Datasets:

Languages:
English
ArXiv:
Tags:
math
zhangir-azerbayev commited on
Commit
4e223b3
1 Parent(s): 0a04f15

Revert "Fix Dataset Viewer (#2)"

Browse files

This reverts commit 0a04f150620ad256bc01da0e83a85e4df0701186.

Files changed (2) hide show
  1. README.md +0 -25
  2. proof-pile-2.py +157 -0
README.md CHANGED
@@ -7,31 +7,6 @@ tags:
7
  - math
8
  size_categories:
9
  - 10B<n<100B
10
- configs:
11
- - config_name: arxiv
12
- data_files:
13
- - split: train
14
- path: arxiv/train/*.jsonl.zst
15
- - split: validation
16
- path: arxiv/validation/*.jsonl.zst
17
- - split: test
18
- path: arxiv/test/*.jsonl.zst
19
- - config_name: open-web-math
20
- data_files:
21
- - split: train
22
- path: open-web-math/train/*.jsonl.zst
23
- - split: validation
24
- path: open-web-math/validation/*.jsonl.zst
25
- - split: test
26
- path: open-web-math/test/*.jsonl.zst
27
- - config_name: algebraic-stack
28
- data_files:
29
- - split: train
30
- path: algebraic-stack/train/*.jsonl.zst
31
- - split: validation
32
- path: algebraic-stack/validation/*.jsonl.zst
33
- - split: test
34
- path: algebraic-stack/test/*.jsonl.zst
35
  ---
36
  <img src="proofpile_logo.jpg" width="500">
37
 
 
7
  - math
8
  size_categories:
9
  - 10B<n<100B
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
10
  ---
11
  <img src="proofpile_logo.jpg" width="500">
12
 
proof-pile-2.py ADDED
@@ -0,0 +1,157 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import json
2
+ import os
3
+ import zstandard as zstd
4
+
5
+ import datasets
6
+
7
+ _CITATION="""\
8
+ @article{azerbayev2023llemma,
9
+ title={Llemma: an open language model for mathematics},
10
+ author={Zhangir Azerbayev and Hailey Schoelkopf and Keiran Paster and Marco Dos Santos and Stephen McAleer and Albert Q. Jiang and Jia Deng and Stella Biderman and Sean Welleck},
11
+ eprint={xyz.xyz},
12
+ archivePrefix={arXiv}
13
+ year={2023}
14
+ }
15
+ """
16
+
17
+ _DESCRIPTION = """\
18
+ A dataset of high quality mathematical text. """
19
+ _HOMEPAGE = "https://github.com/EleutherAI/math-lm"
20
+
21
+
22
+ SPLITS = ["train", "validation", "test"]
23
+
24
+ _DATA_PATHS = {
25
+ "arxiv": {
26
+ split: [f'arxiv/{split}/arXiv_{str(i).zfill(3)}.jsonl.zst' for i in range(100)]
27
+ for split in SPLITS
28
+ },
29
+ "open-web-math": {
30
+ split: [
31
+ os.path.join(f"open-web-math/{split}", filename)
32
+ for filename in os.listdir(f"open-web-math/{split}")
33
+ ]
34
+ for split in SPLITS
35
+ },
36
+ "algebraic-stack": {
37
+ split: [
38
+ os.path.join(f"algebraic-stack/{split}", filename)
39
+ for filename in os.listdir(f"algebraic-stack/{split}")
40
+ ]
41
+ for split in SPLITS
42
+ }
43
+ }
44
+
45
+ class ProofPile2Config(datasets.BuilderConfig):
46
+ """BuilderConfig for RedPajama sample."""
47
+
48
+ def __init__(self, *args, subsets, **kwargs):
49
+ """BuilderConfig for ProofPile2.
50
+ Args:
51
+ **kwargs: keyword arguments forwarded to super.
52
+ """
53
+ super(ProofPile2Config, self).__init__(**kwargs)
54
+ self.subsets = subsets
55
+
56
+
57
+ class ProofPile2(datasets.GeneratorBasedBuilder):
58
+ """A large dataset of mathematical text."""
59
+ VERSION = datasets.Version("1.1.0")
60
+
61
+ # This is an example of a dataset with multiple configurations.
62
+ # If you don't want/need to define several sub-sets in your dataset,
63
+ # just remove the BUILDER_CONFIG_CLASS and the BUILDER_CONFIGS attributes.
64
+
65
+ # If you need to make complex sub-parts in the datasets with configurable options
66
+ # You can create your own builder configuration class to store attribute, inheriting from ProofPile2Config
67
+ # BUILDER_CONFIG_CLASS = MyBuilderConfig
68
+
69
+ # You will be able to load one or the other configurations in the following list with
70
+ # data = datasets.load_dataset('my_dataset', 'first_domain')
71
+ # data = datasets.load_dataset('my_dataset', 'second_domain')
72
+ BUILDER_CONFIGS = [
73
+ ProofPile2Config(
74
+ name='default',
75
+ subsets=list(_DATA_PATHS.keys()),
76
+ version=VERSION,
77
+ description="All subsets"
78
+ ),
79
+ ProofPile2Config(
80
+ name='arxiv',
81
+ subsets=["arxiv"],
82
+ version=VERSION,
83
+ description="ArXiv subset"
84
+ ),
85
+ ProofPile2Config(
86
+ name='open-web-math',
87
+ subsets=['open-web-math'],
88
+ version=VERSION,
89
+ description="OpenWebMath"
90
+ ),
91
+ ProofPile2Config(
92
+ name='algebraic-stack',
93
+ subsets=['algebraic-stack'],
94
+ version=VERSION,
95
+ description="Code subset"
96
+ ),
97
+ ]
98
+
99
+
100
+ def _info(self):
101
+ features = datasets.Features(
102
+ {
103
+ "text": datasets.Value("string"),
104
+ "meta": datasets.Value("string")
105
+ }
106
+ )
107
+ return datasets.DatasetInfo(
108
+ description=_DESCRIPTION,
109
+ features=features,
110
+ homepage=_HOMEPAGE,
111
+ citation=_CITATION,
112
+ )
113
+
114
+ def _split_generators(self, dl_manager):
115
+ return [
116
+ datasets.SplitGenerator(
117
+ name=datasets.Split.TRAIN,
118
+ # These kwargs will be passed to _generate_examples
119
+ gen_kwargs={
120
+ "data_files": list(map(
121
+ dl_manager.download,
122
+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["train"]]
123
+ )),
124
+ },
125
+ ),
126
+ datasets.SplitGenerator(
127
+ name=datasets.Split.VALIDATION,
128
+ # These kwargs will be passed to _generate_examples
129
+ gen_kwargs={
130
+ "data_files": list(map(
131
+ dl_manager.download,
132
+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["validation"]]
133
+ )),
134
+ },
135
+ ),
136
+ datasets.SplitGenerator(
137
+ name=datasets.Split.TEST,
138
+ gen_kwargs={
139
+ "data_files": list(map(
140
+ dl_manager.download,
141
+ [x for subset in self.config.subsets for x in _DATA_PATHS[subset]["test"]]
142
+ )),
143
+ },
144
+ ),
145
+ ]
146
+ # method parameters are unpacked from `gen_kwargs` as given in `_split_generators`
147
+ def _generate_examples(self, data_files):
148
+ key = 0
149
+ for name in data_files:
150
+ with zstd.open(open(name, "rb"), "rt", encoding="utf-8") as f:
151
+ for x in f.readlines():
152
+ instance = json.loads(x)
153
+ if instance:
154
+ if "meta" not in instance:
155
+ instance["meta"] = dict()
156
+ yield key, {"text": instance["text"], "meta": json.dumps(instance["meta"])}
157
+ key += 1