import json import random from lm_eval.base import Dataset from ..utils import sh class PiQA(Dataset): def __init__(self): self.download() def download(self): #pass #TODO: don't download if files already there sh(""" mkdir -p data/piqa wget https://yonatanbisk.com/piqa/data/train.jsonl -O data/piqa/piqa-train.jsonl wget https://yonatanbisk.com/piqa/data/train-labels.lst -O data/piqa/piqa-train-labels.lst wget https://yonatanbisk.com/piqa/data/valid.jsonl -O data/piqa/piqa-valid.jsonl wget https://yonatanbisk.com/piqa/data/valid-labels.lst -O data/piqa/piqa-valid-labels.lst wget https://yonatanbisk.com/piqa/data/tests.jsonl -O data/piqa/piqa-test.jsonl """) def has_training_docs(self): return True def has_validation_docs(self): return True def has_test_docs(self): return True def load_docs(self, textfilename, labelfilename): if labelfilename != None: return zip([json.loads(entry) for entry in list(open(textfilename,'r'))],list(open(labelfilename, 'r'))) else: return [json.loads(entry) for entry in list(open(textfilename,'r'))] def training_docs(self): return self.load_docs('data/piqa/piqa-train.jsonl', 'data/piqa/piqa-train-labels.lst') def validation_docs(self): return self.load_docs('data/piqa/piqa-valid.jsonl', 'data/piqa/piqa-valid-labels.lst') def test_docs(self): return self.load_docs('data/piqa/piqa-test.jsonl', None) def fewshot_description(self): pass def doc_to_text(self, doc, include_target=True): if include_target: rightanswer = int(doc[1][0])+1 return ''.join([doc[0]['goal'],' ',doc[0]['sol'+str(rightanswer)]]) #TODO: check if oa uses newline return doc['goal'] + ' ' def evaluate(self, docs, lm): pass