This is a scanner that will scan your AI models for problems. Currently it focuses on bias testing. It is currently pre-alpha.
First install it:
pip install aiscan
Run it in this manner (currently supports models from HuggingFace's repository):
aiscan --huggingface roberta-base --task fill-mask
Here is another example with a different bias task.
aiscan --huggingface cross-encoder/nli-distilroberta-base --task zero-shot-classification
That's it for now. More will come.
- More bias tests. More metrics for bias testing based on the research in the field.
- Integration with other types of testing (eg. adversarial robustness)
- More kinds of models besides HuggingFace models. We are especially interested in MLFlow integration.
- Documentation.
Please contribute if you can. Help is always helpful.
Apache
A project of IQT Labs.