Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,76 @@
|
|
| 1 |
-
---
|
| 2 |
-
|
| 3 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
language:
|
| 3 |
+
- en
|
| 4 |
+
- de
|
| 5 |
+
- fr
|
| 6 |
+
- es
|
| 7 |
+
- it
|
| 8 |
+
tags:
|
| 9 |
+
- word-segmentation
|
| 10 |
+
- onnx
|
| 11 |
+
- bilstm-crf
|
| 12 |
+
- text-processing
|
| 13 |
+
- domain-names
|
| 14 |
+
library_name: onnxruntime
|
| 15 |
+
pipeline_tag: token-classification
|
| 16 |
+
---
|
| 17 |
+
|
| 18 |
+
# DKSplit
|
| 19 |
+
|
| 20 |
+
Word segmentation model for concatenated text. Split domain names, brand names, and phrases into words.
|
| 21 |
+
|
| 22 |
+
## Model Description
|
| 23 |
+
|
| 24 |
+
- **Architecture:** BiLSTM-CRF (384 embedding, 768 hidden, 3 layers)
|
| 25 |
+
- **Format:** ONNX with INT8 quantization
|
| 26 |
+
- **Size:** ~9MB
|
| 27 |
+
- **Input:** Lowercase a-z, 0-9 (max 64 characters)
|
| 28 |
+
|
| 29 |
+
## Usage
|
| 30 |
+
|
| 31 |
+
### Install
|
| 32 |
+
```bash
|
| 33 |
+
pip install dksplit
|
| 34 |
+
```
|
| 35 |
+
|
| 36 |
+
### Python
|
| 37 |
+
```python
|
| 38 |
+
import dksplit
|
| 39 |
+
|
| 40 |
+
dksplit.split("chatgptlogin")
|
| 41 |
+
# ['chatgpt', 'login']
|
| 42 |
+
|
| 43 |
+
dksplit.split_batch(["openaikey", "microsoftoffice"])
|
| 44 |
+
# [['openai', 'key'], ['microsoft', 'office']]
|
| 45 |
+
```
|
| 46 |
+
|
| 47 |
+
### Direct ONNX
|
| 48 |
+
```python
|
| 49 |
+
import onnxruntime as ort
|
| 50 |
+
import numpy as np
|
| 51 |
+
|
| 52 |
+
session = ort.InferenceSession("dksplit-int8.onnx")
|
| 53 |
+
# See GitHub for full inference code
|
| 54 |
+
```
|
| 55 |
+
|
| 56 |
+
## Files
|
| 57 |
+
|
| 58 |
+
- `dksplit-int8.onnx` - ONNX model (INT8 quantized)
|
| 59 |
+
- `dksplit.npz` - CRF parameters
|
| 60 |
+
|
| 61 |
+
## Limitations
|
| 62 |
+
|
| 63 |
+
- Input: a-z, 0-9 only
|
| 64 |
+
- Max length: 64 characters
|
| 65 |
+
- Non-Latin scripts: use Romanized form
|
| 66 |
+
|
| 67 |
+
## Links
|
| 68 |
+
|
| 69 |
+
- [PyPI](https://pypi.org/project/dksplit/)
|
| 70 |
+
- [GitHub](https://github.com/ABTdomain/dksplit)
|
| 71 |
+
- [DomainKits](https://domainkits.com)
|
| 72 |
+
- [ABTdomain](https://ABTdomain.com)
|
| 73 |
+
|
| 74 |
+
## License
|
| 75 |
+
|
| 76 |
+
MIT
|