philipp-kohl / stamp4nlp

STAMP 4 NLP - Standarized Modeling Process for Natural Language Processing

STAMP 4 NLP is an instantiable and iterative-incremental process model facilitating the development of NLP Applications:

• Uses concepts and best practices of Software Engineering: Agile (Scrum), Continuous Integration and Delivery, Testing
• Supports the collaborative development with business partners
• Focus on business goal
• Standardization facilitates lower settling-in periods
• Provides transparency:
  • Enables project stakeholder not familiar with NLP to follow the development process
  • Defined responsibilities for every task, which minimizes points of conflicts
  • Metrics indicate the application’s quality

Link to the documentation with all BPMNs, tasks, roles and artifacts: https://laborbusinessprogramming.pages.fh-aachen.de/stamp4nlp/

Link to paper: https://doi.org/10.1007/978-3-030-85347-1_12

DVC

To use DVC you have to change the config in .dvc folder in the project instance (instantiated cookiecutter project).

TODO

• use_gpu leads sometimes to problems with poetry install and cupy
• Testing Github Actions - works best with GitLab at the moment