emrgnt-cmplxty commited on
Commit
4031401
1 Parent(s): 168eb4b

Add open serp script

Browse files
Files changed (1) hide show
  1. OpenSERP-v1.py +58 -0
OpenSERP-v1.py ADDED
@@ -0,0 +1,58 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from datasets import (
2
+ DatasetBuilder,
3
+ GeneratorBasedBuilder,
4
+ DatasetInfo,
5
+ Sequence,
6
+ Split,
7
+ SplitGenerator,
8
+ DownloadManager,
9
+ Features,
10
+ Value,
11
+ Version,
12
+ )
13
+ import os
14
+
15
+
16
+ _DESCRIPTION = """\
17
+ OpenSERP-v1 is a large dataset of over one billion embeddings designed to power a webscale information retrieval systems.
18
+ """
19
+
20
+
21
+ class MyDataset(GeneratorBasedBuilder):
22
+ VERSION = Version("1.0.0")
23
+
24
+ def _info(self):
25
+ return DatasetInfo(
26
+ description=_DESCRIPTION,
27
+ # Specify dataset features here
28
+ features=Features(
29
+ {
30
+ "id": Value("string"),
31
+ "url": Value("string"),
32
+ "title": Value("string"),
33
+ "metadata": Value("string"),
34
+ "dataset": Value("string"),
35
+ "text_chunks": Sequence(Value("string")),
36
+ "embeddings": Sequence(Value("float")),
37
+ }
38
+ ),
39
+ )
40
+
41
+ def _split_generators(self, dl_manager: DownloadManager):
42
+ # Define dataset splits and where to find them
43
+ return [
44
+ SplitGenerator(
45
+ name=Split.TRAIN,
46
+ gen_kwargs={"filepath": "arxiv"},
47
+ ),
48
+ # Add other splits/folders as needed
49
+ ]
50
+
51
+ def _generate_examples(self, filepath):
52
+ # Generate data examples from files
53
+ for filename in os.listdir(filepath):
54
+ file_path = os.path.join(filepath, filename)
55
+ with open(file_path, encoding="utf-8") as f:
56
+ data = f.read()
57
+ # Process and yield each example
58
+ yield filename, {"text": data}