semvec/pypi-packages huggingface dataset:
text2mapview 0.2.1
A python package to map your own csv files data using Atlas from NOMIC
Requires Python: >=3.8
Keywords: Embedding, Visualization, Map, Text, CSV,  Search keywords, Dynamic

This is a vesy simple way to map your text data using [Altas from NOMIC](https://docs.nomic.ai/index.html) using the lib `click`. 

You have to create an account to get API_KEY NOMIC. 

Atlas enables you to:

Store, update and organize multi-million point datasets of unstructured text, images and embeddings.

Visually interact with your datasets from a web browser.

Run semantic search and vector operations over your datasets.

Use Atlas to:

    - Visualize, interact, collaborate and share large datasets of text and embeddings.
    
    - Collaboratively clean, tag and label your datasets
    
    - Build high-availability apps powered by semantic search
    
    - Understand and debug the latent space of your AI model trains

# How to use
### Installation

To install the necessary dependencies, run the following command:

```bash
python -m venv mymapenv 
source mymapenv/bin/activate
pip install --upgrade pip 
pip install text2mapdata
```

## Supported Transformer Models from Hugging Face 

This project supports a variety of transformer models, including models from the Hugging Face Model Hub and sentence-transformers. Below are some examples:
    - Hugging Face Model: 'prajjwal1/bert-mini'
    - Hugging Face Model: 'Sahajtomar/french_semantic'  (french version for semantic search embedding) 
    - Sentence-Transformers Model: 'sentence-transformers/all-MiniLM-L6-v2' etc...

Please ensure that the model you choose is compatible with the project requirements and adjust the `--transformer_model_name` option accordingly.

## To map your text/csv  files

```bash
pip install -r requirements.txt
python main.py --transformer-model-name MODEL_NAME --cache_dir CACHE_DIR --batch-size BATCH_SIZE --file-path FILE_PATH
```
Remarque for the CACHE_DIR : you can setup it like ==> 

```bash
export TRANSFORMERS_CACHE=/path_to_your/transformers_cache
```

Give a fidback.
python-pygaze 0.7.6
A Python library for eye tracking
Requires Python: >=3

# PyGaze - the open-source toolbox for eye tracking

*Copyright 2013 - 2023, Edwin Dalmaijer, Sebastiaan Mathôt, and contributors*

For more information, see: <https://www.pygaze.org/contributors>


## Citation

* Dalmaijer, E.S., Mathôt, S., & Van der Stigchel, S. (2013). PyGaze: an open-source, cross-platform toolbox for minimal-effort programming of eye tracking experiments. *Behaviour Research Methods*. doi:[10.3758/s13428-013-0422-2](https://doi.org/10.3758/s13428-013-0422-2)


## Documentation

- <https://pygaze.org/>
- <https://osdoc.cogsci.nl/manual/eyetracking/pygaze/>


## Installation

```
pip install python-pygaze
```


## License

PyGaze is open source software and therefore free to use and modify at will.
Warranty, however, is NOT given. If this software fails, causes your computer
to blow up, your spouse to leave you, your toilet to clog and/or the entire
supply of nuclear missles on earth to launch, or anything else that you might
want to blame on us, the author(s) CANNOT IN ANY WAY be held responsible.

PyGaze was released under the GNU Public License (version 3), of which you
should have received a copy of together with the software:

    PyGaze is a Python package for easily creating gaze contingent experiments
    or other software (as well as non-gaze contingent experiments/software)
    Copyright (C) 2012-2023 Edwin S. Dalmaijer

    This program is free software: you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    (at your option) any later version.

    This program is distributed in the hope that it will be useful,
    but WITHOUT ANY WARRANTY; without even the implied warranty of
    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
    GNU General Public License for more details.

    You should have received a copy of the GNU General Public License
    along with this program.  If not, see <http://www.gnu.org/licenses/>

I hope PyGaze proves to be helpful to you!