A Nepali language processing library
Project description
NepaliKit
NepaliKit is a Python library for natural language processing tasks in the Nepali language.
Installation
You can install NepaliKit using pip:
pip install nepalikit
Alternatively, you can clone the repository and install it manually:
git clone https://github.com/prabhashj07/nepalikit.git
cd nepalikit
pip install .
Features
NepaliKit provides the following features:
- Tokenization: Tokenize Nepali text using the SentencePiece tokenizer.
- Preprocessing: Clean and preprocess Nepali text data, including removing HTML tags, special characters, and other cleaning tasks.
- Stopword Management: Load, add, and remove stopwords from Nepali text.
- Sentence Operations: Segment Nepali text into sentences based on punctuation marks.
- SentencePiece Model Training: Train custom SentencePiece models for Nepali text data.
- Utility Functions: Various utility functions for text processing and manipulation.
- Integration with PyTorch: Utilities for integrating with PyTorch for machine learning tasks.
Usage
Tokenization Example
from nepalikit.tokenization import SentencePieceTokenizer
text = "नमस्ते, के छ खबर?"
tokenizer = SentencePieceTokenizer()
tokens = tokenizer.tokenize(text)
print(tokens)
Preprocessing Example
from nepalikit.preprocessing import TextProcessor
text = "<p>नमस्ते, के छ खबर?</p>"
processor = TextProcessor()
clean_text = processor.remove_html_tags(text)
clean_text = processor.remove_special_characters(clean_text)
print(clean_text)
Stopword Example
from nepalikit.manage_stopwords import load_stopwords, remove_stopword
stopwords = load_stopwords('/path/to/stopword/directory')
remove_stopword('कुनै_स्टापवर्ड')
License
This project is licensed under the MIT License.
Author
- Prabhash Kumar Jha
- Email: prabhashj07@gmail.com
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