You can use this repository for ner training. If you have json file, you need to convert it to HuggingFace dataset by using dataset_convertor.py
and save it.
After saving dataset to your local, all you need is to setup your experiment to run_ner.sh
# Setup virtual environment
virtualenv venv && source venv/bin/activate && pip install -r requirements.txt
# Edit ./run_ner.sh for other configurations before running
chmod +x run_ner.sh # Make the file executable if it's not already
./run_ner.sh # Run