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fix dotpoints in docs
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docs/src/autodiff/overview.md

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@@ -8,15 +8,15 @@ to avoid having to code all your own AD primitives / custom sensitives.
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There are 3 main ways to access ChainRules rule sets in your AutoDiff system.
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1. [Operation Overloading Generation](operator_overloading.html)
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- This is primarily intended for operator overloading based AD systems which will generate overloads for primal function based for their overloaded types based on the existance of an `rrule`/`frule`.
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- A source code generation based AD can also use this by overloading their transform generating function directly so as not to recursively generate a transform but to just return the rule.
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- This does not play nice with Revise.jl, adding or modifying rules in loaded files will not be reflected until a manual refresh, and deleting rules will not be reflected at all.
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- This is primarily intended for operator overloading based AD systems which will generate overloads for primal function based for their overloaded types based on the existance of an `rrule`/`frule`.
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- A source code generation based AD can also use this by overloading their transform generating function directly so as not to recursively generate a transform but to just return the rule.
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- This does not play nice with Revise.jl, adding or modifying rules in loaded files will not be reflected until a manual refresh, and deleting rules will not be reflected at all.
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2. Source code tranform based on inserting branches that check of `rrule`/`frule` return `nothing`
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- if the `rrule`/`frule` returns a rule result then use it, if it return `nothing` then do normal AD path
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- In theory type inference optimizes these branchs out; in practice it may not.
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- This is a fairly simple Cassette overdub (or similar) of all calls, and is suitable for overloading based AD or source code transformation.
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- if the `rrule`/`frule` returns a rule result then use it, if it return `nothing` then do normal AD path
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- In theory type inference optimizes these branchs out; in practice it may not.
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- This is a fairly simple Cassette overdub (or similar) of all calls, and is suitable for overloading based AD or source code transformation.
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3. Source code transform based on `rrule`/`frule` method-table
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- Always use `rrule`/`frule` iff and only if use the rules that exist, else generate normal AD path.
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- This avoids having branches in your generated code.
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- This requires maintaining your own back-edges
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- This is pretty hard-code even by the standard of source code tranformations
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- Always use `rrule`/`frule` iff and only if use the rules that exist, else generate normal AD path.
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- This avoids having branches in your generated code.
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- This requires maintaining your own back-edges
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- This is pretty hard-code even by the standard of source code tranformations

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