Create README.md
Browse files
README.md
ADDED
@@ -0,0 +1,56 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
inference: false
|
3 |
+
language:
|
4 |
+
- bg
|
5 |
+
license: mit
|
6 |
+
datasets:
|
7 |
+
- oscar
|
8 |
+
- chitanka
|
9 |
+
- wikipedia
|
10 |
+
tags:
|
11 |
+
- torch
|
12 |
+
---
|
13 |
+
|
14 |
+
# BERT BASE (cased)
|
15 |
+
|
16 |
+
Pretrained model on Bulgarian language using a masked language modeling (MLM) objective. It was introduced in
|
17 |
+
[this paper](https://arxiv.org/abs/1810.04805) and first released in
|
18 |
+
[this repository](https://github.com/google-research/bert). This model is cased: it does make a difference
|
19 |
+
between bulgarian and Bulgarian. The training data is Bulgarian text from [OSCAR](https://oscar-corpus.com/post/oscar-2019/), [Chitanka](https://chitanka.info/) and [Wikipedia](https://bg.wikipedia.org/).
|
20 |
+
|
21 |
+
### How to use
|
22 |
+
|
23 |
+
Here is how to use this model in PyTorch:
|
24 |
+
|
25 |
+
```python
|
26 |
+
>>> from transformers import pipeline
|
27 |
+
>>>
|
28 |
+
>>> model = pipeline(
|
29 |
+
>>> 'fill-mask',
|
30 |
+
>>> model='rmihaylov/bert-base-bg',
|
31 |
+
>>> tokenizer='rmihaylov/bert-base-bg',
|
32 |
+
>>> device=0,
|
33 |
+
>>> revision=None)
|
34 |
+
>>> output = model("София е [MASK] на България.")
|
35 |
+
>>> print(output)
|
36 |
+
|
37 |
+
[{'score': 0.12665307521820068,
|
38 |
+
'sequence': 'София е столица на България.',
|
39 |
+
'token': 2659,
|
40 |
+
'token_str': 'столица'},
|
41 |
+
{'score': 0.07470757514238358,
|
42 |
+
'sequence': 'София е Перлата на България.',
|
43 |
+
'token': 102146,
|
44 |
+
'token_str': 'Перлата'},
|
45 |
+
{'score': 0.06786204129457474,
|
46 |
+
'sequence': 'София е Столицата на България.',
|
47 |
+
'token': 45495,
|
48 |
+
'token_str': 'Столицата'},
|
49 |
+
{'score': 0.05533991754055023,
|
50 |
+
'sequence': 'София е Столица на България.',
|
51 |
+
'token': 100524,
|
52 |
+
'token_str': 'Столица'},
|
53 |
+
{'score': 0.05485989898443222,
|
54 |
+
'sequence': 'София е столицата на България.',
|
55 |
+
'token': 2294,
|
56 |
+
'token_str': 'столицата'}]
|