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Update nonlinear.md
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odow authored Feb 28, 2024
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Expand Up @@ -420,7 +420,7 @@ using the [`@operator`](@ref) macro.
In addition to a standard list of univariate and multivariate operators
recognized by the `MOI.Nonlinear` submodule, JuMP supports user-defined
operators, which let you represent nonlinear functions that cannot (or should
not) be traced.
not) be traced, for example, because they rely on non-Julia subroutines.

!!! warning
User-defined operators must return a scalar output. For a work-around, see
Expand Down Expand Up @@ -462,7 +462,7 @@ model = Model();
op_square_2 = model[:op_square]
```

## Automatic differentiation
### Automatic differentiation

JuMP computes first- and second-order derivatives of expressions using
[ReverseAD](@ref), which implements sparse reverse-mode automatic
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