create interpret autodocs module

John Wu · John Wu · commit 1fe9d196b5c8 · 2025-08-03T19:53:48.000-05:00
diff --git a/docs/api/interpret.rst b/docs/api/interpret.rst
@@ -0,0 +1,11 @@
+Interpret Module 
+
+PyHealth provides specialized tools for interpreting deep models post-hoc. 
+===============
+
+.. toctree::
+    :maxdepth: 3
+
+    interpret/pyhealth.interpret.methods.chefer
+    
+
diff --git a/docs/api/interpret/pyhealth.datasets.interpret.methods.chefer.rst b/docs/api/interpret/pyhealth.datasets.interpret.methods.chefer.rst
@@ -0,0 +1,17 @@
+pyhealth.interpret.methods.chefer
+===================================
+This method implements the Chefer et al. for interpreting transformer models in PyHealth.
+
+Paper is available at https://arxiv.org/abs/2012.09838.
+
+
+.. autoclass:: pyhealth.interpret.methods.chefer
+    :members:
+    :undoc-members:
+    :show-inheritance:
+
+   
+
+   
+   
+   
diff --git a/docs/index.rst b/docs/index.rst
@@ -319,7 +319,7 @@ GRASP                                 deep learning     ``pyhealth.models.GRASP`
    api/metrics
    api/medcode
    api/calib
-
+   api/interpret
 
 .. toctree::
    :maxdepth: 2
