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parse.jl
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# Copyright (c) 2017: Miles Lubin and contributors
# Copyright (c) 2017: Google Inc.
#
# Use of this source code is governed by an MIT-style license that can be found
# in the LICENSE.md file or at https://opensource.org/licenses/MIT.
"""
parse_expression(data::Model, input)::Expression
Parse `input` into a [`Expression`](@ref).
"""
function parse_expression(data::Model, input)
expr = Expression()
parse_expression(data, expr, input, -1)
return expr
end
"""
parse_expression(
data::Model,
expr::Expression,
input::Any,
parent_index::Int,
)::Expression
Parse `input` into a [`Expression`](@ref), and add it to `expr` as a
child of `expr.nodes[parent_index]`. Existing subexpressions and parameters are
stored in `data`.
You can extend parsing support to new types of objects by overloading this
method with a different type on `input::Any`.
"""
function parse_expression(::Model, ::Expression, x::Any, ::Int)
return error(
"Unexpected object $x of type $(typeof(x)) in nonlinear expression.",
)
end
function _extract_subexpression!(expr::Expression, root::Int)
n = length(expr.nodes)
# The whole subexpression is continuous in the tape
first_out = first_value = last_value = nothing
for i in root:n
node = expr.nodes[i]
if i != root && node.parent < root
first_out = i
break
end
index = node.index
if node.type == NODE_VALUE
if isnothing(first_value)
first_value = node.index
last_value = first_value
else
last_value = node.index
end
index -= first_value - 1
end
expr.nodes[i] =
Node(node.type, index, i == root ? -1 : node.parent - root + 1)
end
if isnothing(first_out)
I = root:n
else
I = root:(first_out-1)
end
if isnothing(first_value)
V = nothing
else
V = first_value:last_value
end
if !isnothing(first_out)
for i in (last(I)+1):n
node = expr.nodes[i]
index = node.index
if node.type == NODE_VALUE && !isnothing(V)
@assert index >= last(V)
index -= length(V)
end
parent = node.parent
if parent > root
@assert parent > last(I)
parent -= length(I) - 1
end
expr.nodes[i] = Node(node.type, index, parent)
end
end
return I, V
end
function _extract_subexpression!(data::Model, expr::Expression, root::Int)
parent = expr.nodes[root].parent
I, V = _extract_subexpression!(expr, root)
subexpr =
Expression(expr.nodes[I], isnothing(V) ? Float64[] : expr.values[V])
push!(data.expressions, subexpr)
index = ExpressionIndex(length(data.expressions))
expr.nodes[root] = Node(NODE_SUBEXPRESSION, index.value, parent)
if length(I) > 1
deleteat!(expr.nodes, I[2:end])
if !isnothing(V)
deleteat!(expr.values, V)
end
else
@assert isnothing(V)
end
return index, I
end
function parse_expression(
data::Model,
expr::Expression,
x::MOI.ScalarNonlinearFunction,
parent_index::Int,
)
stack = Tuple{Int,Any}[(parent_index, x)]
while !isempty(stack)
parent_node, arg = pop!(stack)
if arg isa MOI.ScalarNonlinearFunction
if haskey(data.cache, arg)
subexpr = data.cache[arg]
if subexpr isa Tuple{Expression,Int}
_expr, _node = subexpr
subexpr, I = _extract_subexpression!(data, _expr, _node)
if expr === _expr
if parent_node > first(I)
@assert parent_node > last(I)
parent_node -= length(I) - 1
end
for i in eachindex(stack)
_parent_node = stack[i][1]
if _parent_node > first(I)
@assert _parent_node > last(I)
stack[i] =
(_parent_node - length(I) + 1, stack[i][2])
end
end
end
for (key, val) in data.cache
if val isa Tuple{Expression,Int}
__expr, __node = val
if _expr === __expr && __node > first(I)
if __node <= last(I)
data.cache[key] = (
data.expressions[subexpr.value],
__node - first(I) + 1,
)
else
data.cache[key] =
(__expr, __node - length(I) + 1)
end
end
end
end
data.cache[arg] = subexpr
end
parse_expression(
data,
expr,
subexpr::ExpressionIndex,
parent_node,
)
else
_parse_without_recursion_inner(
stack,
data,
expr,
arg,
parent_node,
)
data.cache[arg] = (expr, length(expr.nodes))
end
else
# We can use recursion here, because ScalarNonlinearFunction only
# occur in other ScalarNonlinearFunction.
parse_expression(data, expr, arg, parent_node)
end
end
return
end
function _get_node_type(data, x)
id = get(data.operators.univariate_operator_to_id, x.head, nothing)
if length(x.args) == 1 && id !== nothing
return id, MOI.Nonlinear.NODE_CALL_UNIVARIATE
end
id = get(data.operators.multivariate_operator_to_id, x.head, nothing)
if id !== nothing
return id, MOI.Nonlinear.NODE_CALL_MULTIVARIATE
end
id = get(data.operators.comparison_operator_to_id, x.head, nothing)
if id !== nothing
return id, MOI.Nonlinear.NODE_COMPARISON
end
id = get(data.operators.logic_operator_to_id, x.head, nothing)
if id !== nothing
return id, MOI.Nonlinear.NODE_LOGIC
end
return throw(MOI.UnsupportedNonlinearOperator(x.head))
end
function _parse_without_recursion_inner(stack, data, expr, x, parent)
id, node_type = _get_node_type(data, x)
push!(expr.nodes, Node(node_type, id, parent))
parent = length(expr.nodes)
# Args need to be pushed onto the stack in reverse because the stack is a
# first-in last-out datastructure.
for arg in Iterators.Reverse(x.args)
push!(stack, (parent, arg))
end
return
end
function parse_expression(
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
stack = Tuple{Int,Any}[]
push!(stack, (parent_index, x))
while !isempty(stack)
parent, item = pop!(stack)
if item isa Expr
_parse_expression(stack, data, expr, item, parent)
else
parse_expression(data, expr, item, parent)
end
end
return
end
function _parse_expression(stack, data, expr, x, parent_index)
if Meta.isexpr(x, :call)
if length(x.args) == 2 && !Meta.isexpr(x.args[2], :...)
_parse_univariate_expression(stack, data, expr, x, parent_index)
else
# The call is either n-ary, or it is a splat, in which case we
# cannot tell just yet whether the expression is unary or nary.
# Punt to multivariate and try to recover later.
_parse_multivariate_expression(stack, data, expr, x, parent_index)
end
elseif Meta.isexpr(x, :comparison)
_parse_comparison_expression(stack, data, expr, x, parent_index)
elseif Meta.isexpr(x, :...)
_parse_splat_expression(stack, data, expr, x, parent_index)
elseif Meta.isexpr(x, :&&) || Meta.isexpr(x, :||)
_parse_logic_expression(stack, data, expr, x, parent_index)
else
error("Unsupported expression: $x")
end
end
function _parse_splat_expression(stack, data, expr, x, parent_index)
@assert Meta.isexpr(x, :...) && length(x.args) == 1
if parent_index == -1
error(
"Unsupported use of the splatting operator. This is only " *
"supported in the arguments of a function call.",
)
elseif x.args[1] isa Expr
error(
"Unsupported use of the splatting operator. JuMP supports " *
"splatting only symbols. For example, `x...` is ok, but " *
"`(x + 1)...`, `[x; y]...` and `g(f(y)...)` are not.",
)
end
for arg in Iterators.Reverse(x.args[1])
push!(stack, (parent_index, arg))
end
return
end
function _parse_univariate_expression(
stack::Vector{Tuple{Int,Any}},
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
@assert Meta.isexpr(x, :call, 2)
id = get(data.operators.univariate_operator_to_id, x.args[1], nothing)
if id === nothing
# It may also be a multivariate operator like * with one argument.
if haskey(data.operators.multivariate_operator_to_id, x.args[1])
_parse_multivariate_expression(stack, data, expr, x, parent_index)
return
end
throw(MOI.UnsupportedNonlinearOperator(x.args[1]))
end
push!(expr.nodes, Node(NODE_CALL_UNIVARIATE, id, parent_index))
push!(stack, (length(expr.nodes), x.args[2]))
return
end
function _parse_multivariate_expression(
stack::Vector{Tuple{Int,Any}},
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
@assert Meta.isexpr(x, :call)
id = get(data.operators.multivariate_operator_to_id, x.args[1], nothing)
if id === nothing
if haskey(data.operators.univariate_operator_to_id, x.args[1])
# It may also be a unary variate operator with splatting.
_parse_univariate_expression(stack, data, expr, x, parent_index)
elseif x.args[1] in data.operators.comparison_operators
# Or it may be a binary (in)equality operator.
_parse_inequality_expression(stack, data, expr, x, parent_index)
else
throw(MOI.UnsupportedNonlinearOperator(x.args[1]))
end
return
end
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id, parent_index))
for i in length(x.args):-1:2
push!(stack, (length(expr.nodes), x.args[i]))
end
return
end
# This function parses single inequalities like `a <= b`. It's not to be
# confused with `_parse_comparison_expression`, which handles things like
# `a <= b <= c`.
function _parse_inequality_expression(
stack::Vector{Tuple{Int,Any}},
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
operator_id = data.operators.comparison_operator_to_id[x.args[1]]
push!(expr.nodes, Node(NODE_COMPARISON, operator_id, parent_index))
for i in length(x.args):-1:2
push!(stack, (length(expr.nodes), x.args[i]))
end
return
end
# This function parses double inequalities like `a <= b <= c`. It's not to be
# confused with `_parse_inequality_expression`, which handles things like
# `a <= b`.
function _parse_comparison_expression(
stack::Vector{Tuple{Int,Any}},
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
for k in 2:2:(length(x.args)-1)
@assert x.args[k] == x.args[2] # don't handle a <= b >= c
end
operator_id = data.operators.comparison_operator_to_id[x.args[2]]
push!(expr.nodes, Node(NODE_COMPARISON, operator_id, parent_index))
for i in length(x.args):-2:1
push!(stack, (length(expr.nodes), x.args[i]))
end
return
end
function _parse_logic_expression(
stack::Vector{Tuple{Int,Any}},
data::Model,
expr::Expression,
x::Expr,
parent_index::Int,
)
id = data.operators.logic_operator_to_id[x.head]
push!(expr.nodes, Node(NODE_LOGIC, id, parent_index))
parent_var = length(expr.nodes)
push!(stack, (parent_var, x.args[2]))
push!(stack, (parent_var, x.args[1]))
return
end
function parse_expression(
::Model,
expr::Expression,
x::MOI.VariableIndex,
parent_index::Int,
)
push!(expr.nodes, Node(NODE_MOI_VARIABLE, x.value, parent_index))
return
end
function parse_expression(
data::Model,
expr::Expression,
f::MOI.ScalarAffineFunction,
parent_index::Int,
)
if isempty(f.terms)
parse_expression(data, expr, f.constant, parent_index)
return
elseif iszero(f.constant) && length(f.terms) == 1
# Expression of for `a * x`
parse_expression(data, expr, only(f.terms), parent_index)
return
end
id_plus = data.operators.multivariate_operator_to_id[:+]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id_plus, parent_index))
new_parent = length(expr.nodes)
for term in f.terms
parse_expression(data, expr, term, new_parent)
end
if !iszero(f.constant)
parse_expression(data, expr, f.constant, new_parent)
end
return
end
function parse_expression(
data::Model,
expr::Expression,
f::MOI.ScalarQuadraticFunction,
parent_index::Int,
)
if isempty(f.quadratic_terms) && isempty(f.affine_terms)
parse_expression(data, expr, f.constant, parent_index)
return
elseif iszero(f.constant)
if length(f.quadratic_terms) == 1 && isempty(f.affine_terms)
parse_expression(data, expr, only(f.quadratic_terms), parent_index)
return
elseif isempty(f.quadratic_terms) && length(f.affine_terms) == 1
parse_expression(data, expr, only(f.affine_terms), parent_index)
return
end
end
id_plus = data.operators.multivariate_operator_to_id[:+]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id_plus, parent_index))
new_parent = length(expr.nodes)
for term in f.quadratic_terms
parse_expression(data, expr, term, new_parent)
end
for term in f.affine_terms
parse_expression(data, expr, term, new_parent)
end
if !iszero(f.constant)
parse_expression(data, expr, f.constant, new_parent)
end
return
end
function parse_expression(
data::Model,
expr::Expression,
x::MOI.ScalarAffineTerm,
parent_index::Int,
)
if isone(x.coefficient)
parse_expression(data, expr, x.variable, parent_index)
else
id_mul = data.operators.multivariate_operator_to_id[:*]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id_mul, parent_index))
mul_parent = length(expr.nodes)
parse_expression(data, expr, x.coefficient, mul_parent)
parse_expression(data, expr, x.variable, mul_parent)
end
return
end
function parse_expression(
data::Model,
expr::Expression,
x::MOI.ScalarQuadraticTerm,
parent_index::Int,
)
# There are four cases:
# (1): 1 * x * x --> ^(x, 2)
# (2): a * x * x --> *(a, ^(x, 2))
# (3): a * x * y --> *(a, x, y)
# (4): 1 * x * y --> *(x, y)
if x.variable_1 == x.variable_2
# Case (1): 1 * x * x --> ^(x, 2)
# Case (2): a * x * x --> *(a, ^(x, 2))
coef = x.coefficient / 2
parent = parent_index
if !isone(coef)
id = data.operators.multivariate_operator_to_id[:*]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id, parent_index))
parent = length(expr.nodes)
parse_expression(data, expr, coef, parent)
parent
end
id = data.operators.multivariate_operator_to_id[:^]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id, parent))
pow_parent = length(expr.nodes)
parse_expression(data, expr, x.variable_1, pow_parent)
parse_expression(data, expr, 2, pow_parent)
else
# Case (3): a * x * y --> *(a, x, y)
# Case (4): 1 * x * y --> *(x, y)
id_mul = data.operators.multivariate_operator_to_id[:*]
push!(expr.nodes, Node(NODE_CALL_MULTIVARIATE, id_mul, parent_index))
mul_parent = length(expr.nodes)
if !isone(x.coefficient)
parse_expression(data, expr, x.coefficient, mul_parent)
end
parse_expression(data, expr, x.variable_1, mul_parent)
parse_expression(data, expr, x.variable_2, mul_parent)
end
return
end
function parse_expression(::Model, expr::Expression, x::Real, parent_index::Int)
push!(expr.values, convert(Float64, x)::Float64)
push!(expr.nodes, Node(NODE_VALUE, length(expr.values), parent_index))
return
end
function parse_expression(
::Model,
expr::Expression,
x::ParameterIndex,
parent_index::Int,
)
push!(expr.nodes, Node(NODE_PARAMETER, x.value, parent_index))
return
end
function parse_expression(
::Model,
expr::Expression,
x::ExpressionIndex,
parent_index::Int,
)
push!(expr.nodes, Node(NODE_SUBEXPRESSION, x.value, parent_index))
return
end
function parse_expression(
::Model,
expr::Expression,
x::AbstractArray,
parent_index::Int,
)
return error(
"Unexpected array $x in nonlinear expression. Nonlinear expressions " *
"may contain only scalar expressions.",
)
end
"""
convert_to_expr(data::Model, expr::Expression)
Convert the [`Expression`](@ref) `expr` into a Julia `Expr`.
* subexpressions are represented by a [`ExpressionIndex`](@ref) object.
* parameters are represented by a [`ParameterIndex`](@ref) object.
* variables are represented by an [`MOI.VariableIndex`](@ref) object.
"""
function convert_to_expr(model::Model, expr::Expression)
tree = Any[]
for node in expr.nodes
node_expr = if node.type == NODE_CALL_UNIVARIATE
Expr(:call, model.operators.univariate_operators[node.index])
elseif node.type == NODE_CALL_MULTIVARIATE
Expr(:call, model.operators.multivariate_operators[node.index])
elseif node.type == NODE_COMPARISON
Expr(:call, model.operators.comparison_operators[node.index])
elseif node.type == NODE_LOGIC
Expr(model.operators.logic_operators[node.index])
elseif node.type == NODE_MOI_VARIABLE
MOI.VariableIndex(node.index)
elseif node.type == NODE_PARAMETER
ParameterIndex(node.index)
elseif node.type == NODE_SUBEXPRESSION
ExpressionIndex(node.index)
else
@assert node.type == NODE_VALUE
expr.values[node.index]
end
if 1 <= node.parent <= length(tree)
push!(tree[node.parent].args, node_expr)
end
push!(tree, node_expr)
end
return _replace_comparison(tree[1])
end
# TODO(odow): NODE_COMPARISON is a bit of a pain to deal with...
_replace_comparison(expr) = expr
function _replace_comparison(expr::Expr)
if Meta.isexpr(expr, :call, 4) && expr.args[1] in (:<=, :>=, :(==), :<, :>)
return Expr(
:comparison,
expr.args[2],
expr.args[1],
expr.args[3],
expr.args[1],
expr.args[4],
)
end
for i in 1:length(expr.args)
expr.args[i] = _replace_comparison(expr.args[i])
end
return expr
end