Releases: salesforce/OmniXAI
Releases · salesforce/OmniXAI
OmniXAI v1.1.3
- Allow LIME and SHAP to compute feature importance scores for a subset of features.
- Resolve an OOM issue when integrated-gradient is applied on large pretrain language models.
- Add a new interface for multimodal models.
- Add explainers for vision language tasks, e.g., GradCAM and integrated-gradient.
OmniXAI v1.1.2
- Re-designed the Timeseries data class.
- Re-implemented SHAP, CE and MACE for the new Timeseries data class.
- Fixed some small issues in the dashboard.
OmniXAI v1.1.1
- Support accumulated local effects (ALE).
- Revise the visualization of PDP results.
- Fixed some minor issues.
OmniXAI v1.1.0
- Added PredictionAnalyzer for computing classification and regression metrics.
- Revised the interfaces of DataAnalyzer and PDP.
- Resolved some plotting issues caused by long feature names.
- Improved the visualization for regression problems.
- Redesigned the visualization dashboard, e.g., local explanation and global explanation are put into different tabs.
OmniXAI v1.0.0
The first version of our OmniXAI library