rajivmehtapy
commited on
Commit
•
2a62cc4
1
Parent(s):
9f5bd91
Upload reddit-builder-config.py
Browse files- reddit-builder-config.py +72 -0
reddit-builder-config.py
ADDED
@@ -0,0 +1,72 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
import json
|
2 |
+
|
3 |
+
import datasets
|
4 |
+
from datasets.tasks import QuestionAnsweringExtractive
|
5 |
+
|
6 |
+
|
7 |
+
logger = datasets.logging.get_logger(__name__)
|
8 |
+
|
9 |
+
|
10 |
+
_CITATION = """\
|
11 |
+
@article{2016arXiv160605250R,
|
12 |
+
author = {{Rajpurkar}, Pranav and {Zhang}, Jian and {Lopyrev},
|
13 |
+
Konstantin and {Liang}, Percy},
|
14 |
+
title = "{SQuAD: 100,000+ Questions for Machine Comprehension of Text}",
|
15 |
+
journal = {arXiv e-prints},
|
16 |
+
year = 2016,
|
17 |
+
eid = {arXiv:1606.05250},
|
18 |
+
pages = {arXiv:1606.05250},
|
19 |
+
archivePrefix = {arXiv},
|
20 |
+
eprint = {1606.05250},
|
21 |
+
}
|
22 |
+
"""
|
23 |
+
|
24 |
+
_DESCRIPTION = """\
|
25 |
+
Demo...
|
26 |
+
"""
|
27 |
+
|
28 |
+
_URL = "https://github.com/rajivmehtaflex/PythonExp/raw/main/HFDatasets/reddit_data.tar.gz"
|
29 |
+
|
30 |
+
|
31 |
+
class RedditTopicsTargz(datasets.GeneratorBasedBuilder):
|
32 |
+
"""SQUAD: The Stanford Question Answering Dataset. Version 1.1."""
|
33 |
+
def _info(self):
|
34 |
+
return datasets.DatasetInfo(
|
35 |
+
description=_DESCRIPTION,
|
36 |
+
features=datasets.Features(
|
37 |
+
{
|
38 |
+
"sub": datasets.Value("string"),
|
39 |
+
"title": datasets.Value("string"),
|
40 |
+
"selftext": datasets.Value("string"),
|
41 |
+
"upvote_ratio": datasets.Value("float32"),
|
42 |
+
"id": datasets.Value("string"),
|
43 |
+
"created_utc": datasets.Value("float32"),
|
44 |
+
}
|
45 |
+
),
|
46 |
+
# No default supervised_keys (as we have to pass both question
|
47 |
+
# and context as input).
|
48 |
+
supervised_keys=None,
|
49 |
+
homepage="https://github.com/rajivmehtapy/",
|
50 |
+
citation=_CITATION,
|
51 |
+
)
|
52 |
+
|
53 |
+
def _split_generators(self, dl_manager):
|
54 |
+
path = dl_manager.download_and_extract(_URL)
|
55 |
+
|
56 |
+
return [
|
57 |
+
datasets.SplitGenerator(
|
58 |
+
name=datasets.Split.TRAIN,
|
59 |
+
gen_kwargs={"filepath": path+'/reddit_data.jsonl'}
|
60 |
+
),
|
61 |
+
]
|
62 |
+
|
63 |
+
def _generate_examples(self, filepath):
|
64 |
+
"""This function returns the examples in the raw (text) form."""
|
65 |
+
idx = 0
|
66 |
+
# open the file and read the lines
|
67 |
+
with open(filepath, encoding="utf-8") as fp:
|
68 |
+
for line in fp:
|
69 |
+
# load json line
|
70 |
+
obj = json.loads(line)
|
71 |
+
yield idx, obj
|
72 |
+
idx += 1
|