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Alias aware state priority #3093

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2 changes: 1 addition & 1 deletion src/structural_transformation/StructuralTransformations.jl
Original file line number Diff line number Diff line change
Expand Up @@ -24,7 +24,7 @@ using ModelingToolkit: ODESystem, AbstractSystem, var_from_nested_derivative, Di
invalidate_cache!, Substitutions, get_or_construct_tearing_state,
filter_kwargs, lower_varname_with_unit, setio, SparseMatrixCLIL,
get_fullvars, has_equations, observed,
Schedule, schedule
Schedule, schedule, AliasGraph

using ModelingToolkit.BipartiteGraphs
import .BipartiteGraphs: invview, complete
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125 changes: 105 additions & 20 deletions src/structural_transformation/partial_state_selection.jl
Original file line number Diff line number Diff line change
Expand Up @@ -170,42 +170,127 @@ function partial_state_selection_graph!(structure::SystemStructure, var_eq_match
end

function dummy_derivative_graph!(state::TransformationState, jac = nothing;
state_priority = nothing, log = Val(false), kwargs...)
state_priority = nothing, mm = nothing, log = Val(false), kwargs...)
state.structure.solvable_graph === nothing && find_solvables!(state; kwargs...)
complete!(state.structure)
var_eq_matching = complete(pantelides!(state; kwargs...))
dummy_derivative_graph!(state.structure, var_eq_matching, jac, state_priority, log)
if mm === nothing
ag = nothing
else
ag = AliasGraph(mm, ndsts(state.structure.graph))
end
dummy_derivative_graph!(
state.structure, var_eq_matching, jac, state_priority, ag, mm, log)
end

struct DummyDerivativeSummary
var_sccs::Vector{Vector{Int}}
state_priority::Vector{Vector{Float64}}
end

function extended_state_priority(state_priority, var_to_diff, ::Nothing)
sp = zeros(length(var_to_diff))
diff_to_var = invview(var_to_diff)
for v in 1:length(var_to_diff)
var = v
min_p = max_p = 0.0
while var_to_diff[var] !== nothing
var = var_to_diff[var]
end
while true
p = state_priority(var)
max_p = max(max_p, p)
min_p = min(min_p, p)
(var = diff_to_var[var]) === nothing && break
end
sp[v] = min_p < 0 ? min_p : max_p
end
sp
end

function extended_state_priority(state_priority, var_to_diff, ag::AliasGraph)
sp = map(state_priority, 1:length(var_to_diff))
prop_graph = SimpleDiGraph{Int}(ag)
for (v, dv) in enumerate(var_to_diff)
dv isa Int && add_edge!(prop_graph, v, dv)
end
prop_state_priority!(sp, prop_graph)
sp
end

function maxabs(x, y)
ax = abs(x)
ay = abs(y)
ax == ay ? min(x, y) : (ax > ay ? x : y)
end

function prop_state_priority!(sp, graph)
visited = BitSet()
function visit!(sp, graph, v)
push!(visited, v)
for n in outneighbors(graph, v)
n in visited && continue
sp[n] = maxabs(sp[n], sp[v])
visit!(sp, graph, n)
end
end
for v in vertices(graph)
if isempty(inneighbors(graph, v))
visit!(sp, graph, v)
empty!(visited)
end
end
sp
end
#=
State priority handling:

Phase 1:
Before dummy derivatives we cannot assume differentiations are real, so we can
only set state priorities and not change the scheduling:
ia -> a (1)
^
||
(2) v -> D(v) (3)
^
||
x -> D(x)

^
-> or | update priority by picking the max on these direction only (don't go
reverse)

Phase 2:
After dummy derivatives we do:

ia a
^ ^
|| ||
v -> D(v)
^
||
x -> D(x)

x v
ia

(priority, is_der) lex order

Build an alias graph with alias edges (±1 <->) and derivative edges (->), when
both edges coincide, take the derivative edge, then pick the variable on each
non-highest differentiation level that has the highest value by the above
ordering to obtain state variables.
=#

function dummy_derivative_graph!(
structure::SystemStructure, var_eq_matching, jac = nothing,
state_priority = nothing, ::Val{log} = Val(false)) where {log}
state_priority = nothing, ag = nothing, mm = nothing, ::Val{log} = Val(false)) where {log}
@unpack eq_to_diff, var_to_diff, graph = structure
diff_to_eq = invview(eq_to_diff)
diff_to_var = invview(var_to_diff)
invgraph = invview(graph)
extended_sp = let state_priority = state_priority, var_to_diff = var_to_diff,
diff_to_var = diff_to_var

var -> begin
min_p = max_p = 0.0
while var_to_diff[var] !== nothing
var = var_to_diff[var]
end
while true
p = state_priority(var)
max_p = max(max_p, p)
min_p = min(min_p, p)
(var = diff_to_var[var]) === nothing && break
end
min_p < 0 ? min_p : max_p
end
end
extended_sp_vec = extended_state_priority(state_priority, var_to_diff, ag)
extended_sp = Base.Fix1(getindex, extended_sp_vec)

var_sccs = find_var_sccs(graph, var_eq_matching)
var_perm = Int[]
Expand Down
25 changes: 25 additions & 0 deletions src/systems/alias_elimination.jl
Original file line number Diff line number Diff line change
Expand Up @@ -381,6 +381,31 @@ end

swap!(v, i, j) = v[i], v[j] = v[j], v[i]

struct AliasGraph <: Graphs.AbstractGraph{Int}
graph::SimpleGraph{Int}
neg_edge::Set{Tuple{Int, Int}}
end
function AliasGraph(mm::SparseMatrixCLIL, nv::Int)
graph = SimpleGraph{Int}(nv)
neg_edge = Set{Tuple{Int, Int}}()
for r in eachrow(mm)
@unpack nzval, nzind = r.vec
length(nzval) == 2 || continue
(v1, v2) = nzval
(abs(v1) == abs(v2) == 1) || continue
(i1, i2) = nzind
add_edge!(graph, i1, i2)
push!(neg_edge, (i1, i2))
end
AliasGraph(graph, neg_edge)
end
isneg(ag::AliasGraph, a, b) = (a, b) in ag.neg_edge
for f in [:dst, :edges, :edgetype, :has_edge, :has_vertex,
:inneighbors, :is_directed, :ne, :nv, :outneighbors,
:src, :vertices]
@eval Graphs.$f(ag::AliasGraph) = Graphs.$f(ag.graph)
end

"""
$(SIGNATURES)

Expand Down
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