[v9] feat: significantly improve performance of *Problem generation

src/bipartite_graph.jl

@@ -535,13 +535,39 @@ function set_neighbors!(g::BipartiteGraph, i::Integer, new_neighbors)
     end
 end
 
-function delete_srcs!(g::BipartiteGraph, srcs)
+function delete_srcs!(g::BipartiteGraph{I}, srcs; rm_verts = false) where {I}
     for s in srcs
         set_neighbors!(g, s, ())
     end
+    if rm_verts
+        old_to_new_idxs = collect(one(I):I(nsrcs(g)))
+        for s in srcs
+            old_to_new_idxs[s] = zero(I)
+        end
+        offset = zero(I)
+        for i in eachindex(old_to_new_idxs)
+            if iszero(old_to_new_idxs[i])
+                offset += one(I)
+                continue
+            end
+            old_to_new_idxs[i] -= offset
+        end
+
+        if g.badjlist isa AbstractVector
+            for i in 1:ndsts(g)
+                for j in eachindex(g.badjlist[i])
+                    g.badjlist[i][j] = old_to_new_idxs[g.badjlist[i][j]]
+                end
+                filter!(!iszero, g.badjlist[i])
+            end
+        end
+        deleteat!(g.fadjlist, srcs)
+    end
     g
 end
-delete_dsts!(g::BipartiteGraph, srcs) = delete_srcs!(invview(g), srcs)
+function delete_dsts!(g::BipartiteGraph, srcs; rm_verts = false)
+    delete_srcs!(invview(g), srcs; rm_verts)
+end
 
 ###
 ### Edges iteration

src/structural_transformation/symbolics_tearing.jl

@@ -740,7 +740,8 @@ function update_simplified_system!(
         obs_sub[eq.lhs] = eq.rhs
     end
     # TODO: compute the dependency correctly so that we don't have to do this
-    obs = [fast_substitute(observed(sys), obs_sub); solved_eqs]
+    obs = [fast_substitute(observed(sys), obs_sub); solved_eqs;
+           fast_substitute(state.additional_observed, obs_sub)]
 
     unknowns = Any[v
                    for (i, v) in enumerate(state.fullvars)

src/systems/diffeqs/abstractodesystem.jl

@@ -1495,7 +1495,7 @@ function InitializationProblem{iip, specialize}(sys::AbstractSystem,
         @warn errmsg
     end
 
-    uninit = setdiff(unknowns(sys), [unknowns(isys); observables(isys)])
+    uninit = setdiff(unknowns(sys), unknowns(isys), observables(isys))
 
     # TODO: throw on uninitialized arrays
     filter!(x -> !(x isa Symbolics.Arr), uninit)

src/systems/nonlinear/initializesystem.jl

@@ -648,7 +648,26 @@ function SciMLBase.late_binding_update_u0_p(
     newu0, newp = promote_u0_p(newu0, newp, t0)
 
     # non-symbolic u0 updates initials...
-    if !(eltype(u0) <: Pair)
+    if eltype(u0) <: Pair
+        syms = []
+        vals = []
+        allsyms = all_symbols(sys)
+        for (k, v) in u0
+            v === nothing && continue
+            (symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v)) || continue
+            if k isa Symbol
+                k2 = symbol_to_symbolic(sys, k; allsyms)
+                # if it is returned as-is, there is no match so skip it
+                k2 === k && continue
+                k = k2
+            end
+            is_parameter(sys, Initial(k)) || continue
+            push!(syms, Initial(k))
+            push!(vals, v)
+        end
+        newp = setp_oop(sys, syms)(newp, vals)
+    else
+        allsyms = nothing
         # if `p` is not provided or is symbolic
         p === missing || eltype(p) <: Pair || return newu0, newp
         (newu0 === nothing || isempty(newu0)) && return newu0, newp
@@ -661,27 +680,30 @@ function SciMLBase.late_binding_update_u0_p(
             throw(ArgumentError("Expected `newu0` to be of same length as unknowns ($(length(prob.u0))). Got $(typeof(newu0)) of length $(length(newu0))"))
         end
         newp = meta.set_initial_unknowns!(newp, newu0)
-        return newu0, newp
-    end
-
-    syms = []
-    vals = []
-    allsyms = all_symbols(sys)
-    for (k, v) in u0
-        v === nothing && continue
-        (symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v)) || continue
-        if k isa Symbol
-            k2 = symbol_to_symbolic(sys, k; allsyms)
-            # if it is returned as-is, there is no match so skip it
-            k2 === k && continue
-            k = k2
+    end
+
+    if eltype(p) <: Pair
+        syms = []
+        vals = []
+        if allsyms === nothing
+            allsyms = all_symbols(sys)
+        end
+        for (k, v) in p
+            v === nothing && continue
+            (symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v)) || continue
+            if k isa Symbol
+                k2 = symbol_to_symbolic(sys, k; allsyms)
+                # if it is returned as-is, there is no match so skip it
+                k2 === k && continue
+                k = k2
+            end
+            is_parameter(sys, Initial(k)) || continue
+            push!(syms, Initial(k))
+            push!(vals, v)
         end
-        is_parameter(sys, Initial(k)) || continue
-        push!(syms, Initial(k))
-        push!(vals, v)
+        newp = setp_oop(sys, syms)(newp, vals)
     end
 
-    newp = setp_oop(sys, syms)(newp, vals)
     return newu0, newp
 end
 

src/systems/optimization/optimizationsystem.jl

@@ -741,8 +741,9 @@ function structural_simplify(sys::OptimizationSystem; split = true, kwargs...)
     nlsys = NonlinearSystem(econs, unknowns(sys), parameters(sys); name = :___tmp_nlsystem)
     snlsys = structural_simplify(nlsys; fully_determined = false, kwargs...)
     obs = observed(snlsys)
-    subs = Dict(eq.lhs => eq.rhs for eq in observed(snlsys))
     seqs = equations(snlsys)
+    trueobs, _ = unhack_observed(obs, seqs)
+    subs = Dict(eq.lhs => eq.rhs for eq in trueobs)
     cons_simplified = similar(cons, length(icons) + length(seqs))
     for (i, eq) in enumerate(Iterators.flatten((seqs, icons)))
         cons_simplified[i] = fixpoint_sub(eq, subs)

src/systems/parameter_buffer.jl

@@ -29,7 +29,7 @@ the default behavior).
 function MTKParameters(
         sys::AbstractSystem, p, u0 = Dict(); tofloat = false,
         t0 = nothing, substitution_limit = 1000, floatT = nothing,
-        p_constructor = identity)
+        p_constructor = identity, fast_path = false)
     ic = if has_index_cache(sys) && get_index_cache(sys) !== nothing
         get_index_cache(sys)
     else
@@ -50,9 +50,15 @@ function MTKParameters(
     is_time_dependent(sys) && add_observed!(sys, u0)
     add_parameter_dependencies!(sys, p)
 
-    op, missing_unknowns, missing_pars = build_operating_point!(sys,
-        u0, p, defs, cmap, dvs, ps)
-
+    u0map = anydict()
+    pmap = anydict()
+    if fast_path
+        missing_pars = missingvars(p, ps)
+        op = p
+    else
+        op, _, missing_pars = build_operating_point!(sys,
+            u0, p, defs, cmap, dvs, ps)
+    end
     if t0 !== nothing
         op[get_iv(sys)] = t0
     end

src/systems/problem_utils.jl

@@ -450,8 +450,11 @@ in `varmap`, it is ignored.
 """
 function evaluate_varmap!(varmap::AbstractDict, vars; limit = 100)
     for k in vars
+        v = get(varmap, k, nothing)
+        v === nothing && continue
+        symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v) && continue
         haskey(varmap, k) || continue
-        varmap[k] = fixpoint_sub(varmap[k], varmap; maxiters = limit)
+        varmap[k] = fixpoint_sub(v, varmap; maxiters = limit)
     end
 end
 
@@ -580,15 +583,19 @@ function build_operating_point!(sys::AbstractSystem,
         end
     end
 
-    for k in keys(u0map)
-        v = fixpoint_sub(u0map[k], neithermap; operator = Symbolics.Operator)
-        isequal(k, v) && continue
-        u0map[k] = v
-    end
-    for k in keys(pmap)
-        v = fixpoint_sub(pmap[k], neithermap; operator = Symbolics.Operator)
-        isequal(k, v) && continue
-        pmap[k] = v
+    if !isempty(neithermap)
+        for (k, v) in u0map
+            symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v) && continue
+            v = fixpoint_sub(v, neithermap; operator = Symbolics.Operator)
+            isequal(k, v) && continue
+            u0map[k] = v
+        end
+        for (k, v) in pmap
+            symbolic_type(v) == NotSymbolic() && !is_array_of_symbolics(v) && continue
+            v = fixpoint_sub(v, neithermap; operator = Symbolics.Operator)
+            isequal(k, v) && continue
+            pmap[k] = v
+        end
     end
 
     return op, missing_unknowns, missing_pars
@@ -1036,6 +1043,9 @@ function (siu::SetInitialUnknowns)(p::AbstractVector, u0)
     return p
 end
 
+safe_float(x) = x
+safe_float(x::AbstractArray) = isempty(x) ? x : float(x)
+
 """
     $(TYPEDSIGNATURES)
 
@@ -1100,7 +1110,8 @@ function maybe_build_initialization_problem(
     if is_time_dependent(sys)
         all_init_syms = Set(all_symbols(initializeprob))
         solved_unknowns = filter(var -> var in all_init_syms, unknowns(sys))
-        initializeprobmap = u0_constructor ∘ getu(initializeprob, solved_unknowns)
+        initializeprobmap = u0_constructor ∘ safe_float ∘
+                            getu(initializeprob, solved_unknowns)
     else
         initializeprobmap = nothing
     end
@@ -1123,20 +1134,24 @@ function maybe_build_initialization_problem(
         update_initializeprob! = ModelingToolkit.update_initializeprob!
     end
 
-    for p in punknowns
-        is_parameter_solvable(p, pmap, defs, guesses) || continue
-        get(op, p, missing) === missing || continue
+    filter!(punknowns) do p
+        is_parameter_solvable(p, op, defs, guesses) && get(op, p, missing) === missing
+    end
+    pvals = getu(initializeprob, punknowns)(initializeprob)
+    for (p, pval) in zip(punknowns, pvals)
         p = unwrap(p)
-        op[p] = getu(initializeprob, p)(initializeprob)
+        op[p] = pval
         if iscall(p) && operation(p) === getindex
             arrp = arguments(p)[1]
+            get(op, arrp, nothing) !== missing && continue
             op[arrp] = collect(arrp)
         end
     end
 
     if is_time_dependent(sys)
-        for v in missing_unknowns
-            op[v] = getu(initializeprob, v)(initializeprob)
+        uvals = getu(initializeprob, collect(missing_unknowns))(initializeprob)
+        for (v, val) in zip(missing_unknowns, uvals)
+            op[v] = val
         end
         empty!(missing_unknowns)
     end
@@ -1371,7 +1386,7 @@ function process_SciMLProblem(
         if !(pType <: AbstractArray)
             pType = Array
         end
-        p = MTKParameters(sys, op; floatT = floatT, p_constructor)
+        p = MTKParameters(sys, op; floatT = floatT, p_constructor, fast_path = true)
     else
         p = p_constructor(better_varmap_to_vars(op, ps; tofloat, container_type = pType))
     end