shuttie commited on
Commit
0eed336
0 Parent(s):

initial commit

Browse files
.gitattributes ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ *.zst filter=lfs diff=lfs merge=lfs -text
2
+ *.gz filter=lfs diff=lfs merge=lfs -text
.gitignore ADDED
@@ -0,0 +1,2 @@
 
 
 
1
+ .venv
2
+ .mypy_cache
README.md ADDED
@@ -0,0 +1,77 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ language:
3
+ - en
4
+ license: apache-2.0
5
+ tags:
6
+ - text
7
+ pretty_name: "BFHND: Big Hard Negatives Dataset (1M sample)"
8
+ size_categories:
9
+ - "100K<n<1M"
10
+ source_datasets:
11
+ - "BeIR"
12
+ task_categories:
13
+ - sentence-similarity
14
+ dataset_info:
15
+ config_name: default
16
+ features:
17
+ - name: query
18
+ dtype: string
19
+ - name: positive
20
+ sequence: string
21
+ - name: negative
22
+ sequence: string
23
+ splits:
24
+ - name: train
25
+ num_bytes: 226515502
26
+ num_examples: 1000000
27
+ train-eval-index:
28
+ - config: default
29
+ task: sentence-similarity
30
+ splits:
31
+ train_split: train
32
+ configs:
33
+ - config_name: default
34
+ data_files:
35
+ - split: train
36
+ path: "data/train/*"
37
+ ---
38
+
39
+ # Big Hard Negatives Dataset
40
+
41
+ A dataset for training embedding models for semantic search.
42
+
43
+ TODO: add desc
44
+
45
+ A dataset in a [nixietune](https://github.com/nixiesearch/nixietune) compatible format:
46
+
47
+ ```json
48
+ {
49
+ "query": ")what was the immediate impact of the success of the manhattan project?",
50
+ "pos": [
51
+ "The presence of communication amid scientific minds was equally important to the success of the Manhattan Project as scientific intellect was. The only cloud hanging over the impressive achievement of the atomic researchers and engineers is what their success truly meant; hundreds of thousands of innocent lives obliterated."
52
+ ],
53
+ "neg": [
54
+ "Abstract. The pivotal engineering and scientific success of the Twentieth century was the Manhattan Project. The Manhattan Project assimilated concepts and leaders from all scientific fields and engineering disciplines to construct the first two atomic bombs.",
55
+ "The pivotal engineering and scientific success of the Twentieth century was the Manhattan Project. The Manhattan Project assimilated concepts and leaders from all scientific fields and engineering disciplines to construct the first two atomic bombs."
56
+ ]
57
+ }
58
+ ```
59
+
60
+ ## Usage
61
+
62
+ To use with HF datasets:
63
+
64
+ ```bash
65
+ pip install datasets zstandard
66
+ ```
67
+
68
+ ```python
69
+ from datasets import load_dataset
70
+
71
+ data = load_dataset('nixiesearch/bfhardneg-small')
72
+ print(data["train"].features)
73
+ ```
74
+
75
+ ## License
76
+
77
+ Apache 2.0
data/train/train-00.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d7006461963fcd61c48d18171b7840f46bb93f4616636427ed2aed9daea8c329
3
+ size 1090306230
data/train/train-01.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b270b57fc9b25838de545a4e93e6ab7bdfd1ce9b5c82178c5589ee5add5db57b
3
+ size 1091378822
data/train/train-02.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:63a5347d308f9bbed82981668020c743a0ca19ec20334cbd7bd3a36545a17512
3
+ size 1088354408
data/train/train-03.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fe9a48b3975bcd327826a68bf802f79d235b5d7c9398daa13f88dd1c337be106
3
+ size 1092512290
data/train/train-04.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2f6607f9491f0133c98a1727b9b3e6982f95be851da031cf076d9352ab8d2812
3
+ size 1089318147
data/train/train-05.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:687dfd02884287244ed9ddecc40ca93b9ee7112ad017bc7c194af6e7814062b6
3
+ size 1093943242
data/train/train-06.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cb108d2048cc1d5f0b3aec91415c6f1b192d3c138735d3748fb3df95b15fc244
3
+ size 1094984237
data/train/train-07.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:efae0f139f1058184911cc14b8fd5f028576346c38ffac9900ce92a45a15d411
3
+ size 1086582891
data/train/train-08.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:fbc06eb519a15a1c0926ae01c157644bcf6bf1b609fe39ec6f53cd191a940a64
3
+ size 1085791191
data/train/train-09.jsonl.zst ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:86440aa117609ced076d215c53865620f39ba4cbee24a067bf48a2dbef0384dd
3
+ size 1086895945