AI Scan

This is a scanner that will scan your AI models for problems. Currently it focuses on bias testing. It is currently pre-alpha.

How to Use

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.

Future Work

• 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.

License

Apache

Credit

A project of IQT Labs.