Change to GPUArraysCore

[ChrisRackauckas]

No description provided.

[ChrisRackauckas]

The OrdinaryDiffEq result is so yummy haha:

@time_imports using OrdinaryDiffEq

Before:

11.2 ms ┌ MacroTools
20.1 ms ┌ ZygoteRules
16.0 ms ┌ Preferences
17.7 ms ┌ JLLWrappers
68.4 ms ┌ Rmath_jll
134.5 ms ┌ Rmath
3.7 ms ┌ Compat
1.5 ms ┌ NaNMath
3.5 ms ┌ Calculus
52.7 ms ┌ ChainRulesCore
55.6 ms ┌ ChangesOfVariables
1.3 ms ┌ OpenLibm_jll
2.3 ms ┌ InverseFunctions
4.8 ms ┌ DocStringExtensions
5.4 ms ┌ IrrationalConstants
1.5 ms ┌ CompilerSupportLibraries_jll
2.0 ms ┌ LogExpFunctions
1.7 ms ┌ OpenSpecFun_jll
29.7 ms ┌ SpecialFunctions
13.7 ms ┌ DualNumbers
121.9 ms ┌ HypergeometricFunctions
1.0 ms ┌ Reexport
281.1 ms ┌ StatsFuns
2.0 ms ┌ CpuId
412.8 ms ┌ StaticArrays
1.1 ms ┌ SIMDTypes
1.2 ms ┌ IfElse
35.6 ms ┌ Static
3.5 ms ┌ ArrayInterfaceCore
56.2 ms ┌ ArrayInterface
1.7 ms ┌ Adapt
45.7 ms ┌ OffsetArrays
48.9 ms ┌ ArrayInterfaceOffsetArrays
3.6 ms ┌ ArrayInterfaceStaticArrays
3.0 ms ┌ ManualMemory
538.4 ms ┌ LayoutPointers
57.3 ms ┌ CPUSummary
1.0 ms ┌ BitTwiddlingConvenienceFunctions
67.9 ms ┌ HostCPUFeatures
1038.9 ms ┌ VectorizationBase
0.9 ms ┌ IteratorInterfaceExtensions
2.6 ms ┌ TableTraits
41.7 ms ┌ ThreadingUtilities
59.1 ms ┌ PolyesterWeave
3.6 ms ┌ DiffResults
13.8 ms ┌ FunctionWrappers
1.8 ms ┌ CommonSubexpressions
2.0 ms ┌ DiffRules
113.9 ms ┌ ForwardDiff
6.1 ms ┌ SLEEFPirates
155.3 ms ┌ SIMDDualNumbers
7.8 ms ┌ OrderedCollections
74.5 ms ┌ DataStructures
1.4 ms ┌ MuladdMacro
13.6 ms ┌ KLU
26.2 ms ┌ LabelledArrays
30.2 ms ┌ PreallocationTools
1.7 ms ┌ Requires
1.2 ms ┌ StatsAPI
6.9 ms ┌ Distances
0.9 ms ┌ UnPack
144.2 ms ┌ FillArrays
1.3 ms ┌ DataValueInterfaces
113.2 ms ┌ LLVMExtra_jll
6.0 ms ┌ CEnum
121.8 ms ┌ LLVM
4.3 ms ┌ GPUArraysCore
825.5 ms ┌ GPUArrays
28.6 ms ┌ RecipesBase
1039.7 ms ┌ RecursiveArrayTools
2.8 ms ┌ DataAPI
1.5 ms ┌ SortingAlgorithms
8.4 ms ┌ Missings
38.7 ms ┌ StatsBase
1.6 ms ┌ ArrayInterfaceGPUArrays
5.0 ms ┌ CloseOpenIntervals
27.6 ms ┌ StrideArraysCore
37.6 ms ┌ Polyester
15.7 ms ┌ Tables
1.2 ms ┌ CommonSolve
2.5 ms ┌ ConstructionBase
1.0 ms ┌ TreeViews
294.0 ms ┌ SciMLBase
74.2 ms ┌ Setfield
348.4 ms ┌ LoopVectorization
14.0 ms ┌ FiniteDiff
89.4 ms ┌ TriangularSolve
22.0 ms ┌ IterativeSolvers
179.2 ms ┌ RecursiveFactorization
1074.1 ms ┌ NonlinearSolve
1.4 ms ┌ libblastrampoline_jll
24.6 ms ┌ GenericSchur
1.7 ms ┌ Parameters
23.7 ms ┌ PDMats
14.2 ms ┌ Krylov
7.9 ms ┌ NLSolversBase
20.0 ms ┌ LineSearches
1.8 ms ┌ Inflate
3.1 ms ┌ DensityInterface
5.6 ms ┌ QuadGK
243.1 ms ┌ Distributions
55.2 ms ┌ KrylovKit
66.9 ms ┌ LinearSolve
1.5 ms ┌ FastClosures
2.6 ms ┌ FastBroadcast
6.2 ms ┌ NLsolve
3.0 ms ┌ SimpleTraits
7.0 ms ┌ ArnoldiMethod
55.6 ms ┌ Graphs
62.5 ms ┌ VertexSafeGraphs
82.7 ms ┌ SparseDiffTools
131.3 ms ┌ DiffEqBase
7.3 ms ┌ ExponentialUtilities
5809.3 ms OrdinaryDiffEq

After:

SciML/RecursiveArrayTools.jl#213
JuliaArrays/ArrayInterface.jl#320
SciML/DiffEqNoiseProcess.jl#106
SciML/LinearSolve.jl#146
SciML/ExponentialUtilities.jl#91

@time_imports using OrdinaryDiffEq

10.4 ms ┌ MacroTools
17.7 ms ┌ ZygoteRules
15.6 ms ┌ Preferences
17.3 ms ┌ JLLWrappers
163.2 ms ┌ Rmath_jll
252.5 ms ┌ Rmath
3.0 ms ┌ Compat
1.3 ms ┌ NaNMath
2.8 ms ┌ Calculus
49.3 ms ┌ ChainRulesCore
51.3 ms ┌ ChangesOfVariables
1.2 ms ┌ OpenLibm_jll
2.1 ms ┌ InverseFunctions
4.1 ms ┌ DocStringExtensions
4.6 ms ┌ IrrationalConstants
1.3 ms ┌ CompilerSupportLibraries_jll
1.8 ms ┌ LogExpFunctions
1.7 ms ┌ OpenSpecFun_jll
15.0 ms ┌ SpecialFunctions
11.5 ms ┌ DualNumbers
98.0 ms ┌ HypergeometricFunctions
0.9 ms ┌ Reexport
372.3 ms ┌ StatsFuns
1.6 ms ┌ CpuId
413.5 ms ┌ StaticArrays
1.2 ms ┌ SIMDTypes
0.9 ms ┌ IfElse
34.7 ms ┌ Static
2.8 ms ┌ ArrayInterfaceCore
52.9 ms ┌ ArrayInterface
1.7 ms ┌ Adapt
40.4 ms ┌ OffsetArrays
43.5 ms ┌ ArrayInterfaceOffsetArrays
3.1 ms ┌ ArrayInterfaceStaticArrays
3.3 ms ┌ ManualMemory
529.6 ms ┌ LayoutPointers
56.7 ms ┌ CPUSummary
1.0 ms ┌ BitTwiddlingConvenienceFunctions
95.7 ms ┌ HostCPUFeatures
1036.7 ms ┌ VectorizationBase
0.8 ms ┌ IteratorInterfaceExtensions
2.4 ms ┌ TableTraits
41.7 ms ┌ ThreadingUtilities
59.5 ms ┌ PolyesterWeave
3.7 ms ┌ DiffResults
12.7 ms ┌ FunctionWrappers
1.3 ms ┌ CommonSubexpressions
2.0 ms ┌ DiffRules
116.5 ms ┌ ForwardDiff
6.1 ms ┌ SLEEFPirates
157.1 ms ┌ SIMDDualNumbers
7.0 ms ┌ OrderedCollections
71.3 ms ┌ DataStructures
1.3 ms ┌ MuladdMacro
13.7 ms ┌ KLU
25.4 ms ┌ LabelledArrays
28.3 ms ┌ PreallocationTools
1.5 ms ┌ Requires
1.2 ms ┌ StatsAPI
6.5 ms ┌ Distances
1.1 ms ┌ UnPack
141.8 ms ┌ FillArrays
1.2 ms ┌ DataValueInterfaces
24.0 ms ┌ RecipesBase
3.2 ms ┌ GPUArraysCore
60.3 ms ┌ RecursiveArrayTools
2.6 ms ┌ DataAPI
1.7 ms ┌ SortingAlgorithms
8.5 ms ┌ Missings
36.1 ms ┌ StatsBase
1.7 ms ┌ ArrayInterfaceGPUArrays
6.1 ms ┌ CloseOpenIntervals
25.8 ms ┌ StrideArraysCore
36.7 ms ┌ Polyester
15.5 ms ┌ Tables
1.1 ms ┌ CommonSolve
1.8 ms ┌ ConstructionBase
1.0 ms ┌ TreeViews
277.6 ms ┌ SciMLBase
71.2 ms ┌ Setfield
312.5 ms ┌ LoopVectorization
14.2 ms ┌ FiniteDiff
85.5 ms ┌ TriangularSolve
20.6 ms ┌ IterativeSolvers
111.1 ms ┌ RecursiveFactorization
945.4 ms ┌ NonlinearSolve
1.2 ms ┌ libblastrampoline_jll
24.0 ms ┌ GenericSchur
23.2 ms ┌ PDMats
1.4 ms ┌ Parameters
13.4 ms ┌ Krylov
6.4 ms ┌ NLSolversBase
16.7 ms ┌ LineSearches
1.3 ms ┌ Inflate
2.2 ms ┌ DensityInterface
4.0 ms ┌ QuadGK
297.9 ms ┌ Distributions
53.6 ms ┌ KrylovKit
63.2 ms ┌ LinearSolve
1.3 ms ┌ FastClosures
2.3 ms ┌ FastBroadcast
4.9 ms ┌ NLsolve
2.5 ms ┌ SimpleTraits
5.4 ms ┌ ArnoldiMethod
48.2 ms ┌ Graphs
53.2 ms ┌ VertexSafeGraphs
71.7 ms ┌ SparseDiffTools
59.6 ms ┌ DiffEqBase
136.5 ms ┌ ExponentialUtilities
4685.2 ms OrdinaryDiffEq