swardiantara
commited on
Upload 2 files
Browse filesUpdate readme.md and attach the concept of the idea for illustration.
- README.md +49 -3
- concept.png +0 -0
README.md
CHANGED
@@ -1,3 +1,49 @@
|
|
1 |
-
---
|
2 |
-
|
3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
pipeline_tag: token-classification
|
3 |
+
tags:
|
4 |
+
- albert-base-v2
|
5 |
+
- sequence-labelling
|
6 |
+
- event-recognition
|
7 |
+
|
8 |
+
---
|
9 |
+
|
10 |
+
# ADFLER-albert-base-v2
|
11 |
+
|
12 |
+
This is an [albert-base-v2](https://huggingface.co/albert/albert-base-v2) model fine-tuned on a collection of drone flight log messages: It performs log event recognition by assigning NER tag to each token within the input message using the BIOES tagging scheme.
|
13 |
+
|
14 |
+
For more detailed information about the model, please refer to the Albert's model card.
|
15 |
+
|
16 |
+
<!--- Describe your model here -->
|
17 |
+
|
18 |
+
## Intended Use
|
19 |
+
![Description of Image](./concept.png)
|
20 |
+
- Use to split log records into sentences as well as detecting if the sentence is an event message or not.
|
21 |
+
- This model is trained diverse drone log messages from various models acquired from [Air Data](https://app.airdata.com/wiki/Notifications/)
|
22 |
+
## Usage (Transformers)
|
23 |
+
|
24 |
+
Using this model becomes easy when you have [transformers](https://www.SBERT.net) installed:
|
25 |
+
|
26 |
+
```
|
27 |
+
pip install -U transformers
|
28 |
+
```
|
29 |
+
|
30 |
+
Then you can use the model like this:
|
31 |
+
|
32 |
+
```python
|
33 |
+
from transformers import pipeline
|
34 |
+
model = pipeline('ner', model='swardiantara/ADFLER-albert-base-v2')
|
35 |
+
|
36 |
+
model("Unknown Error, Cannot Takeoff. Contact DJI support.")
|
37 |
+
```
|
38 |
+
|
39 |
+
## Citing & Authors
|
40 |
+
```bibtex
|
41 |
+
@misc{albert_ner_model,
|
42 |
+
author={Silalahi, Swardiantara and Ahmad, Tohari and Studiawan, Hudan},
|
43 |
+
title = {ALBERT Model for Drone Flight Log Event Recognition},
|
44 |
+
year = {2024},
|
45 |
+
publisher = {Hugging Face},
|
46 |
+
journal = {Hugging Face Hub}
|
47 |
+
}
|
48 |
+
```
|
49 |
+
<!--- Describe where people can find more information -->
|
concept.png
ADDED