up ad docs

Author: Vaibhavdixit02

docs/Project.toml

@@ -13,6 +13,7 @@ ModelingToolkit = "961ee093-0014-501f-94e3-6117800e7a78"
 NLopt = "76087f3c-5699-56af-9a33-bf431cd00edd"
 Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
 OptimizationBBO = "3e6eede4-6085-4f62-9a71-46d9bc1eb92b"
+OptimizationBase = "bca83a33-5cc9-4baa-983d-23429ab6bcbb"
 OptimizationCMAEvolutionStrategy = "bd407f91-200f-4536-9381-e4ba712f53f8"
 OptimizationEvolutionary = "cb963754-43f6-435e-8d4b-99009ff27753"
 OptimizationFlux = "253f991c-a7b2-45f8-8852-8b9a9df78a86"

docs/src/API/ad.md

@@ -1,25 +1,25 @@
-# [Automatic Differentiation Construction Choice Recommendations](ad)
+# [Automatic Differentiation Construction Choice Recommendations](@id ad)
 
 The choices for the auto-AD fill-ins with quick descriptions are:
 
-  - `AutoForwardDiff()`: The fastest choice for small optimizations
-  - `AutoReverseDiff(compile=false)`: A fast choice for large scalar optimizations
-  - `AutoTracker()`: Like ReverseDiff but GPU-compatible
-  - `AutoZygote()`: The fastest choice for non-mutating array-based (BLAS) functions
-  - `AutoFiniteDiff()`: Finite differencing, not optimal but always applicable
-  - `AutoModelingToolkit()`: The fastest choice for large scalar optimizations
-  - `AutoEnzyme()`: Highly performant AD choice for type stable and optimized code
+- `AutoForwardDiff()`: The fastest choice for small optimizations
+- `AutoReverseDiff(compile=false)`: A fast choice for large scalar optimizations
+- `AutoTracker()`: Like ReverseDiff but GPU-compatible
+- `AutoZygote()`: The fastest choice for non-mutating array-based (BLAS) functions
+- `AutoFiniteDiff()`: Finite differencing, not optimal but always applicable
+- `AutoModelingToolkit()`: The fastest choice for large scalar optimizations
+- `AutoEnzyme()`: Highly performant AD choice for type stable and optimized code
 
 ## Automatic Differentiation Choice API
 
 The following sections describe the Auto-AD choices in detail.
 
 ```@docs
-Optimization.AutoForwardDiff
-Optimization.AutoFiniteDiff
-Optimization.AutoReverseDiff
-Optimization.AutoZygote
-Optimization.AutoTracker
-Optimization.AutoModelingToolkit
-Optimization.AutoEnzyme
+OptimizationBase.AutoForwardDiff
+OptimizationBase.AutoFiniteDiff
+OptimizationBase.AutoReverseDiff
+OptimizationBase.AutoZygote
+OptimizationBase.AutoTracker
+OptimizationBase.AutoModelingToolkit
+OptimizationBase.AutoEnzyme
 ```