Merge branch 'master' into master

surendramph · Mar 23, 2022 · 653ac37 · 653ac37
2 parents d275e84 + 1d903ff
commit 653ac37
Show file tree

Hide file tree

Showing 54 changed files with 40,999 additions and 773 deletions.
diff --git a/.github/workflows/run_tests.yml b/.github/workflows/run_tests.yml
@@ -0,0 +1,38 @@
+name: tests
+
+on:
+  push:
+    branches:
+    - master
+  pull_request:
+    branches:
+    - master
+
+jobs:
+  run_tests:
+
+    runs-on: ubuntu-latest
+    strategy:
+      matrix:
+        python-version: ["3.7", "3.8", "3.9", "3.10"]
+
+    steps:
+      - uses: actions/checkout@v2
+      - name: Set up Python ${{ matrix.python-version }}
+        uses: actions/setup-python@v2
+        with:
+          python-version: ${{ matrix.python-version }}
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          python setup.py develop
+          pip install .[test]
+          pip install tensorflow xgboost matplotlib ipython codecov torch torchvision pylint sentencepiece
+      - name: Test with pytest
+        run: |
+          python -m pytest tests
+      - name: Run CodeCov
+        run: |
+          codecov
+      - name: Upload coverage to Codecov
+        uses: codecov/codecov-action@v2
diff --git a/.travis.yml b/.travis.yml
diff --git a/README.md b/README.md
@@ -5,7 +5,7 @@
 </p>
 
 ---
-<a href="https://travis-ci.org/slundberg/shap"><img src="https://travis-ci.com/slundberg/shap.svg?branch=master"></a>
+![example workflow](https://github.com/slundberg/shap/actions/workflows/run_tests.yml/badge.svg)
 [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/slundberg/shap/master)
 [![Documentation Status](https://readthedocs.org/projects/shap/badge/?version=latest)](https://shap.readthedocs.io/en/latest/?badge=latest)
 
@@ -327,6 +327,7 @@ The algorithms and visualizations used in this package came primarily out of res
 
 - For general use of SHAP you can read/cite our [NeurIPS paper](http://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions) ([bibtex](https://raw.githubusercontent.com/slundberg/shap/master/docs/references/shap_nips.bib)). 
 - For TreeExplainer you can read/cite our [Nature Machine Intelligence paper](https://www.nature.com/articles/s42256-019-0138-9) ([bibtex](https://raw.githubusercontent.com/slundberg/shap/master/docs/references/tree_explainer.bib); [free access](https://rdcu.be/b0z70)).
+- For GPUTreeExplainer you can read/cite [this article](https://arxiv.org/abs/2010.13972).
 - For `force_plot` visualizations and medical applications you can read/cite our [Nature Biomedical Engineering paper](https://www.nature.com/articles/s41551-018-0304-0) ([bibtex](https://raw.githubusercontent.com/slundberg/shap/master/docs/references/nature_bme.bib); [free access](https://rdcu.be/baVbR)).
 
 <img height="1" width="1" style="display:none" src="https://www.facebook.com/tr?id=189147091855991&ev=PageView&noscript=1" />
diff --git a/appveyor.yml b/appveyor.yml
diff --git a/docs/api.rst b/docs/api.rst
@@ -104,7 +104,6 @@ datasets
 
     shap.datasets.adult
     shap.datasets.boston
-    shap.datasets.adult
     shap.datasets.communitiesandcrime
     shap.datasets.corrgroups60
     shap.datasets.diabetes

diff --git a/docs/text_examples.rst b/docs/text_examples.rst
@@ -46,3 +46,14 @@ Examples of how to explain predictions from summarization models.
     :maxdepth: 1
 
     example_notebooks/text_examples/summarization/*
+
+
+Question Answering
+=============
+Examples of how to explain predictions from question answering models.
+
+.. toctree::
+    :glob:
+    :maxdepth: 1
+
+    example_notebooks/text_examples/question_answering/*