add Aleph-Alpha-GermanWeb-Quality-Classifier-fastText model
Browse files
README.md
ADDED
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
---
|
2 |
+
language:
|
3 |
+
- de
|
4 |
+
library_name: fasttext
|
5 |
+
---
|
6 |
+
# Aleph-Alpha-GermanWeb-Quality-Classifier-fastText
|
7 |
+
|
8 |
+
## Example Snippet
|
9 |
+
|
10 |
+
```python
|
11 |
+
import fasttext
|
12 |
+
from huggingface_hub import hf_hub_download
|
13 |
+
|
14 |
+
|
15 |
+
model_path = hf_hub_download(repo_id="Aleph-Alpha/Aleph-Alpha-Quality-Classifier-fastText", filename="model.bin")
|
16 |
+
model = fasttext.load_model(model_path)
|
17 |
+
|
18 |
+
text = "Das ist ein Beispieltext, um die Qualität zu überprüfen."
|
19 |
+
|
20 |
+
pre_processed_document = text.replace("\n", " ")
|
21 |
+
|
22 |
+
predicted_class, prob = model.predict(pre_processed_document)
|
23 |
+
predicted_label = predicted_class[0].replace("__label__", "")
|
24 |
+
document_score = prob[0]
|
25 |
+
# similar to https://github.com/NVIDIA/NeMo-Curator/blob/31c8171434205e62f6a7d38565ffd9cb4c2806b7/nemo_curator/filters/classifier_filter.py#L47 , the document score is defined as the probability of the predicted class is the predicted label is 'high quality', otherwise it is 1 - document_score
|
26 |
+
|
27 |
+
if predicted_label != "high_quality":
|
28 |
+
document_score = 1 - document_score
|
29 |
+
|
30 |
+
print(predicted_label, document_score)
|
31 |
+
```
|
model.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:5983edf3f6988b199654a6f39489b72df65800eabe135986ed35cd24f758523f
|
3 |
+
size 2471945221
|