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The choices for the auto-AD fill-ins with quick descriptions are:
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- - ` AutoForwardDiff() ` : The fastest choice for small optimizations
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- - ` AutoReverseDiff(compile=false) ` : A fast choice for large scalar optimizations
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- - ` AutoTracker() ` : Like ReverseDiff but GPU-compatible
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- - ` AutoZygote() ` : The fastest choice for non-mutating array-based (BLAS) functions
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- - ` AutoFiniteDiff() ` : Finite differencing, not optimal but always applicable
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- - ` AutoModelingToolkit() ` : The fastest choice for large scalar optimizations
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- - ` AutoEnzyme() ` : Highly performant AD choice for type stable and optimized code
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+ - ` AutoForwardDiff() ` : The fastest choice for small optimizations
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+ - ` AutoReverseDiff(compile=false) ` : A fast choice for large scalar optimizations
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+ - ` AutoTracker() ` : Like ReverseDiff but GPU-compatible
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+ - ` AutoZygote() ` : The fastest choice for non-mutating array-based (BLAS) functions
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+ - ` AutoFiniteDiff() ` : Finite differencing, not optimal but always applicable
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+ - ` AutoModelingToolkit() ` : The fastest choice for large scalar optimizations
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+ - ` AutoEnzyme() ` : Highly performant AD choice for type stable and optimized code
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## Automatic Differentiation Choice API
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``` @docs
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SciMLBase.OptimizationFunction
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- ```
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+ ```
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``` @docs
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Optimization.OptimizationState
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- ```
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+ ```
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``` @docs
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SciMLBase.OptimizationStats
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- ```
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+ ```
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