add scheduler metrics #23
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kuszmaul
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Aug 21, 2023
…d and inlined) (JuliaLang#43322) A follow up attemp to fix JuliaLang#27988. (close JuliaLang#47493 close JuliaLang#50554) Examples: ```julia julia> using LazyArrays julia> bc = @~ @. 1*(1 + 1) + 1*1; julia> bc2 = @~ 1 .* 1 .- 1 .* 1 .^2 .+ 1 .* 1 .+ 1 .^ 3; ``` On master: <details><summary> click for details </summary> <p> ```julia julia> @code_typed Broadcast.flatten(bc).f(1,1,1,1,1) CodeInfo( 1 ─ %1 = Core.getfield(args, 1)::Int64 │ %2 = Core.getfield(args, 2)::Int64 │ %3 = Core.getfield(args, 3)::Int64 │ %4 = Core.getfield(args, 4)::Int64 │ %5 = Core.getfield(args, 5)::Int64 │ %6 = invoke Base.Broadcast.var"#13#14"{Base.Broadcast.var"#16#18"{Base.Broadcast.var"#15#17", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}, typeof(+)}}(Base.Broadcast.var"#16#18"{Base.Broadcast.var"#15#17", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}, typeof(+)}(Base.Broadcast.var"#15#17"(), Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}(Base.Broadcast.var"#15#17"())), Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), +))(%1::Int64, %2::Int64, %3::Vararg{Int64}, %4, %5)::Tuple{Int64, Int64, Vararg{Int64}} │ %7 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), %6)::Tuple{Int64, Int64} │ %8 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), %6)::Tuple{Vararg{Int64}} │ %9 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#16#18"{Base.Broadcast.var"#9#11", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}, typeof(*)}(Base.Broadcast.var"#9#11"(), Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}(Base.Broadcast.var"#15#17"())), Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), *), %8)::Tuple{Int64} │ %10 = Core.getfield(%7, 1)::Int64 │ %11 = Core.getfield(%7, 2)::Int64 │ %12 = Base.mul_int(%10, %11)::Int64 │ %13 = Core.getfield(%9, 1)::Int64 │ %14 = Base.add_int(%12, %13)::Int64 └── return %14 ) => Int64 julia> @code_typed Broadcast.flatten(bc2).f(1,1,1,^,1,Val(2),1,1,^,1,Val(3)) CodeInfo( 1 ─ %1 = Core.getfield(args, 1)::Int64 │ %2 = Core.getfield(args, 2)::Int64 │ %3 = Core.getfield(args, 3)::Int64 │ %4 = Core.getfield(args, 5)::Int64 │ %5 = Core.getfield(args, 7)::Int64 │ %6 = Core.getfield(args, 8)::Int64 │ %7 = Core.getfield(args, 10)::Int64 │ %8 = invoke Base.Broadcast.var"#13#14"{Base.Broadcast.var"#16#18"{Base.Broadcast.var"#15#17", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}}, typeof(Base.literal_pow)}}(Base.Broadcast.var"#16#18"{Base.Broadcast.var"#15#17", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}}, typeof(Base.literal_pow)}(Base.Broadcast.var"#15#17"(), Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}(Base.Broadcast.var"#15#17"()))), Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"()))), Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"()))), Base.literal_pow))(%3::Int64, ^::Function, %4::Vararg{Any}, $(QuoteNode(Val{2}())), %5, %6, ^, %7, $(QuoteNode(Val{3}())))::Tuple{Int64, Any, Vararg{Any}} │ %9 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), %8)::Tuple{Int64, Any} │ %10 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), %8)::Tuple │ %11 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#15#17"(), %10)::Tuple │ %12 = Core.getfield(%9, 1)::Int64 │ %13 = Core.getfield(%9, 2)::Any │ %14 = (*)(%12, %13)::Any │ %15 = Core.tuple(%14)::Tuple{Any} │ %16 = Core._apply_iterate(Base.iterate, Core.tuple, %15, %11)::Tuple{Any, Vararg{Any}} │ %17 = Base.mul_int(%1, %2)::Int64 │ %18 = Core.tuple(%17)::Tuple{Int64} │ %19 = Core._apply_iterate(Base.iterate, Core.tuple, %18, %16)::Tuple{Int64, Any, Vararg{Any}} │ %20 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), %19)::Tuple{Int64, Any} │ %21 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), %19)::Tuple │ %22 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#16#18"{Base.Broadcast.var"#15#17", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}, typeof(*)}(Base.Broadcast.var"#15#17"(), Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}(Base.Broadcast.var"#15#17"())), Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), *), %21)::Tuple{Any, Vararg{Any}} │ %23 = Core.getfield(%20, 1)::Int64 │ %24 = Core.getfield(%20, 2)::Any │ %25 = (-)(%23, %24)::Any │ %26 = Core.tuple(%25)::Tuple{Any} │ %27 = Core._apply_iterate(Base.iterate, Core.tuple, %26, %22)::Tuple{Any, Any, Vararg{Any}} │ %28 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"())), %27)::Tuple{Any, Any} │ %29 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"())), %27)::Tuple │ %30 = Core._apply_iterate(Base.iterate, Base.Broadcast.var"#16#18"{Base.Broadcast.var"#9#11", Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}}, Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}}, Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}}, typeof(Base.literal_pow)}(Base.Broadcast.var"#9#11"(), Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}}(Base.Broadcast.var"#13#14"{Base.Broadcast.var"#15#17"}(Base.Broadcast.var"#15#17"()))), Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}}(Base.Broadcast.var"#23#24"{Base.Broadcast.var"#25#26"}(Base.Broadcast.var"#25#26"()))), Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}}(Base.Broadcast.var"#19#20"{Base.Broadcast.var"#21#22"}(Base.Broadcast.var"#21#22"()))), Base.literal_pow), %29)::Tuple{Any} │ %31 = Core.getfield(%28, 1)::Any │ %32 = Core.getfield(%28, 2)::Any │ %33 = (+)(%31, %32)::Any │ %34 = Core.getfield(%30, 1)::Any │ %35 = (+)(%33, %34)::Any └── return %35 ) => Any ``` </p> </details> On this PR ```julia julia> @code_typed Broadcast.flatten(bc).f(1,1,1,1,1) CodeInfo( 1 ─ %1 = Core.getfield(args, 1)::Int64 │ %2 = Core.getfield(args, 2)::Int64 │ %3 = Core.getfield(args, 3)::Int64 │ %4 = Core.getfield(args, 4)::Int64 │ %5 = Core.getfield(args, 5)::Int64 │ %6 = Base.add_int(%2, %3)::Int64 │ %7 = Base.mul_int(%1, %6)::Int64 │ %8 = Base.mul_int(%4, %5)::Int64 │ %9 = Base.add_int(%7, %8)::Int64 └── return %9 ) => Int64 julia> @code_typed Broadcast.flatten(bc2).f(1,1,1,^,1,Val(2),1,1,^,1,Val(3)) CodeInfo( 1 ─ %1 = Core.getfield(args, 1)::Int64 │ %2 = Core.getfield(args, 2)::Int64 │ %3 = Core.getfield(args, 3)::Int64 │ %4 = Core.getfield(args, 5)::Int64 │ %5 = Core.getfield(args, 7)::Int64 │ %6 = Core.getfield(args, 8)::Int64 │ %7 = Core.getfield(args, 10)::Int64 │ %8 = Base.mul_int(%1, %2)::Int64 │ %9 = Base.mul_int(%4, %4)::Int64 │ %10 = Base.mul_int(%3, %9)::Int64 │ %11 = Base.sub_int(%8, %10)::Int64 │ %12 = Base.mul_int(%5, %6)::Int64 │ %13 = Base.add_int(%11, %12)::Int64 │ %14 = Base.mul_int(%7, %7)::Int64 │ %15 = Base.mul_int(%14, %7)::Int64 │ %16 = Base.add_int(%13, %15)::Int64 └── return %16 ) => Int64 ```
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