Create README.md
Browse files
README.md
ADDED
|
@@ -0,0 +1,62 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
license: afl-3.0
|
| 3 |
+
datasets:
|
| 4 |
+
- WillHeld/hinglish_top
|
| 5 |
+
language:
|
| 6 |
+
- en
|
| 7 |
+
metrics:
|
| 8 |
+
- accuracy
|
| 9 |
+
library_name: transformers
|
| 10 |
+
pipeline_tag: fill-mask
|
| 11 |
+
---
|
| 12 |
+
|
| 13 |
+
### HingMaskedLM
|
| 14 |
+
This is a BERT model trained for Masked Language Modeling for Hinglish Data.
|
| 15 |
+
|
| 16 |
+
### Dataset
|
| 17 |
+
Hinglish-Top [Dataset](https://huggingface.co/datasets/WillHeld/hinglish_top) columns
|
| 18 |
+
- en_query
|
| 19 |
+
- cs_query
|
| 20 |
+
- en_parse
|
| 21 |
+
- cs_parse
|
| 22 |
+
- domain
|
| 23 |
+
|
| 24 |
+
### Training
|
| 25 |
+
|Epoch|Loss|
|
| 26 |
+
|:--:|:--:|
|
| 27 |
+
|1 |0.0465|
|
| 28 |
+
|2 |0.0262|
|
| 29 |
+
|3 |0.0116|
|
| 30 |
+
|4 |0.00385|
|
| 31 |
+
|5 |0.0103|
|
| 32 |
+
|6 |0.00738|
|
| 33 |
+
|7 |0.00892|
|
| 34 |
+
|8 |0.00379|
|
| 35 |
+
|9 |0.00126|
|
| 36 |
+
|10 |0.000684|
|
| 37 |
+
|
| 38 |
+
|
| 39 |
+
### Inference
|
| 40 |
+
```python
|
| 41 |
+
from transformers import AutoTokenizer, AutoModelForMaskedLM, pipeline
|
| 42 |
+
|
| 43 |
+
tokenizer = AutoTokenizer.from_pretrained("SRDdev/HingMaskedLM")
|
| 44 |
+
|
| 45 |
+
model = AutoModelForMaskedLM.from_pretrained("SRDdev/HingMaskedLM")
|
| 46 |
+
|
| 47 |
+
fill = pipeline('fill-mask', model=model, tokenizer=tokenizer)
|
| 48 |
+
```
|
| 49 |
+
```python
|
| 50 |
+
fill(f'please {fill.tokenizer.mask_token} ko cancel kardo')
|
| 51 |
+
```
|
| 52 |
+
|
| 53 |
+
### Citation
|
| 54 |
+
Author: @[SRDdev](https://huggingface.co/SRDdev)
|
| 55 |
+
```
|
| 56 |
+
Name : Shreyas Dixit
|
| 57 |
+
framework : Pytorch
|
| 58 |
+
Year: Jan 2023
|
| 59 |
+
Pipeline : fill-mask
|
| 60 |
+
Github : https://github.com/SRDdev
|
| 61 |
+
LinkedIn : https://www.linkedin.com/in/srddev/
|
| 62 |
+
```
|