explainable-transformer 0.1.2

Software for debugging transformers

Explainable Transformers

To run

python3.7 -m venv env
source env/bin/activate
pip install -U pip setuptools wheel
pip install -r requirements.txt
streamlit run main.py

Future Scope:

• Want to give an option to enter either a single example or an entire dataset!

  For single example:

  • Output is for local
  • Text Plot is enough

  Entire Dataset: _ Reason: To explain model outputs on a global scale _ Output:

  1. A plot for global values (Required): Waterfall Plot!
  2. Download option for shap values of dataset

• Support for multiple model types and NLP tasks!

Output

Package?

• Access to classes is possible -> Collaborated Development

Docker container?

• Will provide a link to streamlit website -> Usage out of the box

Or Both?