[docs] fix various typos (#3052)

Signed-off-by: John E <jeis4wpi@outlook.com>

Author: jeis4wpi

docs/src/developer/checklists.md

@@ -141,7 +141,7 @@ Use this checklist when updating the version of MathOptFormat.
  - [ ] New sets are added to the `@enum` in `src/FileFormats/MOF/read.jl`
  - [ ] `set_to_moi` is defined for each set in `src/FileFormats/MOF/read.jl`
  - [ ] `head_name` is defined for each set in `src/FileFormats/MOF/write.jl`
- - [ ] A new unit test calling `_test_model_equality` is aded to
+ - [ ] A new unit test calling `_test_model_equality` is added to
        `test/FileFormats/MOF/MOF.jl`
 
 ## Tests

src/FileFormats/NL/NLExpr.jl

@@ -13,7 +13,7 @@ include("opcode.jl")
 """
     _JULIA_TO_AMPL
 
-This dictionary is manualy curated, based on the list of opcodes in `opcode.jl`.
+This dictionary is manually curated, based on the list of opcodes in `opcode.jl`.
 
 The goal is to map Julia functions to their AMPL opcode equivalent.
 
@@ -105,7 +105,7 @@ const _JULIA_TO_AMPL = Dict{Symbol,Int}(
 """
     _AMPL_TO_JULIA
 
-This dictionary is manualy curated, based on the list of supported opcodes
+This dictionary is manually curated, based on the list of supported opcodes
 `_JULIA_TO_AMPL`.
 
 The goal is to map AMPL opcodes to their Julia equivalents. In addition, we need

src/Nonlinear/ReverseAD/forward_over_reverse.jl

@@ -9,7 +9,7 @@ const TAG = :ReverseAD
 """
     const MAX_CHUNK::Int = 10
 
-An upper bound on the chunk sie for forward-over-reverse. Increasing this could
+An upper bound on the chunk size for forward-over-reverse. Increasing this could
 improve performance at the cost of extra memory allocation. It has been 10 for a
 long time, and nobody seems to have complained.
 """

src/Nonlinear/ReverseAD/graph_tools.jl

@@ -10,7 +10,7 @@
         moi_index_to_consecutive_index::Dict{MOI.VariableIndex,Int},
     )
 
-Return a new `Vector{Nonlinear.Node}` where all occurences of
+Return a new `Vector{Nonlinear.Node}` where all occurrences of
 `NODE_MOI_VARIABLE` are replaced by `NODE_VARIABLE` that is 1-indexed and
 ordered.
 """

src/Nonlinear/SymbolicAD/SymbolicAD.jl

@@ -456,7 +456,7 @@ Return an expression representing the partial derivative of `f` with respect to
 ## Expression swelling
 
 With few exceptions, the algorithm used to compute the derivative does not
-perform simplications. As a result, the returned expression may contain terms
+perform simplifications. As a result, the returned expression may contain terms
 like `*(false, g)` that can be trivially simplified to `false`.
 
 In most cases, you should call `simplify!(derivative(f, x))` to return a

src/Test/test_linear.jl

@@ -2059,7 +2059,7 @@ st   w +  z == 1
      w, z >= 0
 sol: z = 1, w = 0
 ```
-Then it tranforms problem into:
+Then it transforms problem into:
 ```
 min x + y
 st   x + y >= 1

src/Utilities/matrix_of_constraints.jl

@@ -608,7 +608,7 @@ function_constants(b::Vector, rows) = b[rows]
     set_with_dimension(::Type{S}, dim) where {S<:MOI.AbstractVectorSet}
 
 Returns the instance of `S` of [`MOI.dimension`](@ref) `dim`.
-This needs to be implemented for sets of type `S` to be useable with
+This needs to be implemented for sets of type `S` to be usable with
 [`MatrixOfConstraints`](@ref).
 """
 function set_with_dimension(::Type{S}, dim) where {S<:MOI.AbstractVectorSet}

src/Utilities/results.jl

@@ -19,7 +19,7 @@
 """
     is_ray(status::MOI.ResultStatusCode)
 
-Returnn `true` if `status` is `INFEASIBILITY_CERTIFICATE` or
+Return `true` if `status` is `INFEASIBILITY_CERTIFICATE` or
     `NEARLY_INFEASIBILITY_CERTIFICATE`.
 """
 function is_ray(status::MOI.ResultStatusCode)

src/attributes.jl

@@ -1667,7 +1667,7 @@ solution `result_index`.
 
 ## PrimalStatus
 
-Before quering this attribute you should first check [`PrimalStatus`](@ref) to
+Before querying this attribute you should first check [`PrimalStatus`](@ref) to
 confirm that a primal solution is available.
 
 If the [`PrimalStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -1707,7 +1707,7 @@ the dual solution `result_index`.
 
 ## DualStatus
 
-Before quering this attribute you should first check [`DualStatus`](@ref) to
+Before querying this attribute you should first check [`DualStatus`](@ref) to
 confirm that a dual solution is available.
 
 If the [`DualStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -2092,7 +2092,7 @@ An [`AbstractVariableAttribute`](@ref) for the variable's primal value in result
 
 ## PrimalStatus
 
-Before quering this attribute you should first check [`PrimalStatus`](@ref) to
+Before querying this attribute you should first check [`PrimalStatus`](@ref) to
 confirm that a primal solution is available.
 
 If the [`PrimalStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -2183,7 +2183,7 @@ variable in result `result_index`, with respect to a basic solution.
 
 ## PrimalStatus
 
-Before quering this attribute you should first check [`PrimalStatus`](@ref) to
+Before querying this attribute you should first check [`PrimalStatus`](@ref) to
 confirm that a primal solution is available.
 
 If the [`PrimalStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -2386,7 +2386,7 @@ due to numerical tolerances they may not be identical.)
 
 ## PrimalStatus
 
-Before quering this attribute you should first check [`PrimalStatus`](@ref) to
+Before querying this attribute you should first check [`PrimalStatus`](@ref) to
 confirm that a primal solution is available.
 
 If the [`PrimalStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -2432,7 +2432,7 @@ result `result_index`.
 
 ## DualStatus
 
-Before quering this attribute you should first check [`DualStatus`](@ref) to
+Before querying this attribute you should first check [`DualStatus`](@ref) to
 confirm that a dual solution is available.
 
 If the [`DualStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying
@@ -3386,7 +3386,7 @@ Both values are useful in different circumstances.
 
 ## DualStatus
 
-Before quering this attribute you should first check [`DualStatus`](@ref) to
+Before querying this attribute you should first check [`DualStatus`](@ref) to
 confirm that a dual solution is available.
 
 If the [`DualStatus`](@ref) is [`NO_SOLUTION`](@ref) the result of querying

src/functions.jl

@@ -200,7 +200,7 @@ term_pair(t::ScalarQuadraticTerm) = term_indices(t) => coefficient(t)
         quadratic_terms::Vector{ScalarQuadraticTerm{T}},
         affine_terms::Vector{ScalarAffineTerm{T}},
         constant::T,
-    ) wher {T}
+    ) where {T}
 
 The scalar-valued quadratic function ``\\frac{1}{2}x^\\top Q x + a^\\top x + b``,
 where: