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parse_history.py
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parse_history.py
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import sys
import json
import re
import os
import random
import argparse
parser = argparse.ArgumentParser()
parser.add_argument('--len', default='7',type=int)
args = parser.parse_args()
def parse_tagging(sentences):
taggings = []
types = ['FROM-TO', 'REL', 'CAT']
n = []
length = []
final_lines = ""
pattern = '<[^\<\>]*>'
WTF = ['%','% ','%uh', '%Uh', '%Uh ', '%um', '%um ', '%Um', '%Um ', '%oh ', '%Oh ','%hm ','%uh ','%hm ','%Hm','%Hm ','%Ah','%Ah ','%ah','%ah ','%eh','%eh ','%oh','%oh ','%h','%h ','%eh','%eh ','%Eh','%Eh ','%er','%er ','%Er','%Er ','%un','%un ']
for line in sentences:
a = re.findall(pattern, line)
line = line.replace(',', '').replace('?', '').replace('.', '').replace('\r', '')
for wtf in WTF:
line = line.replace(wtf, '')
tmp_line = line
if (len(a) > 0):
for s in a:
tmp_line = tmp_line.replace(s, '')
tmp_line = tmp_line.strip().replace(' ', ' ')
if (tmp_line == ''):
continue
else:
length.append(len(tmp_line.split(' ')))
final_lines = tmp_line.lower().replace('-','')
if ('<' in line):
tmp = line.split('<')
count = (int)((len(tmp) - 1) / 2)
tmp_n = []
tmp_taggings = []
offset = 0
for i in range(count):
offset += len(tmp[i*2].split(' ')) - 1
tmp_n.append(offset)
tmp_str = tmp[i*2+1].split('>')[0].split(' ')
tmp_tag = tmp_str[0]
for j in range(len(types)):
find = 0
for k in range(len(tmp_str)):
if (types[j] in tmp_str[k]):
tmp_tag += '-' + tmp_str[k].split('\"')[1]
find = 1
break
if (find == 0):
tmp_tag += '-NONE'
tmp_taggings.append('B-' + tmp_tag)
tagwords_length = len(tmp[i*2+1].split('>')[1].strip().split(' '))
for j in range(tagwords_length-1):
tmp_n.append(offset+j+1)
tmp_taggings.append('I-' + tmp_tag)
taggings.append(tmp_taggings)
n.append(tmp_n)
else:
taggings.append([])
n.append([-1])
final_tags = ""
for i in range(len(taggings)):
c = 0
tmp_tags = ''
for j in range(length[i]):
if (j in n[i]):
tmp_tags += taggings[i][c] + ' '
c += 1
else:
tmp_tags += 'O '
final_tags = tmp_tags
return final_lines, final_tags
def parse_one_json(json_dir,speaker_list,f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13,f14,f15,intype):
with open(json_dir + '/label.json', 'r') as jsonfile:
data = json.load(jsonfile)
sentences = []
counter = 0
step_pref_guide = []
step_pref_tourist = []
nl_pref_guide = []
nl_pref_tourist = []
nl_pref = ""
i_pref_guide = []
i_pref_tourist = []
i_pref = ""
s_pref_guide = []
s_pref_tourist = []
s_pref = ""
speaker = ""
empty = "Empty"
for i in range(args.len):
step_pref_tourist.append(args.len-i)
step_pref_guide.append(args.len-i)
i_pref_tourist.append("None-none")
s_pref_tourist.append('O')
i_pref_guide.append("None-none")
s_pref_guide.append('O')
nl_pref_guide.append(empty)
nl_pref_tourist.append(empty)
for line in data["utterances"]:
speaker_info = speaker_list[counter]
counter += 1
for i in range(len(line["semantic_tagged"])):
"""
SAP solo training, full information for SAP
sentence = "guide_act-"+ speaker_info["guide_act"] + " "
sentence += "initiativity-" + speaker_info["initiativity"] + " "
sentence += "target_bio-" + speaker_info["target_bio"] + " "
sentence += "topic-" + speaker_info["topic"] + " "
sentence += "tourist_act-" + speaker_info["tourist_act"] + " "
sentence += "speaker-" + speaker_info["speaker"] + " "
"""
sentence = line["semantic_tagged"][i].encode('utf-8')
final_line, final_tag = parse_tagging([sentence])
# sentence += line["speech_act"][i]["act"] + " "
# for attr in line["speech_act"][i]["attributes"]:
# if attr == "":
# attr = "MAIN"
# sentence += attr + " "
intent = ""
if line["speech_act"][i]["act"] == "":
intent = "None"
else:
intent = line["speech_act"][i]["act"].strip()
for attr in line["speech_act"][i]["attributes"]:
attr = attr.strip()
if attr == "":
attr = 'none'
intent += "-" + attr
if final_line.strip() == "":
nl_pref = "Empty"
else:
nl_pref = final_line
i_pref = intent
s_pref = final_tag
speaker = speaker_info["speaker"].strip()
if intype == "train":
for s in nl_pref_tourist:
f1.write(s + " ***next*** ")
for s in nl_pref_guide:
f1.write(s + " ***next*** ")
f1.write(nl_pref + " ***next*** \n")
for s in s_pref_tourist:
f5.write(s + " ***next*** ")
for s in s_pref_guide:
f5.write(s + " ***next*** ")
f5.write(s_pref + " ***next*** \n")
for s in i_pref_tourist:
f9.write(s + " ***next*** ")
for s in i_pref_guide:
f9.write(s + " ***next*** ")
f9.write(i_pref + " ***next*** \n")
for s in step_pref_tourist:
f13.write(str(s) + " ***next*** ")
for s in step_pref_guide:
f13.write(str(s) + " ***next*** ")
f13.write('0' + " ***next*** \n")
f4.write(speaker+'\n')
elif intype == "test":
for s in nl_pref_tourist:
f2.write(s + " ***next*** ")
for s in nl_pref_guide:
f2.write(s + " ***next*** ")
f2.write(nl_pref + " ***next*** \n")
for s in s_pref_tourist:
f6.write(s + " ***next*** ")
for s in s_pref_guide:
f6.write(s + " ***next*** ")
f6.write(s_pref + " ***next*** \n")
for s in i_pref_tourist:
f10.write(s + " ***next*** ")
for s in i_pref_guide:
f10.write(s + " ***next*** ")
f10.write(i_pref + " ***next*** \n")
for s in step_pref_tourist:
f14.write(str(s) + " ***next*** ")
for s in step_pref_guide:
f14.write(str(s) + " ***next*** ")
f14.write('0' + " ***next*** \n")
f8.write(speaker+'\n')
else:
for s in nl_pref_tourist:
f3.write(s + " ***next*** ")
for s in nl_pref_guide:
f3.write(s + " ***next*** ")
f3.write(nl_pref + " ***next*** \n")
for s in s_pref_tourist:
f7.write(s + " ***next*** ")
for s in s_pref_guide:
f7.write(s + " ***next*** ")
f7.write(s_pref + " ***next*** \n")
for s in i_pref_tourist:
f11.write(s + " ***next*** ")
for s in i_pref_guide:
f11.write(s + " ***next*** ")
f11.write(i_pref + " ***next*** \n")
for s in step_pref_tourist:
f15.write(str(s) + " ***next*** ")
for s in step_pref_guide:
f15.write(str(s) + " ***next*** ")
f15.write('0' + " ***next*** \n")
f12.write(speaker+'\n')
if speaker.strip() == "Tourist":
nl_pref_tourist = nl_pref_tourist[1:]
i_pref_tourist = i_pref_tourist[1:]
s_pref_tourist = s_pref_tourist[1:]
step_pref_tourist = step_pref_tourist[1:]
nl_pref_tourist.append(nl_pref)
i_pref_tourist.append(i_pref)
s_pref_tourist.append(s_pref)
step_pref_tourist.append(0)
else:
nl_pref_guide = nl_pref_guide[1:]
i_pref_guide = i_pref_guide[1:]
s_pref_guide = s_pref_guide[1:]
step_pref_guide = step_pref_guide[1:]
nl_pref_guide.append(nl_pref)
i_pref_guide.append(i_pref)
s_pref_guide.append(s_pref)
step_pref_guide.append(0)
for n in range(len(step_pref_tourist)):
step_pref_tourist[n] = step_pref_tourist[n] + 1
step_pref_guide[n] = step_pref_guide[n] + 1
def sent_2_speaker(json_dir):
with open(json_dir + '/log.json', 'r') as jsonfile:
data = json.load(jsonfile)
speaker = []
for line in data["utterances"]:
info = dict()
if "guide_act" in line["segment_info"]:
info["guide_act"] = line["segment_info"]["guide_act"]
else:
info["guide_act"] = ""
if "initiativity" in line["segment_info"]:
info["initiativity"] = line["segment_info"]["initiativity"]
else:
info["initiativity"] = ""
if "target_bio" in line["segment_info"]:
info["target_bio"] = line["segment_info"]["target_bio"]
else:
info["target_bio"] = ""
if "topic" in line["segment_info"]:
info["topic"] = line["segment_info"]["topic"]
else:
info["topic"] = ""
if "tourist_act" in line["segment_info"]:
info["tourist_act"] = line["segment_info"]["tourist_act"]
else:
info["tourist_act"] = ""
info["speaker"] = line["speaker"]
speaker.append(info)
return speaker
FinalLines = []
FinalTags = []
finalintent = []
f1 = open('./Data/train/seq.in','w')
f2 = open('./Data/test/seq.in','w')
f3 = open('./Data/valid/seq.in','w')
f4 = open('./Data/train/talker','w')
f5 = open('./Data/train/seq.out','w')
f6 = open('./Data/test/seq.out','w')
f7 = open('./Data/valid/seq.out','w')
f8 = open('./Data/test/talker','w')
f9 = open('./Data/train/intent','w')
f10 = open('./Data/test/intent','w')
f11 = open('./Data/valid/intent','w')
f12 = open('./Data/valid/talker','w')
f13 = open('./Data/train/info','w')
f14 = open('./Data/test/info','w')
f15 = open('./Data/valid/info','w')
#train_dir = ['001','002','003','004','006','007','008','009','010','011','012','013','016','017','019','020','021','022','023','024','025','026','028','030','031','032','033','035','039','040','041','047','048','052','053']
train_4 = ['001','002','003','004','006','007','008','009','010','012','013','017','019','022']
test_4 = ['021','023','024','030','033','035','041','047','048']
dev_4 = ['011','016','020','025','026','028']
for i in range(len(test_4)):
json_dir = './dstc4/'
if (not os.path.exists( json_dir +test_4[i] +'/label.json')):
print ('dir error')
else:
speaker_list = sent_2_speaker(json_dir + test_4[i])
parse_one_json(json_dir + test_4[i],speaker_list,f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13,f14,f15,"test")
for i in range(len(train_4)):
json_dir = './dstc4/'
if (not os.path.exists( json_dir +train_4[i] +'/label.json')):
print ('dir error')
else:
speaker_list = sent_2_speaker(json_dir + train_4[i])
parse_one_json(json_dir + train_4[i],speaker_list,f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13,f14,f15,"train")
for i in range(len(dev_4)):
json_dir = './dstc4/'
if (not os.path.exists( json_dir +dev_4[i] +'/label.json')):
print ('dir error')
else:
speaker_list = sent_2_speaker(json_dir + dev_4[i])
parse_one_json(json_dir + dev_4[i],speaker_list,f1,f2,f3,f4,f5,f6,f7,f8,f9,f10,f11,f12,f13,f14,f15,"dev")