From ae778e3424b39cbeb1f367339f654560de416d30 Mon Sep 17 00:00:00 2001
From: Sai Praveen Bangaru <31557731+saipraveenb25@users.noreply.github.com>
Date: Thu, 30 Jan 2025 15:06:51 -0800
Subject: [Docs] Auto-diff documentation overhaul (#6202)

* AD: Docs Update

* More documentation

* More documentation

* More docs fixes

* Cleanup documentation

* More docs polish. Add docs for the [Differentiable] attributes

* Fixup code sections

* Fixup

* Address review comments

* regenerate documentation Table of Contents

* Update docs with more playground links

---------

Co-authored-by: slangbot <186143334+slangbot@users.noreply.github.com>
Co-authored-by: Yong He <yonghe@outlook.com>
---
 docs/user-guide/toc.html | 17 ++++++++---------
 1 file changed, 8 insertions(+), 9 deletions(-)

(limited to 'docs/user-guide/toc.html')

diff --git a/docs/user-guide/toc.html b/docs/user-guide/toc.html
index 9f9085cdd..713c5d8e6 100644
--- a/docs/user-guide/toc.html
+++ b/docs/user-guide/toc.html
@@ -92,17 +92,16 @@
 </li>
 <li data-link="autodiff"><span>Automatic Differentiation</span>
 <ul class="toc_list">
-<li data-link="autodiff#using-automatic-differentiation-in-slang"><span>Using Automatic Differentiation in Slang</span></li>
-<li data-link="autodiff#mathematic-concepts-and-terminologies"><span>Mathematic Concepts and Terminologies</span></li>
-<li data-link="autodiff#differentiable-value-types"><span>Differentiable Value Types</span></li>
-<li data-link="autodiff#forward-derivative-propagation-function"><span>Forward Derivative Propagation Function</span></li>
-<li data-link="autodiff#backward-derivative-propagation-function"><span>Backward Derivative Propagation Function</span></li>
-<li data-link="autodiff#builtin-differentiable-functions"><span>Builtin Differentiable Functions</span></li>
+<li data-link="autodiff#auto-diff-operations-fwd_diff-and-bwd_diff"><span>Auto-diff operations `fwd_diff` and `bwd_diff`</span></li>
+<li data-link="autodiff#differentiable-type-system"><span>Differentiable Type System</span></li>
+<li data-link="autodiff#user-defined-derivative-functions"><span>User-Defined Derivative Functions</span></li>
+<li data-link="autodiff#using-auto-diff-with-generics"><span>Using Auto-diff with Generics</span></li>
+<li data-link="autodiff#using-auto-diff-with-interface-requirements-and-interface-types"><span>Using Auto-diff with Interface Requirements and Interface Types</span></li>
 <li data-link="autodiff#primal-substitute-functions"><span>Primal Substitute Functions</span></li>
 <li data-link="autodiff#working-with-mixed-differentiable-and-non-differentiable-code"><span>Working with Mixed Differentiable and Non-Differentiable Code</span></li>
-<li data-link="autodiff#higher-order-differentiation"><span>Higher Order Differentiation</span></li>
-<li data-link="autodiff#interactions-with-generics-and-interfaces"><span>Interactions with Generics and Interfaces</span></li>
-<li data-link="autodiff#restrictions-of-automatic-differentiation"><span>Restrictions of Automatic Differentiation</span></li>
+<li data-link="autodiff#higher-order-differentiation"><span>Higher-Order Differentiation</span></li>
+<li data-link="autodiff#restrictions-and-known-issues"><span>Restrictions and Known Issues</span></li>
+<li data-link="autodiff#reference"><span>Reference</span></li>
 </ul>
 </li>
 <li data-link="compiling"><span>Compiling Code with Slang</span>
-- 
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