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proc_datasets.py
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proc_datasets.py
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import re
import argparse
from io import open
def process_cprag(tsvfile,mask_tok=True):
hldict = {}
inputlist = []
inputlist_shuf = []
inputlist_nw = []
inputlist_shufnw = []
tgtlist = []
cleancsv = []
with open(tsvfile) as f:
i = 0
for line in f:
if len(line.strip('\t')) < 2: continue
it,sent1,sent2,exp,wc,bc,constraint = line.strip().split('\t')
if it == 'item': continue
context = ' '.join([sent1,sent2])
for tgt,cond in ((exp,'exp'),(wc,'wc'),(bc,'bc')):
hldict[i] = {}
if mask_tok:
inputlist.append(context + ' [MASK]')
else:
inputlist.append(context)
tgtlist.append(tgt)
hldict[i]['constraint'] = constraint
hldict[i]['tgt'] = tgt
hldict[i]['sent'] = {}
hldict[i]['sent'] = context
hldict[i]['item'] = it
hldict[i]['exp'] = [exp]
hldict[i]['cond'] = cond
i += 1
return inputlist,tgtlist,hldict
def process_role(tsvfile,mask_tok=True,gen_obj=False,gen_subj=False):
inputlist = []
tgtlist = []
clozedict = {}
clozelist = []
i = 0
with open(tsvfile,'r') as f:
for line in f:
linesplit = line.strip().split('\t')
item = linesplit[0]
if item == 'item' or len(linesplit) < 1:
continue
itemnum,condition = item.split('-')
sent = linesplit[1]
exp = linesplit[2].split('|')
maxcloze = float(linesplit[3])
tgt = linesplit[4].strip().split()[0]
tgtcloze = float(linesplit[5])
tgtcloze_strict = float(linesplit[6])
if gen_obj:
sent = re.sub('which .* the','which one the',sent)
if gen_subj:
sent = re.sub('which (.*) the .* had','which \g<1> the other had',sent)
clozedict[i] = {}
if mask_tok:
context = sent + ' [MASK]'
else:
context = sent
if context in inputlist:
for item in clozedict:
if clozedict[item]['sent'] == context:
clozedict[i]['maxcloze'] = maxcloze
break
else:
clozedict[i]['maxcloze'] = maxcloze
inputlist.append(context)
tgtlist.append(tgt)
clozedict[i]['sent'] = context
clozedict[i]['tgt'] = tgt
clozedict[i]['cond'] = condition
clozedict[i]['item'] = itemnum
clozedict[i]['tgtcloze'] = tgtcloze
clozedict[i]['tgtcloze_strict'] = tgtcloze_strict
clozedict[i]['exp'] = exp
clozelist.append(maxcloze)
i += 1
return inputlist,tgtlist,(clozedict,clozelist)
def process_negsimp(tsvfile,mask_tok=True):
nkdict = {}
inputlist = []
tgtlist = []
i = 0
csvclean = []
with open(tsvfile,'r') as f:
for line in f:
it,affsent,negsent,afftgt,negtgt = [e.strip() for e in line.strip().split('\t')]
affsent = re.sub(' \(.+\)','',affsent)
negsent = re.sub(' \(.+\)','',negsent)
if it == 'item': continue
for sent,tgt,cond in [(affsent,afftgt,'TA'),(negsent,afftgt,'FN'),(affsent,negtgt,'FA'),(negsent,negtgt,'TN')]:
nkdict[i] = {}
if re.match('[aeiou]',tgt): det = 'an'
else: det = 'a'
if mask_tok:
context = ' '.join([sent,det,'[MASK]'])
else:
context = ' '.join([sent,det])
nkdict[i]['sent'] = context
nkdict[i]['tgt'] = tgt
nkdict[i]['item'] = it
nkdict[i]['cond'] = cond
if cond in ('TA','FA'):
nkdict[i]['exp'] = [afftgt]
else:
nkdict[i]['exp'] = [negtgt]
inputlist.append(context)
tgtlist.append(tgt)
i += 1
return inputlist,tgtlist,nkdict
def process_negnat(tsvfile,mask_tok=True):
nkdict = {}
inputlist = []
tgtlist = []
i = 0
with open(tsvfile,'r') as f:
for line in f:
it,affsent,negsent,afftgt,negtgt,lic = [e.strip() for e in line.strip().split('\t')]
if it == 'item': continue
for sent,tgt,cond in [(affsent,afftgt,'TA'),(negsent,afftgt,'FN'),(affsent,negtgt,'FA'),(negsent,negtgt,'TN')]:
nkdict[i] = {}
if mask_tok:
context = sent + ' [MASK]'
else:
context = sent
nkdict[i]['sent'] = context
nkdict[i]['tgt'] = tgt
nkdict[i]['item'] = it
nkdict[i]['cond'] = cond
nkdict[i]['licensing'] = lic
if cond in ('TA','FA'):
nkdict[i]['exp'] = [afftgt]
else:
nkdict[i]['exp'] = [negtgt]
inputlist.append(context)
tgtlist.append(tgt)
i += 1
return inputlist,tgtlist,nkdict
def get_acc(scorelist):
if len(scorelist) == 0:
acc = 0
else:
acc = float(sum(scorelist))/len(scorelist)
return acc
if __name__ == "__main__":
parser = argparse.ArgumentParser()
parser.add_argument("--outputdir",default=None, type=str)
parser.add_argument("--cprag_stim", default=None, type=str)
parser.add_argument("--role_stim", default=None, type=str)
parser.add_argument("--negsimp_stim", default=None, type=str)
parser.add_argument("--negnat_stim", default=None, type=str)
parser.add_argument("--add_mask_tok", action="store_true")
args = parser.parse_args()
testlist = [
(args.cprag_stim, process_cprag,'cprag'),
(args.role_stim, process_role,'role'),
(args.negsimp_stim, process_negsimp,'negsimp'),
(args.negnat_stim, process_negnat,'negnat')
]
for stimfile,process_func,out_pref in testlist:
if not stimfile: continue
inputlist,tgtlist,_ = process_func(stimfile,mask_tok=args.add_mask_tok)
with open(args.outputdir+'/%s-contextlist'%out_pref,'w') as out:
out.write('\n'.join(inputlist))
with open(args.outputdir+'/%s-targetlist'%out_pref,'w') as out:
out.write('\n'.join(tgtlist))