Skip to content

Releases: salesforce/OmniXAI

OmniXAI v1.1.3

05 Aug 08:07
2415615
Compare
Choose a tag to compare
  1. Allow LIME and SHAP to compute feature importance scores for a subset of features.
  2. Resolve an OOM issue when integrated-gradient is applied on large pretrain language models.
  3. Add a new interface for multimodal models.
  4. Add explainers for vision language tasks, e.g., GradCAM and integrated-gradient.

OmniXAI v1.1.2

26 Jul 06:27
e8bdf48
Compare
Choose a tag to compare
  1. Re-designed the Timeseries data class.
  2. Re-implemented SHAP, CE and MACE for the new Timeseries data class.
  3. Fixed some small issues in the dashboard.

OmniXAI v1.1.1

22 Jul 04:28
fbe5fec
Compare
Choose a tag to compare
  1. Support accumulated local effects (ALE).
  2. Revise the visualization of PDP results.
  3. Fixed some minor issues.

OmniXAI v1.1.0

11 Jul 06:23
Compare
Choose a tag to compare
  1. Added PredictionAnalyzer for computing classification and regression metrics.
  2. Revised the interfaces of DataAnalyzer and PDP.
  3. Resolved some plotting issues caused by long feature names.
  4. Improved the visualization for regression problems.
  5. Redesigned the visualization dashboard, e.g., local explanation and global explanation are put into different tabs.

OmniXAI v1.0.0

10 Jun 02:13
Compare
Choose a tag to compare

The first version of our OmniXAI library