A package to convert text into embedding vectors using Hugging Face models.
Project description
TextToVector
TextToVector
is a Python package designed to convert text into embedding vectors using Hugging Face models. This tool simplifies the process of generating embeddings for any given text, facilitating easy integration into NLP pipelines or machine learning models.
Installation
To install TextToVector
, you can use pip:
pip install TextToVector
Usage
TextToVector
is straightforward to use in your Python projects. Here's a quick example:
from text_to_vector import TextToVector
t2v = TextToVector(model_name='bert-base-uncased')
text = "def hello_world():\n print('Hello, world!')"
vector = t2v.text_to_embedding(text)
print("Generated Vector:", vector)
This package is especially useful for applications requiring text representations, such as semantic analysis, information retrieval, or machine learning models where text data needs to be converted into numerical form.
Features
- Easy generation of embedding vectors from text.
- Utilizes state-of-the-art models from Hugging Face.
- Supports customization of model choices.
- Lightweight and easy to integrate.
Contributing
Contributions, issues, and feature requests are welcome! Feel free to check the issues page.
License
This project is licensed under the MIT License.
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