From 9a0a9b46b6c288c1b3247f859449ed996063c9e5 Mon Sep 17 00:00:00 2001 From: David Bach Date: Wed, 20 Sep 2023 14:13:13 +0300 Subject: [PATCH 01/18] Fix recursive MOI.Utilities.operate invocation --- Project.toml | 5 +++-- src/SolverAPI.jl | 16 ++++++++++++++-- 2 files changed, 17 insertions(+), 4 deletions(-) diff --git a/Project.toml b/Project.toml index 7d1a85c..66d716b 100644 --- a/Project.toml +++ b/Project.toml @@ -5,12 +5,13 @@ version = "0.1.0" [deps] JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" MathOptInterface = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" +MutableArithmetics = "d8a4904e-b15c-11e9-3269-09a3773c0cb0" [compat] -ReTestItems = "1" -julia = "1.8" JSON3 = "1" MathOptInterface = "1" +ReTestItems = "1" +julia = "1.8" [extras] Coverage = "a2441757-f6aa-5fb2-8edb-039e3f45d037" diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 42d33b7..1c8a7c1 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -11,6 +11,7 @@ module SolverAPI import MathOptInterface as MOI import JSON3 +import MutableArithmetics as MA export serialize, deserialize, solve, print_model, response @@ -469,8 +470,19 @@ function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<: return MOI.Utilities.operate(*, T, args[1], args[1]) end else - h = get(_quad_ops, f.head, nothing) - isnothing(h) || return MOI.Utilities.operate(h, T, args...) + if f.head == :+ + # https://relationalai.atlassian.net/browse/RAI-16409?filter=-1 + # TODO (dba) this is a workaround for the above issue, + # but we should fix this more generally. + if args isa Vector{MOI.ScalarAffineFunction{Float64}} + return MA.operate!(+, args[1], args[2...]) + else + return MOI.Utilities.operate(+, T, args...) + end + else + h = get(_quad_ops, f.head, nothing) + isnothing(h) || return MOI.Utilities.operate(h, T, args...) + end end end throw(Error(Domain, "Function $f cannot be converted to linear or quadratic form.")) From 51ce58c3c79490a351dbb769bfb8f56e54cc8129 Mon Sep 17 00:00:00 2001 From: David Bach Date: Wed, 20 Sep 2023 15:05:02 +0300 Subject: [PATCH 02/18] Add test --- src/SolverAPI.jl | 7 ++++--- test/inputs/nl_to_aff_or_quad_overflow.json | 1 + test/solve_tests.jl | 21 +++++++++++++++++++-- 3 files changed, 24 insertions(+), 5 deletions(-) create mode 100644 test/inputs/nl_to_aff_or_quad_overflow.json diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 1c8a7c1..4c9e8fd 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -471,9 +471,10 @@ function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<: end else if f.head == :+ - # https://relationalai.atlassian.net/browse/RAI-16409?filter=-1 - # TODO (dba) this is a workaround for the above issue, - # but we should fix this more generally. + # TODO (dba) this is a workaround to avoid a + # `StackOverflowError` error coming from + # `MOI.Utilities.operate`. We should avoid the `...` + # all together. if args isa Vector{MOI.ScalarAffineFunction{Float64}} return MA.operate!(+, args[1], args[2...]) else diff --git a/test/inputs/nl_to_aff_or_quad_overflow.json b/test/inputs/nl_to_aff_or_quad_overflow.json new file mode 100644 index 0000000..4bb6a52 --- /dev/null +++ b/test/inputs/nl_to_aff_or_quad_overflow.json @@ -0,0 +1 @@ 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\ No newline at end of file diff --git a/test/solve_tests.jl b/test/solve_tests.jl index 860b892..2796eb6 100644 --- a/test/solve_tests.jl +++ b/test/solve_tests.jl @@ -9,9 +9,10 @@ import MathOptInterface as MOI export run_solve, read_json function _get_solver(solver_name::String) - if solver_name == "MiniZinc" + solver_name_lower = lowercase(solver_name) + if solver_name_lower == "minizinc" return MiniZinc.Optimizer{Int}("chuffed") - elseif solver_name == "HiGHS" + elseif solver_name_lower == "highs" return HiGHS.Optimizer() else error("Solver $solver_name not supported.") @@ -102,3 +103,19 @@ end @test length(errors) >= 1 end end + +@testitem "stress-test" setup = [SolverSetup] begin + using SolverAPI + import JSON3 + + # names of JSON files in inputs/ and outputs/ folders + json_names = [ + "nl_to_aff_or_quad_overflow" # This has 110000 constraints and 100000 variables. + ] + + @testset "$j" for j in json_names + input = read_json("inputs", j) + output = JSON3.read(run_solve(input)) + @test output isa JSON3.Object + end +end From 80e6bd8a586523481c568054ecd87158fdbeb6eb Mon Sep 17 00:00:00 2001 From: David Bach Date: Wed, 20 Sep 2023 15:13:44 +0300 Subject: [PATCH 03/18] JuliaFormatter --- src/SolverAPI.jl | 2 +- test/solve_tests.jl | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 4c9e8fd..356e7ca 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -478,7 +478,7 @@ function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<: if args isa Vector{MOI.ScalarAffineFunction{Float64}} return MA.operate!(+, args[1], args[2...]) else - return MOI.Utilities.operate(+, T, args...) + return MOI.Utilities.operate(+, T, args...) end else h = get(_quad_ops, f.head, nothing) diff --git a/test/solve_tests.jl b/test/solve_tests.jl index 2796eb6..464cb60 100644 --- a/test/solve_tests.jl +++ b/test/solve_tests.jl @@ -110,7 +110,7 @@ end # names of JSON files in inputs/ and outputs/ folders json_names = [ - "nl_to_aff_or_quad_overflow" # This has 110000 constraints and 100000 variables. + "nl_to_aff_or_quad_overflow", # This has 110000 constraints and 100000 variables. ] @testset "$j" for j in json_names From 2283ebf124d252aeaaa17bb31cfdd249044f46a4 Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 14:32:55 +0300 Subject: [PATCH 04/18] Refactor into stack-based method --- src/SolverAPI.jl | 85 ++++++++++++++------- test/inputs/nl_to_aff_or_quad_overflow.json | 2 +- 2 files changed, 58 insertions(+), 29 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 356e7ca..c42fbf4 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -461,46 +461,75 @@ end json_to_snf(a::String, vars_map::Dict) = vars_map[a] json_to_snf(a::Real, ::Dict) = a -# convert SNF to SAF/SQF{T} function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} - args = nl_to_aff_or_quad.(T, f.args) - if !any(Base.Fix2(isa, MOI.ScalarNonlinearFunction), args) - if f.head == :^ - if length(args) == 2 && args[2] == 2 - return MOI.Utilities.operate(*, T, args[1], args[1]) - end - else - if f.head == :+ - # TODO (dba) this is a workaround to avoid a - # `StackOverflowError` error coming from - # `MOI.Utilities.operate`. We should avoid the `...` - # all together. - if args isa Vector{MOI.ScalarAffineFunction{Float64}} - return MA.operate!(+, args[1], args[2...]) - else - return MOI.Utilities.operate(+, T, args...) - end - else - h = get(_quad_ops, f.head, nothing) - isnothing(h) || return MOI.Utilities.operate(h, T, args...) - end + # We will process elements in the stack in reverse order of their + # occurrence in the expression. + stack = copy(f.args)::Vector{Any} + vec_of_args = Vector{Vector{Any}}([[]]) + + while !isempty(stack) + elem = pop!(stack) + args = vec_of_args[end] + if elem isa MOI.VariableIndex || elem isa T || elem isa Real + push!(args, nl_to_aff_or_quad(T, elem)) + elseif elem isa MOI.ScalarNonlinearFunction + push!(vec_of_args, []) + push!(stack, elem.head) + append!(stack, elem.args) + elseif elem isa Symbol + snf_args_rev = pop!(vec_of_args) + push!(vec_of_args[end], _construct_saf_or_qd(T, elem, snf_args_rev)) end end - throw(Error(Domain, "Function $f cannot be converted to linear or quadratic form.")) + + @assert length(vec_of_args) == 1 + snf_args_rev = pop!(vec_of_args) + return _construct_saf_or_qd(T, f.head, snf_args_rev) end nl_to_aff_or_quad(::Type{<:Real}, f::MOI.VariableIndex) = f nl_to_aff_or_quad(::Type{T}, f::T) where {T<:Real} = f nl_to_aff_or_quad(::Type{T}, f::Real) where {T<:Real} = convert(T, f) +function _construct_saf_or_qd(::Type{T}, op::Symbol, args_rev::Vector) where {T<:Real} + # Note that `args_rev` are in reverse order. + if op == :^ + if length(args_rev) == 2 && args_rev[1] == 2 + return MOI.Utilities.operate(*, T, args_rev[2], args_rev[2]) + end + else + if op == :+ + # NOTE (dba) this is a workaround to avoid a + # `StackOverflowError` error coming from + # `MOI.Utilities.operate` for large `args`. It is + # recursively defined: + # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L323-L327 + # + # NOTE (dba) It's important we use the in-place version to + # reduce allocations! + # + # As `:+` is commutative we don't need to worry about the + # order of `args_rev`. + plus_op(accum, x) = MOI.Utilities.operate!(+, T, accum, x) + return reduce(plus_op, args_rev) + else + h = get(_quad_ops, op, nothing) + # All other operators do not take varargs. See + # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L329 + if !isnothing(h) + # TODO (dba) convert this assertion into a validation. + @assert length(args_rev) == 2 + return MOI.Utilities.operate(h, T, args_rev[2], args_rev[1]) + end + end + end + throw(Error(Domain, "Function cannot be converted to linear or quadratic form.")) +end + _quad_ops = Dict(:+ => +, :- => -, :* => *, :/ => /) function canonicalize_SNF(::Type{T}, f) where {T<:Real} - try - f = nl_to_aff_or_quad(T, f) - catch - end - return f + return nl_to_aff_or_quad(T, f) end function add_obj!( diff --git a/test/inputs/nl_to_aff_or_quad_overflow.json b/test/inputs/nl_to_aff_or_quad_overflow.json index 4bb6a52..cab5319 100644 --- a/test/inputs/nl_to_aff_or_quad_overflow.json +++ b/test/inputs/nl_to_aff_or_quad_overflow.json @@ -1 +1 @@ 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"print_only":true}} From aa3b33be481bd868922da11acc91a17a18d2f6ff Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 14:42:37 +0300 Subject: [PATCH 05/18] Cleanup --- Project.toml | 1 - src/SolverAPI.jl | 6 +++--- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/Project.toml b/Project.toml index 66d716b..c25f0bc 100644 --- a/Project.toml +++ b/Project.toml @@ -5,7 +5,6 @@ version = "0.1.0" [deps] JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" MathOptInterface = "b8f27783-ece8-5eb3-8dc8-9495eed66fee" -MutableArithmetics = "d8a4904e-b15c-11e9-3269-09a3773c0cb0" [compat] JSON3 = "1" diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index c42fbf4..f740961 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -11,7 +11,6 @@ module SolverAPI import MathOptInterface as MOI import JSON3 -import MutableArithmetics as MA export serialize, deserialize, solve, print_model, response @@ -461,6 +460,7 @@ end json_to_snf(a::String, vars_map::Dict) = vars_map[a] json_to_snf(a::Real, ::Dict) = a +# convert SNF to SAF/SQF{T} function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} # We will process elements in the stack in reverse order of their # occurrence in the expression. @@ -477,13 +477,13 @@ function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<: push!(stack, elem.head) append!(stack, elem.args) elseif elem isa Symbol - snf_args_rev = pop!(vec_of_args) + snf_args_rev = pop!(vec_of_args) push!(vec_of_args[end], _construct_saf_or_qd(T, elem, snf_args_rev)) end end @assert length(vec_of_args) == 1 - snf_args_rev = pop!(vec_of_args) + snf_args_rev = pop!(vec_of_args) return _construct_saf_or_qd(T, f.head, snf_args_rev) end From 03a33fa08607b399e8b7446905f6f07340c767a0 Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 14:56:31 +0300 Subject: [PATCH 06/18] Add catch back in for conversion --- src/SolverAPI.jl | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index c7db6f0..f65fa6c 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -543,7 +543,11 @@ end _quad_ops = Dict(:+ => +, :- => -, :* => *, :/ => /) function canonicalize_SNF(::Type{T}, f) where {T<:Real} - return nl_to_aff_or_quad(T, f) + try + f = nl_to_aff_or_quad(T, f) + catch + end + return f end function add_obj!( From af980c85182c98dcb9ff82f88e02d889a1464dee Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 15:14:02 +0300 Subject: [PATCH 07/18] Use smaller example with account_count=5000 --- test/inputs/nl_to_aff_or_quad_overflow.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/inputs/nl_to_aff_or_quad_overflow.json b/test/inputs/nl_to_aff_or_quad_overflow.json index cab5319..002de2e 100644 --- a/test/inputs/nl_to_aff_or_quad_overflow.json +++ b/test/inputs/nl_to_aff_or_quad_overflow.json @@ -1 +1 @@ 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"print_only":true}} From 29b66ade0c2f3f0a632b8ca465f59ebfede2d1a3 Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 15:25:21 +0300 Subject: [PATCH 08/18] Add comment --- src/SolverAPI.jl | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index f65fa6c..a5ca74f 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -488,6 +488,8 @@ function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<: push!(args, nl_to_aff_or_quad(T, elem)) elseif elem isa MOI.ScalarNonlinearFunction push!(vec_of_args, []) + # We push the operator onto the stack as well, s.t. we + # know when to construct a new SAF/SQF. push!(stack, elem.head) append!(stack, elem.args) elseif elem isa Symbol From 533a095c1e83bc84b6012b10e7cd435faae9eb8f Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 16:08:53 +0300 Subject: [PATCH 09/18] Reduce size of input to make CI happy --- test/inputs/nl_to_aff_or_quad_overflow.json | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/inputs/nl_to_aff_or_quad_overflow.json b/test/inputs/nl_to_aff_or_quad_overflow.json index 002de2e..aafb232 100644 --- a/test/inputs/nl_to_aff_or_quad_overflow.json +++ b/test/inputs/nl_to_aff_or_quad_overflow.json @@ -1 +1 @@ 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"print_only":true}} From 00adce9627b8f227d7c1f8ad8880c908d1e5e71a Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 16:11:29 +0300 Subject: [PATCH 10/18] Update test comment --- test/all_tests.jl | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/test/all_tests.jl b/test/all_tests.jl index a2bd7c2..dabf3c2 100644 --- a/test/all_tests.jl +++ b/test/all_tests.jl @@ -115,7 +115,7 @@ end # names of JSON files in inputs/ and outputs/ folders json_names = [ - "nl_to_aff_or_quad_overflow", # This has 110000 constraints and 100000 variables. + "nl_to_aff_or_quad_overflow", ] @testset "$j" for j in json_names From 89a833693405d898f34a793f8ebfa4720780cd8d Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 16:13:14 +0300 Subject: [PATCH 11/18] Ensure no errors --- test/all_tests.jl | 1 + 1 file changed, 1 insertion(+) diff --git a/test/all_tests.jl b/test/all_tests.jl index dabf3c2..dba3291 100644 --- a/test/all_tests.jl +++ b/test/all_tests.jl @@ -122,5 +122,6 @@ end input = read_json("inputs", j) output = JSON3.read(run_solve(input)) @test output isa JSON3.Object + @test !haskey(output, "errors") end end From 3bf3fef4240b4cc5bdf9797f6178b11caea14d09 Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 16:53:48 +0300 Subject: [PATCH 12/18] JuliaFormatter --- test/all_tests.jl | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/test/all_tests.jl b/test/all_tests.jl index dba3291..33aafc9 100644 --- a/test/all_tests.jl +++ b/test/all_tests.jl @@ -114,9 +114,7 @@ end import JSON3 # names of JSON files in inputs/ and outputs/ folders - json_names = [ - "nl_to_aff_or_quad_overflow", - ] + json_names = ["nl_to_aff_or_quad_overflow"] @testset "$j" for j in json_names input = read_json("inputs", j) From d5c54b0b4da8652233aaf31d74f380b041fe6e92 Mon Sep 17 00:00:00 2001 From: David Bach Date: Thu, 21 Sep 2023 18:01:53 +0300 Subject: [PATCH 13/18] Fix typo --- src/SolverAPI.jl | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index a5ca74f..72c4fbf 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -516,9 +516,8 @@ function _construct_saf_or_qd(::Type{T}, op::Symbol, args_rev::Vector) where {T< else if op == :+ # NOTE (dba) this is a workaround to avoid a - # `StackOverflowError` error coming from - # `MOI.Utilities.operate` for large `args`. It is - # recursively defined: + # `StackOverflowError` coming from `MOI.Utilities.operate` + # for large `args`. It is recursively defined: # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L323-L327 # # NOTE (dba) It's important we use the in-place version to From 21ad60203b0f992270420035033252904ac4cbaf Mon Sep 17 00:00:00 2001 From: David Bach Date: Fri, 22 Sep 2023 13:35:31 +0300 Subject: [PATCH 14/18] Transform SNF in place --- src/SolverAPI.jl | 82 ++++++++++++++++++++++++++---------------------- 1 file changed, 45 insertions(+), 37 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 72c4fbf..87c7516 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -474,47 +474,50 @@ end json_to_snf(a::String, vars_map::Dict) = vars_map[a] json_to_snf(a::Real, ::Dict) = a -# convert SNF to SAF/SQF{T} -function nl_to_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} - # We will process elements in the stack in reverse order of their - # occurrence in the expression. - stack = copy(f.args)::Vector{Any} - vec_of_args = Vector{Vector{Any}}([[]]) +_is_snf(::Any) = false +_is_snf(::MOI.ScalarNonlinearFunction) = true + +# convert SNF to SAF/SQF{T} in place. +function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} + stack = Tuple{MOI.ScalarNonlinearFunction,Int,MOI.ScalarNonlinearFunction}[] + + # Push the arguments in reverse order, s.t. we process them in the + # correct order. + for i in length(f.args):-1:1 + if _is_snf(f.args[i]) + push!(stack, (f, i, f.args[i])) + end + end while !isempty(stack) - elem = pop!(stack) - args = vec_of_args[end] - if elem isa MOI.VariableIndex || elem isa T || elem isa Real - push!(args, nl_to_aff_or_quad(T, elem)) - elseif elem isa MOI.ScalarNonlinearFunction - push!(vec_of_args, []) - # We push the operator onto the stack as well, s.t. we - # know when to construct a new SAF/SQF. - push!(stack, elem.head) - append!(stack, elem.args) - elseif elem isa Symbol - snf_args_rev = pop!(vec_of_args) - push!(vec_of_args[end], _construct_saf_or_qd(T, elem, snf_args_rev)) + parent,i,arg = pop!(stack) + if any(_is_snf, arg.args) + push!(stack, (parent, i, arg)) + for j in length(arg.args):-1:1 + if _is_snf(arg.args[j]) + push!(stack, (arg, j, arg.args[j])) + end + end + else + # leaf. all the parents arguments have been converted. + parent.args[i] = _construct_saf_or_qd(T, arg) end end - @assert length(vec_of_args) == 1 - snf_args_rev = pop!(vec_of_args) - return _construct_saf_or_qd(T, f.head, snf_args_rev) + return _construct_saf_or_qd(T, f) end -nl_to_aff_or_quad(::Type{<:Real}, f::MOI.VariableIndex) = f -nl_to_aff_or_quad(::Type{T}, f::T) where {T<:Real} = f -nl_to_aff_or_quad(::Type{T}, f::Real) where {T<:Real} = convert(T, f) +function _construct_saf_or_qd(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} + for i in eachindex(f.args) + f.args[i] = convert_if_needed(T, f.args[i]) + end -function _construct_saf_or_qd(::Type{T}, op::Symbol, args_rev::Vector) where {T<:Real} - # Note that `args_rev` are in reverse order. - if op == :^ - if length(args_rev) == 2 && args_rev[1] == 2 - return MOI.Utilities.operate(*, T, args_rev[2], args_rev[2]) + if f.head == :^ + if length(f.args) == 2 && f.args[2] == 2 + return MOI.Utilities.operate(*, T, f.args[1], f.args[1]) end else - if op == :+ + if f.head == :+ # NOTE (dba) this is a workaround to avoid a # `StackOverflowError` coming from `MOI.Utilities.operate` # for large `args`. It is recursively defined: @@ -526,15 +529,15 @@ function _construct_saf_or_qd(::Type{T}, op::Symbol, args_rev::Vector) where {T< # As `:+` is commutative we don't need to worry about the # order of `args_rev`. plus_op(accum, x) = MOI.Utilities.operate!(+, T, accum, x) - return reduce(plus_op, args_rev) + return reduce(plus_op, f.args) else - h = get(_quad_ops, op, nothing) + h = get(_quad_ops, f.head, nothing) # All other operators do not take varargs. See # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L329 if !isnothing(h) # TODO (dba) convert this assertion into a validation. - @assert length(args_rev) == 2 - return MOI.Utilities.operate(h, T, args_rev[2], args_rev[1]) + @assert length(f.args) == 2 + return MOI.Utilities.operate(h, T, f.args[1], f.args[2]) end end end @@ -543,9 +546,14 @@ end _quad_ops = Dict(:+ => +, :- => -, :* => *, :/ => /) -function canonicalize_SNF(::Type{T}, f) where {T<:Real} +convert_if_needed(::Type{T}, f) where {T<:Real} = f +convert_if_needed(::Type{T}, f::Real) where {T<:Real} = convert(T, f) + +# convert SNF to SAF/SQF{T} +canonicalize_SNF(::Type{T}, f) where {T<:Real} = convert_if_needed(T,f) +function canonicalize_SNF(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} try - f = nl_to_aff_or_quad(T, f) + f = nl_to_aff_or_quad!(T, f) catch end return f From f40560f670b44419e77a61085efa00fb946c3c41 Mon Sep 17 00:00:00 2001 From: David Bach Date: Fri, 22 Sep 2023 13:40:27 +0300 Subject: [PATCH 15/18] Update comments --- src/SolverAPI.jl | 7 +++---- 1 file changed, 3 insertions(+), 4 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 87c7516..49ba9a8 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -499,7 +499,7 @@ function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T< end end else - # leaf. all the parents arguments have been converted. + # leaf. all of `parent`'s arguments have been converted. parent.args[i] = _construct_saf_or_qd(T, arg) end end @@ -507,6 +507,8 @@ function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T< return _construct_saf_or_qd(T, f) end +# construct a new SAF or SQF from a SNF. We assume that all arguments +# have already been converted. function _construct_saf_or_qd(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} for i in eachindex(f.args) f.args[i] = convert_if_needed(T, f.args[i]) @@ -525,9 +527,6 @@ function _construct_saf_or_qd(::Type{T}, f::MOI.ScalarNonlinearFunction) where { # # NOTE (dba) It's important we use the in-place version to # reduce allocations! - # - # As `:+` is commutative we don't need to worry about the - # order of `args_rev`. plus_op(accum, x) = MOI.Utilities.operate!(+, T, accum, x) return reduce(plus_op, f.args) else From b655b8a5dc6b3144042b5e6022d146772bfe37a6 Mon Sep 17 00:00:00 2001 From: David Bach Date: Fri, 22 Sep 2023 13:54:38 +0300 Subject: [PATCH 16/18] JuliaFormatter --- src/SolverAPI.jl | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 49ba9a8..9e4adfd 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -490,7 +490,7 @@ function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T< end while !isempty(stack) - parent,i,arg = pop!(stack) + parent, i, arg = pop!(stack) if any(_is_snf, arg.args) push!(stack, (parent, i, arg)) for j in length(arg.args):-1:1 @@ -549,7 +549,7 @@ convert_if_needed(::Type{T}, f) where {T<:Real} = f convert_if_needed(::Type{T}, f::Real) where {T<:Real} = convert(T, f) # convert SNF to SAF/SQF{T} -canonicalize_SNF(::Type{T}, f) where {T<:Real} = convert_if_needed(T,f) +canonicalize_SNF(::Type{T}, f) where {T<:Real} = convert_if_needed(T, f) function canonicalize_SNF(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} try f = nl_to_aff_or_quad!(T, f) From c8ae8741ab2223681b372fae0f1dd9433562808b Mon Sep 17 00:00:00 2001 From: Chris Coey Date: Fri, 22 Sep 2023 11:53:48 -0700 Subject: [PATCH 17/18] remove old test file and increase n on the new test --- test/all_tests.jl | 4 ++-- test/inputs/nl_to_aff_or_quad_overflow.json | 1 - 2 files changed, 2 insertions(+), 3 deletions(-) delete mode 100644 test/inputs/nl_to_aff_or_quad_overflow.json diff --git a/test/all_tests.jl b/test/all_tests.jl index 4bee924..be25aa4 100644 --- a/test/all_tests.jl +++ b/test/all_tests.jl @@ -145,7 +145,7 @@ end using SolverAPI: solve # setup linear objective model with n variables - n = 1000 + n = 20000 vars = ["x$i" for i in 1:n] json = Dict( :version => "0.1", @@ -156,7 +156,7 @@ end :options => Dict(:solver => "HiGHS"), ) - # check that model is solved correctly without errors + # check that model is solved correctly without errors (particularly stack overflow) @testset "solve n=$n" begin output = solve(json, get_solver("HiGHS")) @test output isa Dict{String,Any} diff --git a/test/inputs/nl_to_aff_or_quad_overflow.json b/test/inputs/nl_to_aff_or_quad_overflow.json deleted file mode 100644 index aafb232..0000000 --- a/test/inputs/nl_to_aff_or_quad_overflow.json +++ /dev/null @@ -1 +0,0 @@ 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"print_only":true}} From ea6a7d503a484a8d66cc31902f527b9288202111 Mon Sep 17 00:00:00 2001 From: Chris Coey Date: Fri, 22 Sep 2023 12:05:33 -0700 Subject: [PATCH 18/18] pull out obj/con expr handling into separate file for easier navigation --- src/SolverAPI.jl | 282 +-------------------------------------------- src/json_to_moi.jl | 282 +++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 284 insertions(+), 280 deletions(-) create mode 100644 src/json_to_moi.jl diff --git a/src/SolverAPI.jl b/src/SolverAPI.jl index 572e4a9..267b196 100644 --- a/src/SolverAPI.jl +++ b/src/SolverAPI.jl @@ -14,6 +14,8 @@ import JSON3 export serialize, deserialize, solve, print_model, response +include("json_to_moi.jl") # Utilities for building MOI constraints/objectives from JSON. + # SolverAPI # ======================================================================================== @@ -413,284 +415,4 @@ function load!(model::MOI.ModelLike, json::Request, T::Type, solver_info::Dict{S return nothing end -# Convert JSON array to MOI ScalarNonlinearFunction. -function json_to_snf(a::JSON3.Array, vars_map::Dict) - length(a) > 0 || throw(Error(InvalidModel, "The given JSON array `$a` is empty.")) - - head = a[1] - args = Any[json_to_snf(a[i], vars_map) for i in eachindex(a) if i != 1] - - head isa String || return args - if head == "range" - # TODO handle variables in different positions, etc - # TODO handle as interval constraint? - lb, ub, step, x = args - step == 1 || throw(Error(NotAllowed, "Step size $step is not supported.")) - return MOI.ScalarNonlinearFunction( - :∧, - Any[ - MOI.ScalarNonlinearFunction(:<=, Any[lb, x]), - MOI.ScalarNonlinearFunction(:<=, Any[x, ub]), - ], - ) - elseif head == "and" - head = "forall" - args = Any[args] - elseif head == "or" - head = "exists" - args = Any[args] - elseif head == "not" - head = "!" - elseif head == "implies" - head = "=>" - elseif head == "natural_exp" - head = "exp" - elseif head == "natural_log" - head = "log" - elseif head == "alldifferent" - args = Any[args] - elseif head == "count" - args = Any[args] - elseif head == "max" - head = "maximum" - args = Any[args] - end - return MOI.ScalarNonlinearFunction(Symbol(head), args) -end - -json_to_snf(a::String, vars_map::Dict) = vars_map[a] -json_to_snf(a::Real, ::Dict) = a - -_is_snf(::Any) = false -_is_snf(::MOI.ScalarNonlinearFunction) = true - -# Convert SNF to SAF/SQF{T} in place. -function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} - stack = Tuple{MOI.ScalarNonlinearFunction,Int,MOI.ScalarNonlinearFunction}[] - - # Push the arguments in reverse order, s.t. we process them in the correct order. - for i in length(f.args):-1:1 - if _is_snf(f.args[i]) - push!(stack, (f, i, f.args[i])) - end - end - - while !isempty(stack) - parent, i, arg = pop!(stack) - if any(_is_snf, arg.args) - push!(stack, (parent, i, arg)) - for j in length(arg.args):-1:1 - if _is_snf(arg.args[j]) - push!(stack, (arg, j, arg.args[j])) - end - end - else - # Leaf - all of `parent`'s arguments have been converted. - parent.args[i] = _construct_aff_or_quad(T, arg) - end - end - - return _construct_aff_or_quad(T, f) -end - -# Construct a new SAF or SQF from a SNF. Assume all arguments are already converted. -function _construct_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} - for i in eachindex(f.args) - f.args[i] = convert_if_needed(T, f.args[i]) - end - - if f.head == :^ - if length(f.args) == 2 && f.args[2] == 2 - return MOI.Utilities.operate(*, T, f.args[1], f.args[1]) - end - else - if f.head == :+ - # NOTE (dba) this is a workaround to avoid a - # `StackOverflowError` coming from `MOI.Utilities.operate` - # for large `args`. It is recursively defined: - # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L323-L327 - # But this may change in - # https://github.com/jump-dev/MathOptInterface.jl/pull/2285 - # NOTE (dba) It's important we use the in-place version to reduce allocations! - plus_op(accum, x) = MOI.Utilities.operate!(+, T, accum, x) - return reduce(plus_op, f.args) - else - h = get(_quad_ops, f.head, nothing) - # All other operators do not take varargs. See - # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L329 - if !isnothing(h) - # TODO (dba) convert this assertion into a validation. - @assert length(f.args) == 2 - return MOI.Utilities.operate(h, T, f.args[1], f.args[2]) - end - end - end - return error() # Gets caught by canonicalize_SNF. -end - -_quad_ops = Dict(:+ => +, :- => -, :* => *, :/ => /) - -convert_if_needed(::Type{T}, f) where {T<:Real} = f -convert_if_needed(::Type{T}, f::Real) where {T<:Real} = convert(T, f) - -# Convert SNF to SAF/SQF{T} if possible. -canonicalize_SNF(::Type{T}, f) where {T<:Real} = convert_if_needed(T, f) -function canonicalize_SNF(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} - try - f = nl_to_aff_or_quad!(T, f) - catch - end - return f -end - -function add_obj!( - ::Type{T}, - model::MOI.ModelLike, - sense::String, - a::Union{String,JSON3.Array}, - vars_map::Dict, - ::Dict, -) where {T<:Real} - if sense == "min" - moi_sense = MOI.MIN_SENSE - elseif sense == "max" - moi_sense = MOI.MAX_SENSE - end - MOI.set(model, MOI.ObjectiveSense(), moi_sense) - - g = canonicalize_SNF(T, json_to_snf(a, vars_map)) - g_type = MOI.ObjectiveFunction{typeof(g)}() - if !MOI.supports(model, g_type) - msg = "Objective function $(trunc_str(g)) isn't supported by this solver." - throw(Error(Unsupported, msg)) - end - MOI.set(model, g_type, g) - return nothing -end - -function add_cons!( - ::Type{T}, - model::MOI.ModelLike, - a::JSON3.Array, - vars_map::Dict, - solver_info::Dict, -) where {T<:Real} - head = a[1] - if head == "and" - for i in eachindex(a) - i == 1 && continue - if a[i] isa Bool - if !a[i] - throw(Error(InvalidModel, "Model is infeasible.")) - end - else - add_cons!(T, model, a[i], vars_map, solver_info) - end - end - elseif head == "Int" - v = json_to_snf(a[2], vars_map) - _check_v_type(v) - MOI.add_constraint(model, v, MOI.Integer()) - elseif head == "Bin" - v = json_to_snf(a[2], vars_map) - _check_v_type(v) - MOI.add_constraint(model, v, MOI.ZeroOne()) - elseif head == "Float" - elseif head == "Nonneg" - v = json_to_snf(a[2], vars_map) - _check_v_type(v) - MOI.add_constraint(model, v, MOI.GreaterThan(zero(T))) - elseif head == "PosNegOne" - v = json_to_snf(a[2], vars_map) - _check_v_type(v) - # TODO only for MiniZinc - MOI.add_constraint(model, v, MOI.Integer()) - f = MOI.ScalarNonlinearFunction(:abs, Any[v]) - MOI.add_constraint(model, f, MOI.EqualTo(1)) - elseif head == "range" - if length(a) != 5 - throw(Error(InvalidModel, "The `range` constraint expects 4 arguments.")) - end - v = json_to_snf(a[5], vars_map) - _check_v_type(v) - if !(a[2] isa Int && a[3] isa Int) - throw(Error(InvalidModel, "The `range` constraint expects integer bounds.")) - end - if a[4] != 1 - throw(Error(InvalidModel, "The `range` constraint expects a step size of 1.")) - end - MOI.add_constraint(model, v, MOI.Integer()) - MOI.add_constraint(model, v, MOI.Interval{T}(a[2], a[3])) - elseif head == "implies" && solver_info[:use_indicator] - # TODO maybe just check if model supports indicator constraints - # use an MOI indicator constraint - if length(a) != 3 - throw(Error(InvalidModel, "The `implies` constraint expects 2 arguments.")) - end - f = json_to_snf(a[2], vars_map) - g = json_to_snf(a[3], vars_map) - if !(f.head == :(==) && length(f.args) == 2) - msg = "The first argument of the `implies` constraint expects to be converted to an equality SNF with 2 arguments." - throw(Error(InvalidModel, msg)) - end - - v, b = f.args - _check_v_type(v) - if b != 1 && b != 0 - msg = "The second argument of the derived equality SNF from the `implies` constraint expects a binary variable." - throw(Error(InvalidModel, msg)) - end - - A = (b == 1) ? MOI.ACTIVATE_ON_ONE : MOI.ACTIVATE_ON_ZERO - S1 = get(ineq_to_moi, g.head, nothing) - if isnothing(S1) || length(g.args) != 2 - msg = "The second argument of the `implies` constraint expects to be converted to an (in)equality SNF with 2 arguments." - throw(Error(InvalidModel, msg)) - end - - h = shift_terms(T, g.args) - vaf = MOI.Utilities.operate(vcat, T, v, h) - MOI.add_constraint(model, vaf, MOI.Indicator{A}(S1(zero(T)))) - else - f = json_to_snf(a, vars_map) - S = get(ineq_to_moi, f.head, nothing) - if isnothing(S) - # CSP constraint - ci = MOI.add_constraint(model, f, MOI.EqualTo(1)) - else - # (in)equality constraint - g = shift_terms(T, f.args) - s = S(zero(T)) - if !MOI.supports_constraint(model, typeof(g), typeof(s)) - msg = "Constraint $(trunc_str(g)) in $(trunc_str(s)) isn't supported by this solver." - throw(Error(Unsupported, msg)) - end - ci = MOI.Utilities.normalize_and_add_constraint(model, g, s) - end - end - return nothing -end - -_check_v_type(::MOI.VariableIndex) = nothing -_check_v_type(_) = - throw(Error(InvalidModel, "$v must be a `MOI.VariableIndex`, not $(typeof(v)).")) - -ineq_to_moi = Dict(:<= => MOI.LessThan, :>= => MOI.GreaterThan, :(==) => MOI.EqualTo) - -function shift_terms(::Type{T}, args::Vector) where {T<:Real} - @assert length(args) == 2 # This should never happen. - g1 = canonicalize_SNF(T, args[1]) - g2 = canonicalize_SNF(T, args[2]) - return MOI.Utilities.operate(-, T, g1, g2) -end - -# Convert object to string and truncate string length if too long. -function trunc_str(f::Union{MOI.AbstractScalarFunction,MOI.AbstractScalarSet}) - f_str = string(f) - if length(f_str) > 256 - f_str = f_str[1:256] * " ... (truncated)" - end - return f_str -end - end # module SolverAPI diff --git a/src/json_to_moi.jl b/src/json_to_moi.jl new file mode 100644 index 0000000..220402c --- /dev/null +++ b/src/json_to_moi.jl @@ -0,0 +1,282 @@ + +# Add objective function to model from objective JSON. +function add_obj!( + ::Type{T}, + model::MOI.ModelLike, + sense::String, + a::Union{String,JSON3.Array}, + vars_map::Dict, + ::Dict, +) where {T<:Real} + if sense == "min" + moi_sense = MOI.MIN_SENSE + elseif sense == "max" + moi_sense = MOI.MAX_SENSE + end + MOI.set(model, MOI.ObjectiveSense(), moi_sense) + + g = canonicalize_SNF(T, json_to_snf(a, vars_map)) + g_type = MOI.ObjectiveFunction{typeof(g)}() + if !MOI.supports(model, g_type) + msg = "Objective function $(trunc_str(g)) isn't supported by this solver." + throw(Error(Unsupported, msg)) + end + MOI.set(model, g_type, g) + return nothing +end + +# Add constraints to model from constraint JSON. +function add_cons!( + ::Type{T}, + model::MOI.ModelLike, + a::JSON3.Array, + vars_map::Dict, + solver_info::Dict, +) where {T<:Real} + head = a[1] + if head == "and" + for i in eachindex(a) + i == 1 && continue + if a[i] isa Bool + if !a[i] + throw(Error(InvalidModel, "Model is infeasible.")) + end + else + add_cons!(T, model, a[i], vars_map, solver_info) + end + end + elseif head == "Int" + v = json_to_snf(a[2], vars_map) + _check_v_type(v) + MOI.add_constraint(model, v, MOI.Integer()) + elseif head == "Bin" + v = json_to_snf(a[2], vars_map) + _check_v_type(v) + MOI.add_constraint(model, v, MOI.ZeroOne()) + elseif head == "Float" + elseif head == "Nonneg" + v = json_to_snf(a[2], vars_map) + _check_v_type(v) + MOI.add_constraint(model, v, MOI.GreaterThan(zero(T))) + elseif head == "PosNegOne" + v = json_to_snf(a[2], vars_map) + _check_v_type(v) + # TODO only for MiniZinc + MOI.add_constraint(model, v, MOI.Integer()) + f = MOI.ScalarNonlinearFunction(:abs, Any[v]) + MOI.add_constraint(model, f, MOI.EqualTo(1)) + elseif head == "range" + if length(a) != 5 + throw(Error(InvalidModel, "The `range` constraint expects 4 arguments.")) + end + v = json_to_snf(a[5], vars_map) + _check_v_type(v) + if !(a[2] isa Int && a[3] isa Int) + throw(Error(InvalidModel, "The `range` constraint expects integer bounds.")) + end + if a[4] != 1 + throw(Error(InvalidModel, "The `range` constraint expects a step size of 1.")) + end + MOI.add_constraint(model, v, MOI.Integer()) + MOI.add_constraint(model, v, MOI.Interval{T}(a[2], a[3])) + elseif head == "implies" && solver_info[:use_indicator] + # TODO maybe just check if model supports indicator constraints + # use an MOI indicator constraint + if length(a) != 3 + throw(Error(InvalidModel, "The `implies` constraint expects 2 arguments.")) + end + f = json_to_snf(a[2], vars_map) + g = json_to_snf(a[3], vars_map) + if !(f.head == :(==) && length(f.args) == 2) + msg = "The first argument of the `implies` constraint expects to be converted to an equality SNF with 2 arguments." + throw(Error(InvalidModel, msg)) + end + + v, b = f.args + _check_v_type(v) + if b != 1 && b != 0 + msg = "The second argument of the derived equality SNF from the `implies` constraint expects a binary variable." + throw(Error(InvalidModel, msg)) + end + + A = (b == 1) ? MOI.ACTIVATE_ON_ONE : MOI.ACTIVATE_ON_ZERO + S1 = get(ineq_to_moi, g.head, nothing) + if isnothing(S1) || length(g.args) != 2 + msg = "The second argument of the `implies` constraint expects to be converted to an (in)equality SNF with 2 arguments." + throw(Error(InvalidModel, msg)) + end + + h = shift_terms(T, g.args) + vaf = MOI.Utilities.operate(vcat, T, v, h) + MOI.add_constraint(model, vaf, MOI.Indicator{A}(S1(zero(T)))) + else + f = json_to_snf(a, vars_map) + S = get(ineq_to_moi, f.head, nothing) + if isnothing(S) + # CSP constraint + ci = MOI.add_constraint(model, f, MOI.EqualTo(1)) + else + # (in)equality constraint + g = shift_terms(T, f.args) + s = S(zero(T)) + if !MOI.supports_constraint(model, typeof(g), typeof(s)) + msg = "Constraint $(trunc_str(g)) in $(trunc_str(s)) isn't supported by this solver." + throw(Error(Unsupported, msg)) + end + ci = MOI.Utilities.normalize_and_add_constraint(model, g, s) + end + end + return nothing +end + +_check_v_type(::MOI.VariableIndex) = nothing +_check_v_type(_) = + throw(Error(InvalidModel, "$v must be a `MOI.VariableIndex`, not $(typeof(v)).")) + +ineq_to_moi = Dict(:<= => MOI.LessThan, :>= => MOI.GreaterThan, :(==) => MOI.EqualTo) + +function shift_terms(::Type{T}, args::Vector) where {T<:Real} + @assert length(args) == 2 # This should never happen. + g1 = canonicalize_SNF(T, args[1]) + g2 = canonicalize_SNF(T, args[2]) + return MOI.Utilities.operate(-, T, g1, g2) +end + +# Convert object to string and truncate string length if too long. +function trunc_str(f::Union{MOI.AbstractScalarFunction,MOI.AbstractScalarSet}) + f_str = string(f) + if length(f_str) > 256 + f_str = f_str[1:256] * " ... (truncated)" + end + return f_str +end + +# Convert JSON array to MOI ScalarNonlinearFunction. +function json_to_snf(a::JSON3.Array, vars_map::Dict) + length(a) > 0 || throw(Error(InvalidModel, "The given JSON array `$a` is empty.")) + + head = a[1] + args = Any[json_to_snf(a[i], vars_map) for i in eachindex(a) if i != 1] + + head isa String || return args + if head == "range" + # TODO handle variables in different positions, etc + # TODO handle as interval constraint? + lb, ub, step, x = args + step == 1 || throw(Error(NotAllowed, "Step size $step is not supported.")) + return MOI.ScalarNonlinearFunction( + :∧, + Any[ + MOI.ScalarNonlinearFunction(:<=, Any[lb, x]), + MOI.ScalarNonlinearFunction(:<=, Any[x, ub]), + ], + ) + elseif head == "and" + head = "forall" + args = Any[args] + elseif head == "or" + head = "exists" + args = Any[args] + elseif head == "not" + head = "!" + elseif head == "implies" + head = "=>" + elseif head == "natural_exp" + head = "exp" + elseif head == "natural_log" + head = "log" + elseif head == "alldifferent" + args = Any[args] + elseif head == "count" + args = Any[args] + elseif head == "max" + head = "maximum" + args = Any[args] + end + return MOI.ScalarNonlinearFunction(Symbol(head), args) +end + +json_to_snf(a::String, vars_map::Dict) = vars_map[a] +json_to_snf(a::Real, ::Dict) = a + +# Convert SNF to SAF/SQF{T} if possible. +canonicalize_SNF(::Type{T}, f) where {T<:Real} = convert_if_needed(T, f) +function canonicalize_SNF(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} + try + f = nl_to_aff_or_quad!(T, f) + catch + end + return f +end + +# Convert SNF to SAF/SQF{T} in place. +function nl_to_aff_or_quad!(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} + stack = Tuple{MOI.ScalarNonlinearFunction,Int,MOI.ScalarNonlinearFunction}[] + + # Push the arguments in reverse order, s.t. we process them in the correct order. + for i in length(f.args):-1:1 + if _is_snf(f.args[i]) + push!(stack, (f, i, f.args[i])) + end + end + + while !isempty(stack) + parent, i, arg = pop!(stack) + if any(_is_snf, arg.args) + push!(stack, (parent, i, arg)) + for j in length(arg.args):-1:1 + if _is_snf(arg.args[j]) + push!(stack, (arg, j, arg.args[j])) + end + end + else + # Leaf - all of `parent`'s arguments have been converted. + parent.args[i] = _construct_aff_or_quad(T, arg) + end + end + + return _construct_aff_or_quad(T, f) +end + +_is_snf(::Any) = false +_is_snf(::MOI.ScalarNonlinearFunction) = true + +# Construct a new SAF or SQF from a SNF. Assume all arguments are already converted. +function _construct_aff_or_quad(::Type{T}, f::MOI.ScalarNonlinearFunction) where {T<:Real} + for i in eachindex(f.args) + f.args[i] = convert_if_needed(T, f.args[i]) + end + + if f.head == :^ + if length(f.args) == 2 && f.args[2] == 2 + return MOI.Utilities.operate(*, T, f.args[1], f.args[1]) + end + else + if f.head == :+ + # NOTE (dba) this is a workaround to avoid a + # `StackOverflowError` coming from `MOI.Utilities.operate` + # for large `args`. It is recursively defined: + # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L323-L327 + # But this may change in + # https://github.com/jump-dev/MathOptInterface.jl/pull/2285 + # NOTE (dba) It's important we use the in-place version to reduce allocations! + plus_op(accum, x) = MOI.Utilities.operate!(+, T, accum, x) + return reduce(plus_op, f.args) + else + h = get(_quad_ops, f.head, nothing) + # All other operators do not take varargs. See + # https://github.com/jump-dev/MathOptInterface.jl/blob/master/src/Utilities/operate.jl#L329 + if !isnothing(h) + # TODO (dba) convert this assertion into a validation. + @assert length(f.args) == 2 + return MOI.Utilities.operate(h, T, f.args[1], f.args[2]) + end + end + end + return error() # Gets caught by canonicalize_SNF. +end + +_quad_ops = Dict(:+ => +, :- => -, :* => *, :/ => /) + +convert_if_needed(::Type{T}, f) where {T<:Real} = f +convert_if_needed(::Type{T}, f::Real) where {T<:Real} = convert(T, f)