PruneLM

Compressed and Optimized Language Models with Bi-LSTM Architectures

How to Setup

1. First clone this repository.
2. Install required pip packages by issuing following command pip install -r requirements.txt
3. Navigate to config directory and open the PruneLM.cfg file.
4. Provide the necessary information needed for the compression. (The details about how to provide relevant configs are listed in the PruneLM.cfg)
5. Navigate back to the base directory.
6. Start the compression by running the main.py file.

How to use the Statistics Dashboards

1. Download and install Prometheus from this URL. (**Note: Select the relevant OS type before downloading)
2. Download and install Grafana from this url. (**Note: Select the relevant OS type before downloading)
3. Run the prometheus server.
4. Start the Grafana service and navigate to Grafana Home with localhost:3000 URL.
5. Then import the dashboards provided in the statistics/dashboard directory.