money','Place','trigger','Adjudicator','Time-Within','Crime','Time-After']
for i in role_Convict:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Extradite==1:
ctype = 'JusticeExtradite'
role_Extradite = ['trigger','Person','Agent','Origin','Destination','Crime']
for i in role_Extradite:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Fine==1:
ctype = 'JusticeFine'
role_Fine = ['trigger','Entity','Money','Adjudicator','Crime','Time-Within','Place']
for i in role_Fine:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Pardon==1:
ctype = 'JusticePardon'
role_Pardon = ['Defendant','Adjudicator','Time-Within','trigger']
for i in role_Pardon:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Parole==1:
ctype = 'JusticeReleaseParole'
role_Parole = ['Person','Place','Agent','Time-Within','trigger','Crime','Entity','Defendant','Adjudicator']
for i in role_Parole:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Sentence==1:
ctype = 'JusticeSentence'
role_Sentence = ['trigger','Defendant','Sentence','Crime','Adjudicator','Time-Within','Plaintiff','Place','Time-After','Time-Holds','Org']
for i in role_Sentence:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Sue==1:
ctype = 'JusticeSue'
role_Sue = ['Adjudicator','Defendant','trigger','Crime','Plaintiff','Time-Within','Place','Time-Starting','Person','Entity','Time-Ending']
for i in role_Sue:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Hearing==1:
ctype = 'JusticeTrialHearing'
role_Hearing = ['Adjudicator','Defendant','Crime','Time-Starting','trigger','Time-Within','Time-At-End','Person','Entity','Time-Ending','Place','Time-At-Beginning','Agent','Sentence','Time-Holds','Plaintiff','Position','Org','Destination','Prosecutor','Time-Before']
for i in role_Hearing:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Born==1:
ctype = 'LifeBeBorn'
role_Born = ['trigger','Person','Place','Time-Within','Agent','Origin']
for i in role_Born:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Die==1:
ctype = 'LifeDie'
role_Die = ['Agent','Destination','trigger','Victim','Place','Time-Within','Time-After','Time-Before','Attacker','Target','Instrument','Time-Starting','Time-Holds','Entity','Time-Ending','Person','Origin']
for i in role_Die:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Divorce==1:
ctype = 'LifeDivorce'
role_Divorce = ['trigger','Person']
for i in role_Divorce:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Injure==1:
ctype = 'LifeInjure'
role_Injure = ['Adjudicator','Defendant','Place','Sentence','Crime','Time-Within','Instrument','Victim','Agent','Time-Holds','Time-Starting','trigger','Attacker','Target','Time-Ending']
for i in role_Injure:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Marry==1:
ctype = 'LifeMarry'
role_Marry = ['Person','Place','Time-Within','trigger','Time-After','Time-Holds']
for i in role_Marry:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Transport==1:
ctype = 'MovementTransport'
role_Transport = ['trigger','Vehicle','Destination','Origin','Time-Before','Person','Time-Within','Time-Holds','Attacker','Target','Time-Ending','Time-After','Agent','Time-Starting','Artifact','Place','Position','Entity','Victim','Time-At-End','Time-At-End','Time-At-Beginning','Time-At-End','Time-At-End']
for i in role_Transport:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Elect==1:
ctype = 'PersonnelElect'
role_Elect = ['trigger','Person','Place','Entity','Time-Within','Time-Holds','Adjudicator','Plaintiff','Position','Time-Before','Time-Starting']
for i in role_Elect:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if EndPosition==1:
ctype = 'PersonnelEndPosition'
role_EndPosition = ['trigger','Person','Entity','Time-Within','Place','Position','Time-Ending','Time-Holds','Defendant','Prosecutor']
for i in role_EndPosition:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Nominate==1:
ctype = 'PersonnelNominate'
role_Nominate = ['trigger','Person','Agent','Time-Within','Position']
for i in role_Nominate:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if StartPosition==1:
ctype = 'PersonnelStartPosition'
role_StartPosition = ['trigger','Person','Entity','Position','Place','Time-Within','Time-Starting','Time-Ending','Time-Holds','Time-Before','Time-After']
for i in role_StartPosition:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Money==1:
ctype = 'TransactionTransferMoney'
role_Money = ['trigger','Giver','Money','Recipient','Place','Beneficiary','Time-Within','Time-Starting','Time-After','Time-At-Beginning','Time-Ending']
for i in role_Money:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Ownership==1:
ctype = 'TransactionTransferOwnership'
role_Ownership = ['trigger','Artifact','Buyer','Seller','Org','Time-Within','Place','Beneficiary','Price','Entity']
for i in role_Ownership:
n = str(random.randint(0, 7))
ids = str(ids)+'_'+n
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ctype
role = i
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
if Bankruptcy==0 and EndOrg==0 and MergeOrg==0 and StartOrg==0 and Attack==0 and Demonstrate==0 and Meet==0 and PhoneWrite==0 and Acquit==0 and Appeal==0 and Jail==0 and Indict==0 and Convict==0 and Extradite==0 and Fine==0 and Pardon==0 and Parole==0 and Sentence==0 and Sue==0 and Hearing==0 and Born==0 and Die==0 and Divorce==0 and Injure==0 and Marry==0 and Transport==0 and Elect==0 and EndPosition==0 and Nominate==0 and StartPosition==0 and Money==0 and Ownership==0:
ids = str(ids)
#print(ids)
tmp_con = {}
tmp_ans = {}
tmp_pos = {}
tmp_con['context'] = content
tmp_pos['answer_start'] = int(0)
tmp_pos['answer_end'] = int(0)
tmp_pos['text'] = ''
tmp_pos['answer_type'] = ''
tmp_ans['answers'] = [tmp_pos]
tmp_con['qas'] = [tmp_ans]
qus = ''
role = ''
con_qus = 'What is the role '+role+' of event type '+qus+' ?'
tmp_ans['question'] = con_qus
tmp_ans['id'] = ids
lst.append(tmp_con)
dic1['title'] = 'ACE 2005 Event Extraction'
dic1['paragraphs'] = lst
dic2['data'] = [dic1]
dic2['version'] = '1.1'
data = json.dumps(dic2,ensure_ascii=False,indent=0)
out_file.write(data)
print('AI_RC模型的test集转换完成!')
if __name__ == '__main__':
get_torch_mrc_all_train_data()
get_mrc_test_data()