Avoid non-lazy string interpolation and replace @assert with ArgumentError

.github/workflows/ci.yml

@@ -26,6 +26,7 @@ jobs:
           - 'min'
           - 'lts'
           - '1'
+          - 'pre'
         os:
           - ubuntu-latest
           - windows-latest

Project.toml

@@ -27,6 +27,7 @@ DiffResults = "1.1"
 DiffRules = "1.4"
 DiffTests = "0.1"
 IrrationalConstants = "0.1, 0.2"
+JET = "0.9, 0.10"
 LogExpFunctions = "0.3"
 NaNMath = "1"
 Preferences = "1"
@@ -39,9 +40,10 @@ Calculus = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
 DiffTests = "de460e47-3fe3-5279-bb4a-814414816d5d"
 InteractiveUtils = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 IrrationalConstants = "92d709cd-6900-40b7-9082-c6be49f344b6"
+JET = "c3a54625-cd67-489e-a8e7-0a5a0ff4e31b"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [targets]
-test = ["Calculus", "DiffTests", "IrrationalConstants", "SparseArrays", "StaticArrays", "Test", "InteractiveUtils"]
+test = ["Calculus", "DiffTests", "IrrationalConstants", "JET", "SparseArrays", "StaticArrays", "Test", "InteractiveUtils"]

src/config.jl

@@ -29,7 +29,7 @@ struct InvalidTagException{E,O} <: Exception
 end
 
 Base.showerror(io::IO, e::InvalidTagException{E,O}) where {E,O} =
-    print(io, "Invalid Tag object:\n  Expected $E,\n  Observed $O.")
+    print(io, "Invalid Tag object:\n  Expected ", E, ",\n  Observed ", O, ".")
 
 checktag(::Type{Tag{FT,VT}}, f::F, x::AbstractArray{V}) where {FT,VT,F,V} =
     throw(InvalidTagException{Tag{F,V},Tag{FT,VT}}())

src/dual.jl

@@ -35,11 +35,10 @@ struct DualMismatchError{A,B} <: Exception
 end
 
 Base.showerror(io::IO, e::DualMismatchError{A,B}) where {A,B} =
-    print(io, "Cannot determine ordering of Dual tags $(e.a) and $(e.b)")
+    print(io, "Cannot determine ordering of Dual tags ", e.a, " and ", e.b)
 
 @noinline function throw_cannot_dual(V::Type)
-    throw(ArgumentError("Cannot create a dual over scalar type $V." *
-        " If the type behaves as a scalar, define ForwardDiff.can_dual(::Type{$V}) = true."))
+    throw(ArgumentError(lazy"Cannot create a dual over scalar type $V. If the type behaves as a scalar, define ForwardDiff.can_dual(::Type{$V}) = true."))
 end
 
 """

src/gradient.jl

@@ -113,7 +113,9 @@ end
 
 function chunk_mode_gradient_expr(result_definition::Expr)
     return quote
-        @assert structural_length(x) >= N "chunk size cannot be greater than ForwardDiff.structural_length(x) ($(N) > $(structural_length(x)))"
+        if structural_length(x) < N
+            throw(ArgumentError(lazy"chunk size cannot be greater than ForwardDiff.structural_length(x) ($(N) > $(structural_length(x)))"))
+        end
 
         # precalculate loop bounds
         xlen = structural_length(x)

src/jacobian.jl

@@ -169,7 +169,9 @@ const JACOBIAN_ERROR = DimensionMismatch("jacobian(f, x) expects that f(x) is an
 function jacobian_chunk_mode_expr(work_array_definition::Expr, compute_ydual::Expr,
                                   result_definition::Expr, y_definition::Expr)
     return quote
-        @assert structural_length(x) >= N "chunk size cannot be greater than ForwardDiff.structural_length(x) ($(N) > $(structural_length(x)))"
+        if structural_length(x) < N
+            throw(ArgumentError(lazy"chunk size cannot be greater than ForwardDiff.structural_length(x) ($(N) > $(structural_length(x)))"))
+        end
 
         # precalculate loop bounds
         xlen = structural_length(x)

test/AllocationsTest.jl

@@ -13,28 +13,19 @@ convert_test_574() = convert(ForwardDiff.Dual{Nothing,ForwardDiff.Dual{Nothing,F
     seeds = cfg.seeds
     seed = cfg.seeds[1]
 
-    alloc = @allocated ForwardDiff.seed!(duals, x, seeds)
-    alloc = @allocated ForwardDiff.seed!(duals, x, seeds)
-    @test alloc == 0
-
-    alloc = @allocated ForwardDiff.seed!(duals, x, seed)
-    alloc = @allocated ForwardDiff.seed!(duals, x, seed)
-    @test alloc == 0
-
-    index = 1
-    alloc = @allocated ForwardDiff.seed!(duals, x, index, seeds)
-    alloc = @allocated ForwardDiff.seed!(duals, x, index, seeds)
-    @test alloc == 0
-
-    index = 1
-    alloc = @allocated ForwardDiff.seed!(duals, x, index, seed)
-    alloc = @allocated ForwardDiff.seed!(duals, x, index, seed)
-    @test alloc == 0
-
-    alloc = @allocated convert_test_574()
-    alloc = @allocated convert_test_574()
-    @test alloc == 0
-
+    allocs_seed!(args...) = @allocated ForwardDiff.seed!(args...)
+    allocs_seed!(duals, x, seeds)
+    @test iszero(allocs_seed!(duals, x, seeds))
+    allocs_seed!(duals, x, seed)
+    @test iszero(allocs_seed!(duals, x, seed))
+    allocs_seed!(duals, x, 1, seeds)
+    @test iszero(allocs_seed!(duals, x, 1, seeds))
+    allocs_seed!(duals, x, 1, seed)
+    @test iszero(allocs_seed!(duals, x, 1, seed))
+
+    allocs_convert_test_574() = @allocated convert_test_574()
+    allocs_convert_test_574()
+    @test iszero(allocs_convert_test_574())
 end
 
 end

test/DualTest.jl

@@ -507,8 +507,7 @@ ForwardDiff.:≺(::Type{OuterTestTag}, ::Type{TestTag}) = false
                 @eval begin
                     x = rand() + $modifier
                     dx = @inferred $M.$f(Dual{TestTag}(x, one(x)))
-                    actualval = $M.$f(x)
-                    @assert actualval isa Real || actualval isa Complex
+                    actualval = $M.$f(x)::Union{Real,Complex}
                     if actualval isa Real
                         @test dx isa Dual{TestTag}
                         @test value(dx) == actualval
@@ -536,8 +535,7 @@ ForwardDiff.:≺(::Type{OuterTestTag}, ::Type{TestTag}) = false
                     dy = @inferred $M.$f(x, Dual{TestTag}(y, one(y)))
                     actualdx = $(derivs[1])
                     actualdy = $(derivs[2])
-                    actualval = $M.$f(x, y)
-                    @assert actualval isa Real || actualval isa Complex
+                    actualval = $M.$f(x, y)::Union{Real,Complex}
                     if actualval isa Real
                         @test dx isa Dual{TestTag}
                         @test dy isa Dual{TestTag}

test/QATest.jl

@@ -0,0 +1,16 @@
+module QATest
+
+using ForwardDiff
+using Test
+
+using JET: @test_opt
+
+@testset "JET" begin
+    # issue #778
+    @test_opt ForwardDiff.derivative(identity, 1.0)
+    @test_opt ForwardDiff.gradient(only, [1.0], ForwardDiff.GradientConfig(only, [1.0], ForwardDiff.Chunk{1}()))
+    @test_opt ForwardDiff.jacobian(identity, [1.0], ForwardDiff.JacobianConfig(identity, [1.0], ForwardDiff.Chunk{1}()))
+    @test_opt ForwardDiff.hessian(only, [1.0], ForwardDiff.HessianConfig(only, [1.0], ForwardDiff.Chunk{1}()))
+end
+
+end # module

test/runtests.jl

@@ -51,5 +51,10 @@ Random.seed!(SEED)
         t = @elapsed include("AllocationsTest.jl")
         println("##### done (took $t seconds).")
     end
+    @testset "QA" begin
+        println("##### QA testing...")
+        t = @elapsed include("QATest.jl")
+        println("##### done (took ", t, " seconds).")
+    end
     println("##### Running all ForwardDiff tests took $(time() - t0) seconds.")
 end