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cda365ca8d
Types that have "value semantics" should not have lexical lifetimes. Value types are not expected to have custom deinits. Are not expected to expose unsafe interior pointers. And cannot have weak references because they are structs. Therefore, deinitialization barriers are irrelevant. rdar://107076869
854 lines
45 KiB
Swift
854 lines
45 KiB
Swift
// RUN: %target-swift-emit-sil -verify -Xllvm -debug-only=differentiation %s 2>&1 | %FileCheck %s
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// REQUIRES: asserts
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import _Differentiation
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// Check that `@noDerivative` struct projections have "NONE" activity.
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struct HasNoDerivativeProperty: Differentiable {
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var x: Float
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@noDerivative var y: Float
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}
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@differentiable(reverse)
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func testNoDerivativeStructProjection(_ s: HasNoDerivativeProperty) -> Float {
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var tmp = s
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tmp.y = tmp.x
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return tmp.x
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testNoDerivativeStructProjection{{.*}} at parameter indices (0) and result indices (0):
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// CHECK: [ACTIVE] %0 = argument of bb0 : $HasNoDerivativeProperty
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// CHECK: [ACTIVE] %2 = alloc_stack $HasNoDerivativeProperty, var, name "tmp"
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// CHECK: [ACTIVE] %4 = begin_access [read] [static] %2 : $*HasNoDerivativeProperty
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// CHECK: [ACTIVE] %5 = struct_element_addr %4 : $*HasNoDerivativeProperty, #HasNoDerivativeProperty.x
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// CHECK: [VARIED] %6 = load [trivial] %5 : $*Float
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// CHECK: [ACTIVE] %8 = begin_access [modify] [static] %2 : $*HasNoDerivativeProperty
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// CHECK: [NONE] %9 = struct_element_addr %8 : $*HasNoDerivativeProperty, #HasNoDerivativeProperty.y
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// CHECK: [ACTIVE] %12 = begin_access [read] [static] %2 : $*HasNoDerivativeProperty
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// CHECK: [ACTIVE] %13 = struct_element_addr %12 : $*HasNoDerivativeProperty, #HasNoDerivativeProperty.x
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// CHECK: [ACTIVE] %14 = load [trivial] %13 : $*Float
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// Check that non-differentiable `tuple_element_addr` projections are non-varied.
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@differentiable(reverse where T : Differentiable)
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func testNondifferentiableTupleElementAddr<T>(_ x: T) -> T {
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var tuple = (1, 1, (x, 1), 1)
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tuple.0 = 1
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tuple.2.0 = x
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tuple.3 = 1
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return tuple.2.0
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testNondifferentiableTupleElementAddr{{.*}} at parameter indices (0) and result indices (0):
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// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %1 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %3 = alloc_stack [lexical] $(Int, Int, (T, Int), Int), var, name "tuple"
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// CHECK: [USEFUL] %4 = tuple_element_addr %3 : $*(Int, Int, (T, Int), Int), 0
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// CHECK: [USEFUL] %5 = tuple_element_addr %3 : $*(Int, Int, (T, Int), Int), 1
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// CHECK: [ACTIVE] %6 = tuple_element_addr %3 : $*(Int, Int, (T, Int), Int), 2
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// CHECK: [USEFUL] %7 = tuple_element_addr %3 : $*(Int, Int, (T, Int), Int), 3
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// CHECK: [ACTIVE] %18 = tuple_element_addr %6 : $*(T, Int), 0
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// CHECK: [USEFUL] %19 = tuple_element_addr %6 : $*(T, Int), 1
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// CHECK: [ACTIVE] %35 = begin_access [modify] [static] %3 : $*(Int, Int, (T, Int), Int)
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// CHECK: [USEFUL] %36 = tuple_element_addr %35 : $*(Int, Int, (T, Int), Int), 0
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// CHECK: [ACTIVE] %41 = begin_access [modify] [static] %3 : $*(Int, Int, (T, Int), Int)
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// CHECK: [ACTIVE] %42 = tuple_element_addr %41 : $*(Int, Int, (T, Int), Int), 2
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// CHECK: [ACTIVE] %43 = tuple_element_addr %42 : $*(T, Int), 0
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// CHECK: [ACTIVE] %51 = begin_access [modify] [static] %3 : $*(Int, Int, (T, Int), Int)
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// CHECK: [USEFUL] %52 = tuple_element_addr %51 : $*(Int, Int, (T, Int), Int), 3
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// CHECK: [ACTIVE] %55 = begin_access [read] [static] %3 : $*(Int, Int, (T, Int), Int)
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// CHECK: [ACTIVE] %56 = tuple_element_addr %55 : $*(Int, Int, (T, Int), Int), 2
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// CHECK: [ACTIVE] %57 = tuple_element_addr %56 : $*(T, Int), 0
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// TF-781: check active local address + nested conditionals.
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@differentiable(reverse, wrt: x)
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func TF_781(_ x: Float, _ y: Float) -> Float {
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var result = y
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if true {
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if true {
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result = result * x // check activity of `result` and this `apply`
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}
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}
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return result
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}TF_781{{.*}} at parameter indices (0) and result indices (0)
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [USEFUL] %1 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %4 = alloc_stack $Float, var, name "result"
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// CHECK: [ACTIVE] %19 = begin_access [read] [static] %4 : $*Float
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// CHECK: [ACTIVE] %20 = load [trivial] %19 : $*Float
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// CHECK: [ACTIVE] %23 = apply %22(%20, %0, %18) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: [ACTIVE] %24 = begin_access [modify] [static] %4 : $*Float
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// CHECK: [ACTIVE] %31 = begin_access [read] [static] %4 : $*Float
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// CHECK: [ACTIVE] %32 = load [trivial] %31 : $*Float
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// TF-954: check nested conditionals and addresses.
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@differentiable(reverse)
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func TF_954(_ x: Float) -> Float {
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var outer = x
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outerIf: if true {
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var inner = outer
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inner = inner * x // check activity of this `apply`
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if false {
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break outerIf
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}
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outer = inner
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}
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return outer
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}TF_954{{.*}} at parameter indices (0) and result indices (0)
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// CHECK: bb0:
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %2 = alloc_stack $Float, var, name "outer"
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// CHECK: bb1:
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// CHECK: [ACTIVE] %10 = alloc_stack $Float, var, name "inner"
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// CHECK: [ACTIVE] %11 = begin_access [read] [static] %2 : $*Float
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// CHECK: [USEFUL] %14 = metatype $@thin Float.Type
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// CHECK: [ACTIVE] %15 = begin_access [read] [static] %10 : $*Float
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// CHECK: [ACTIVE] %16 = load [trivial] %15 : $*Float
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// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
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// CHECK: %18 = function_ref @$sSf1moiyS2f_SftFZ : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: [ACTIVE] %19 = apply %18(%16, %0, %14) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: [ACTIVE] %20 = begin_access [modify] [static] %10 : $*Float
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// CHECK: bb3:
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// CHECK: [ACTIVE] %31 = begin_access [read] [static] %10 : $*Float
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// CHECK: [ACTIVE] %32 = load [trivial] %31 : $*Float
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// CHECK: [ACTIVE] %34 = begin_access [modify] [static] %2 : $*Float
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// CHECK: bb5:
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// CHECK: [ACTIVE] %40 = begin_access [read] [static] %2 : $*Float
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// CHECK: [ACTIVE] %41 = load [trivial] %40 : $*Float
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//===----------------------------------------------------------------------===//
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// Branching cast instructions
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//===----------------------------------------------------------------------===//
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@differentiable(reverse)
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func checked_cast_branch(_ x: Float) -> Float {
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// expected-warning @+1 {{'is' test is always true}}
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if Int.self is Any.Type {
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return x + x
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}
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return x * x
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}checked_cast_branch{{.*}} at parameter indices (0) and result indices (0)
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// CHECK: bb0:
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [NONE] %2 = metatype $@thin Int.Type
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// CHECK: [NONE] %3 = metatype $@thick Int.Type
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// CHECK: bb1:
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// CHECK: [NONE] %5 = argument of bb1 : $@thick any Any.Type
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// CHECK: [NONE] %6 = integer_literal $Builtin.Int1, -1
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// CHECK: bb2:
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// CHECK: [NONE] %8 = argument of bb2 : $@thick Int.Type
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// CHECK: [NONE] %9 = integer_literal $Builtin.Int1, 0
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// CHECK: bb3:
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// CHECK: [NONE] %11 = argument of bb3 : $Builtin.Int1
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// CHECK: [NONE] %12 = metatype $@thin Bool.Type
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// CHECK: [NONE] // function_ref Bool.init(_builtinBooleanLiteral:)
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// CHECK: [NONE] %14 = apply %13(%11, %12) : $@convention(method) (Builtin.Int1, @thin Bool.Type) -> Bool
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// CHECK: [NONE] %15 = struct_extract %14 : $Bool, #Bool._value
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// CHECK: bb4:
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// CHECK: [USEFUL] %17 = metatype $@thin Float.Type
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// CHECK: [NONE] // function_ref static Float.+ infix(_:_:)
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// CHECK: [ACTIVE] %19 = apply %18(%0, %0, %17) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: bb5:
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// CHECK: [USEFUL] %21 = metatype $@thin Float.Type
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// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
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// CHECK: [ACTIVE] %23 = apply %22(%0, %0, %21) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK-LABEL: sil hidden [ossa] @${{.*}}checked_cast_branch{{.*}} : $@convention(thin) (Float) -> Float {
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// CHECK: checked_cast_br %3 : $@thick Int.Type to any Any.Type, bb1, bb2
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// CHECK: }
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@differentiable(reverse)
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func checked_cast_addr_nonactive_result<T: Differentiable>(_ x: T) -> T {
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if let _ = x as? Float {
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// Do nothing with `y: Float?` value.
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}
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return x
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}checked_cast_addr_nonactive_result{{.*}} at parameter indices (0) and result indices (0)
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// CHECK: bb0:
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// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %1 = argument of bb0 : $*T
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// CHECK: [VARIED] %3 = alloc_stack $T
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// CHECK: [VARIED] %5 = alloc_stack $Float
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// CHECK: bb1:
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// CHECK: [VARIED] %7 = load [trivial] %5 : $*Float
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// CHECK: [VARIED] %8 = enum $Optional<Float>, #Optional.some!enumelt, %7 : $Float
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// CHECK: bb2:
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// CHECK: [NONE] %11 = enum $Optional<Float>, #Optional.none!enumelt
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// CHECK: bb3:
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// CHECK: [VARIED] %14 = argument of bb3 : $Optional<Float>
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// CHECK: bb4:
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// CHECK: bb5:
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// CHECK: [VARIED] %18 = argument of bb5 : $Float
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// CHECK: bb6:
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// CHECK: [NONE] %22 = tuple ()
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// CHECK-LABEL: sil hidden [ossa] @${{.*}}checked_cast_addr_nonactive_result{{.*}} : $@convention(thin) <T where T : Differentiable> (@in_guaranteed T) -> @out T {
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// CHECK: checked_cast_addr_br take_always T in %3 : $*T to Float in %5 : $*Float, bb1, bb2
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// CHECK: }
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// expected-error @+1 {{function is not differentiable}}
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@differentiable(reverse)
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// expected-note @+1 {{when differentiating this function definition}}
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func checked_cast_addr_active_result<T: Differentiable>(x: T) -> T {
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// expected-note @+1 {{expression is not differentiable}}
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if let y = x as? Float {
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// Use `y: Float?` value in an active way.
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return y as! T
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}
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return x
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}checked_cast_addr_active_result{{.*}} at parameter indices (0) and result indices (0)
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// CHECK: bb0:
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// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %1 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %3 = alloc_stack $T
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// CHECK: [ACTIVE] %5 = alloc_stack $Float
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// CHECK: bb1:
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// CHECK: [ACTIVE] %7 = load [trivial] %5 : $*Float
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// CHECK: [ACTIVE] %8 = enum $Optional<Float>, #Optional.some!enumelt, %7 : $Float
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// CHECK: bb2:
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// CHECK: [USEFUL] %11 = enum $Optional<Float>, #Optional.none!enumelt
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// CHECK: bb3:
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// CHECK: [ACTIVE] %14 = argument of bb3 : $Optional<Float>
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// CHECK: bb4:
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// CHECK: [ACTIVE] %16 = argument of bb4 : $Float
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// CHECK: [ACTIVE] %19 = alloc_stack $Float
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// CHECK: bb5:
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// CHECK: bb6:
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// CHECK: [NONE] %27 = tuple ()
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// CHECK-LABEL: sil hidden [ossa] @${{.*}}checked_cast_addr_active_result{{.*}} : $@convention(thin) <T where T : Differentiable> (@in_guaranteed T) -> @out T {
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// CHECK: checked_cast_addr_br take_always T in %3 : $*T to Float in %5 : $*Float, bb1, bb2
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// CHECK: }
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//===----------------------------------------------------------------------===//
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// Array literal differentiation
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//===----------------------------------------------------------------------===//
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// Check `array.uninitialized_intrinsic` applications.
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@differentiable(reverse)
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func testArrayUninitializedIntrinsic(_ x: Float, _ y: Float) -> [Float] {
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return [x, y]
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsic{{.*}} at parameter indices (0, 1) and result indices (0)
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %1 = argument of bb0 : $Float
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// CHECK: [USEFUL] %4 = integer_literal $Builtin.Word, 2
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// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %6 = apply %5<Float>(%4) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
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// CHECK: [ACTIVE] (**%7**, %8) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [VARIED] (%7, **%8**) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [ACTIVE] %9 = pointer_to_address %8 : $Builtin.RawPointer to [strict] $*Float
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// CHECK: [VARIED] %11 = integer_literal $Builtin.Word, 1
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// CHECK: [ACTIVE] %12 = index_addr %9 : $*Float, %11 : $Builtin.Word
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// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %15 = apply %14<Float>(%7) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
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@differentiable(reverse where T: Differentiable)
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func testArrayUninitializedIntrinsicGeneric<T>(_ x: T, _ y: T) -> [T] {
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return [x, y]
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsicGeneric{{.*}} at parameter indices (0, 1) and result indices (0)
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// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
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// CHECK: [ACTIVE] %1 = argument of bb0 : $*T
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// CHECK: [USEFUL] %4 = integer_literal $Builtin.Word, 2
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// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %6 = apply %5<T>(%4) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
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// CHECK: [ACTIVE] (**%7**, %8) = destructure_tuple %6 : $(Array<T>, Builtin.RawPointer)
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// CHECK: [VARIED] (%7, **%8**) = destructure_tuple %6 : $(Array<T>, Builtin.RawPointer)
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// CHECK: [ACTIVE] %9 = pointer_to_address %8 : $Builtin.RawPointer to [strict] $*T
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// CHECK: [VARIED] %11 = integer_literal $Builtin.Word, 1
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// CHECK: [ACTIVE] %12 = index_addr %9 : $*T, %11 : $Builtin.Word
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// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %15 = apply %14<T>(%7) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
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// TF-952: Test array literal initialized from an address (e.g. `var`).
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@differentiable(reverse)
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func testArrayUninitializedIntrinsicAddress(_ x: Float, _ y: Float) -> [Float] {
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var result = x
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result = result * y
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return [result, result]
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsicAddress{{.*}} at parameter indices (0, 1) and result indices (0)
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %1 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %4 = alloc_stack $Float, var, name "result"
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// CHECK: [ACTIVE] %7 = begin_access [read] [static] %4 : $*Float
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// CHECK: [ACTIVE] %8 = load [trivial] %7 : $*Float
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// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
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// CHECK: [ACTIVE] %11 = apply %10(%8, %1, %6) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: [ACTIVE] %12 = begin_access [modify] [static] %4 : $*Float
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// CHECK: [USEFUL] %15 = integer_literal $Builtin.Word, 2
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// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %17 = apply %16<Float>(%15) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
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// CHECK: [ACTIVE] (**%18**, %19) = destructure_tuple %17 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [VARIED] (%18, **%19**) = destructure_tuple %17 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [ACTIVE] %20 = pointer_to_address %19 : $Builtin.RawPointer to [strict] $*Float
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// CHECK: [ACTIVE] %21 = begin_access [read] [static] %4 : $*Float
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// CHECK: [VARIED] %24 = integer_literal $Builtin.Word, 1
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// CHECK: [ACTIVE] %25 = index_addr %20 : $*Float, %24 : $Builtin.Word
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// CHECK: [ACTIVE] %26 = begin_access [read] [static] %4 : $*Float
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// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %30 = apply %29<Float>(%18) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
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// TF-952: Test array literal initialized with `apply` direct results.
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@differentiable(reverse)
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func testArrayUninitializedIntrinsicFunctionResult(_ x: Float, _ y: Float) -> [Float] {
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return [x * y, x * y]
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}
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// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsicFunctionResult{{.*}} at parameter indices (0, 1) and result indices (0)
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// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
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// CHECK: [ACTIVE] %1 = argument of bb0 : $Float
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// CHECK: [USEFUL] %4 = integer_literal $Builtin.Word, 2
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// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
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// CHECK: [ACTIVE] %6 = apply %5<Float>(%4) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
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// CHECK: [ACTIVE] (**%7**, %8) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [VARIED] (%7, **%8**) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
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// CHECK: [ACTIVE] %9 = pointer_to_address %8 : $Builtin.RawPointer to [strict] $*Float
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// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
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// CHECK: [ACTIVE] %12 = apply %11(%0, %1, %10) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
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// CHECK: [VARIED] %14 = integer_literal $Builtin.Word, 1
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// CHECK: [ACTIVE] %15 = index_addr %9 : $*Float, %14 : $Builtin.Word
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// CHECK: [USEFUL] %16 = metatype $@thin Float.Type
|
|
// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
|
|
// CHECK: [ACTIVE] %18 = apply %17(%0, %1, %16) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
|
|
// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] %21 = apply %20<Float>(%7) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
|
|
|
|
// TF-975: Test nested array literals.
|
|
@differentiable(reverse)
|
|
func testArrayUninitializedIntrinsicNested(_ x: Float, _ y: Float) -> [Float] {
|
|
let array = [x, y]
|
|
return [array[0], array[1]]
|
|
}
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsicNested{{.*}} at parameter indices (0, 1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $Float
|
|
// CHECK: [USEFUL] %4 = integer_literal $Builtin.Word, 2
|
|
// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] %6 = apply %5<Float>(%4) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] (**%7**, %8) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [VARIED] (%7, **%8**) = destructure_tuple %6 : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] %9 = pointer_to_address %8 : $Builtin.RawPointer to [strict] $*Float
|
|
// CHECK: [VARIED] %11 = integer_literal $Builtin.Word, 1
|
|
// CHECK: [ACTIVE] %12 = index_addr %9 : $*Float, %11 : $Builtin.Word
|
|
// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] [[ARRAY:%.*]] = apply %14<Float>(%7) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
|
|
// CHECK: [USEFUL] [[INT_LIT:%.*]] = integer_literal $Builtin.Word, 2
|
|
// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] [[TUP:%.*]] = apply %18<Float>([[INT_LIT]]) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] (**[[LHS:%.*]]**, [[RHS:%.*]]) = destructure_tuple [[TUP]] : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [VARIED] ([[LHS]], **[[RHS]]**) = destructure_tuple [[TUP]] : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] [[FLOAT_PTR:%.*]] = pointer_to_address [[RHS]] : $Builtin.RawPointer to [strict] $*Float
|
|
// CHECK: [USEFUL] [[ZERO_LITERAL:%.*]] = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] [[META:%.*]] = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] [[RESULT_2:%.*]] = apply %25([[ZERO_LITERAL]], [[META]]) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [NONE] // function_ref Array.subscript.getter
|
|
// CHECK: [NONE] %28 = apply %27<Float>([[FLOAT_PTR]], [[RESULT_2]], %15) : $@convention(method) <τ_0_0> (Int, @guaranteed Array<τ_0_0>) -> @out τ_0_0
|
|
// CHECK: [VARIED] [[ONE_LITERAL:%.*]] = integer_literal $Builtin.Word, 1
|
|
// CHECK: [ACTIVE] [[INDEX_ADDR:%.*]] = index_addr [[FLOAT_PTR]] : $*Float, [[ONE_LITERAL]] : $Builtin.Word
|
|
// CHECK: [USEFUL] [[ONE_LITERAL_AGAIN:%.*]] = integer_literal $Builtin.IntLiteral, 1
|
|
// CHECK: [USEFUL] [[META_AGAIN:%.*]] = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %34 = apply %33([[ONE_LITERAL_AGAIN]], [[META_AGAIN]]) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [NONE] // function_ref Array.subscript.getter
|
|
// CHECK: [NONE] %36 = apply %35<Float>(%30, %34, %15) : $@convention(method) <τ_0_0> (Int, @guaranteed Array<τ_0_0>) -> @out τ_0_0
|
|
// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] %38 = apply %37<Float>(%20) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
|
|
|
|
// TF-978: Test array literal initialized with `apply` indirect results.
|
|
struct Wrapper<T: Differentiable>: Differentiable {
|
|
var value: T
|
|
}
|
|
@differentiable(reverse)
|
|
func testArrayUninitializedIntrinsicApplyIndirectResult<T>(_ x: T, _ y: T) -> [Wrapper<T>] {
|
|
return [Wrapper(value: x), Wrapper(value: y)]
|
|
}
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testArrayUninitializedIntrinsicApplyIndirectResult{{.*}} at parameter indices (0, 1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $*T
|
|
// CHECK: [USEFUL] %4 = integer_literal $Builtin.Word, 2
|
|
// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] %6 = apply %5<Wrapper<T>>(%4) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] (**%7**, %8) = destructure_tuple %6 : $(Array<Wrapper<T>>, Builtin.RawPointer)
|
|
// CHECK: [VARIED] (%7, **%8**) = destructure_tuple %6 : $(Array<Wrapper<T>>, Builtin.RawPointer)
|
|
// CHECK: [ACTIVE] %9 = pointer_to_address %8 : $Builtin.RawPointer to [strict] $*Wrapper<T>
|
|
// CHECK: [USEFUL] %10 = metatype $@thin Wrapper<T>.Type
|
|
// CHECK: [ACTIVE] %11 = alloc_stack $T
|
|
// CHECK: [NONE] // function_ref Wrapper.init(value:)
|
|
// CHECK: [NONE] %14 = apply %13<T>(%9, %11, %10) : $@convention(method) <τ_0_0 where τ_0_0 : Differentiable> (@in τ_0_0, @thin Wrapper<τ_0_0>.Type) -> @out Wrapper<τ_0_0>
|
|
// CHECK: [VARIED] %16 = integer_literal $Builtin.Word, 1
|
|
// CHECK: [ACTIVE] %17 = index_addr %9 : $*Wrapper<T>, %16 : $Builtin.Word
|
|
// CHECK: [USEFUL] %18 = metatype $@thin Wrapper<T>.Type
|
|
// CHECK: [ACTIVE] %19 = alloc_stack $T
|
|
// CHECK: [NONE] // function_ref Wrapper.init(value:)
|
|
// CHECK: [NONE] %22 = apply %21<T>(%17, %19, %18) : $@convention(method) <τ_0_0 where τ_0_0 : Differentiable> (@in τ_0_0, @thin Wrapper<τ_0_0>.Type) -> @out Wrapper<τ_0_0>
|
|
// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
|
|
// CHECK: [ACTIVE] %25 = apply %24<Wrapper<T>>(%7) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
|
|
|
|
//===----------------------------------------------------------------------===//
|
|
// `inout` argument differentiation
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
struct Mut: Differentiable {}
|
|
extension Mut {
|
|
@differentiable(reverse, wrt: x)
|
|
mutating func mutatingMethod(_ x: Mut) {}
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}3MutV14mutatingMethodyyACF at parameter indices (0) and result indices (0)
|
|
// CHECK: [VARIED] %0 = argument of bb0 : $Mut
|
|
// CHECK: [USEFUL] %1 = argument of bb0 : $*Mut
|
|
|
|
// TODO(TF-985): Find workaround to avoid marking non-wrt `inout` argument as
|
|
// active.
|
|
@differentiable(reverse, wrt: x)
|
|
func nonActiveInoutArg(_ nonactive: inout Mut, _ x: Mut) {
|
|
nonactive.mutatingMethod(x)
|
|
nonactive = x
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}17nonActiveInoutArgyyAA3MutVz_ADtF at parameter indices (1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*Mut
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $Mut
|
|
// CHECK: [ACTIVE] %4 = begin_access [modify] [static] %0 : $*Mut
|
|
// CHECK: [NONE] // function_ref Mut.mutatingMethod(_:)
|
|
// CHECK: [NONE] %6 = apply %5(%1, %4) : $@convention(method) (Mut, @inout Mut) -> ()
|
|
// CHECK: [ACTIVE] %8 = begin_access [modify] [static] %0 : $*Mut
|
|
|
|
@differentiable(reverse, wrt: x)
|
|
func activeInoutArgMutatingMethod(_ x: Mut) -> Mut {
|
|
var result = x
|
|
result.mutatingMethod(result)
|
|
return result
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}28activeInoutArgMutatingMethodyAA3MutVADF at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Mut
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $Mut, var, name "result"
|
|
// CHECK: [ACTIVE] %4 = begin_access [read] [static] %2 : $*Mut
|
|
// CHECK: [ACTIVE] %5 = load [trivial] %4 : $*Mut
|
|
// CHECK: [ACTIVE] %7 = begin_access [modify] [static] %2 : $*Mut
|
|
// CHECK: [NONE] // function_ref Mut.mutatingMethod(_:)
|
|
// CHECK: [NONE] %9 = apply %8(%5, %7) : $@convention(method) (Mut, @inout Mut) -> ()
|
|
// CHECK: [ACTIVE] %11 = begin_access [read] [static] %2 : $*Mut
|
|
// CHECK: [ACTIVE] %12 = load [trivial] %11 : $*Mut
|
|
|
|
@differentiable(reverse, wrt: x)
|
|
func activeInoutArgMutatingMethodVar(_ nonactive: inout Mut, _ x: Mut) {
|
|
var result = nonactive
|
|
result.mutatingMethod(x)
|
|
nonactive = result
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}31activeInoutArgMutatingMethodVaryyAA3MutVz_ADtF at parameter indices (1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*Mut
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $Mut
|
|
// CHECK: [ACTIVE] %4 = alloc_stack $Mut, var, name "result"
|
|
// CHECK: [ACTIVE] %5 = begin_access [read] [static] %0 : $*Mut
|
|
// CHECK: [ACTIVE] %8 = begin_access [modify] [static] %4 : $*Mut
|
|
// CHECK: [NONE] // function_ref Mut.mutatingMethod(_:)
|
|
// CHECK: %9 = function_ref @${{.*}}3MutV14mutatingMethodyyACF : $@convention(method) (Mut, @inout Mut) -> ()
|
|
// CHECK: [NONE] %10 = apply %9(%1, %8) : $@convention(method) (Mut, @inout Mut) -> ()
|
|
// CHECK: [ACTIVE] %12 = begin_access [read] [static] %4 : $*Mut
|
|
// CHECK: [ACTIVE] %13 = load [trivial] %12 : $*Mut
|
|
// CHECK: [ACTIVE] %15 = begin_access [modify] [static] %0 : $*Mut
|
|
// CHECK: [NONE] %19 = tuple ()
|
|
|
|
@differentiable(reverse, wrt: x)
|
|
func activeInoutArgMutatingMethodTuple(_ nonactive: inout Mut, _ x: Mut) {
|
|
var result = (nonactive, x)
|
|
result.0.mutatingMethod(result.0)
|
|
nonactive = result.0
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}33activeInoutArgMutatingMethodTupleyyAA3MutVz_ADtF at parameter indices (1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*Mut
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $Mut
|
|
// CHECK: [ACTIVE] %4 = alloc_stack $(Mut, Mut), var, name "result"
|
|
// CHECK: [ACTIVE] %5 = tuple_element_addr %4 : $*(Mut, Mut), 0
|
|
// CHECK: [ACTIVE] %6 = tuple_element_addr %4 : $*(Mut, Mut), 1
|
|
// CHECK: [ACTIVE] %7 = begin_access [read] [static] %0 : $*Mut
|
|
// CHECK: [ACTIVE] %11 = begin_access [read] [static] %4 : $*(Mut, Mut)
|
|
// CHECK: [ACTIVE] %12 = tuple_element_addr %11 : $*(Mut, Mut), 0
|
|
// CHECK: [ACTIVE] %13 = load [trivial] %12 : $*Mut
|
|
// CHECK: [ACTIVE] %15 = begin_access [modify] [static] %4 : $*(Mut, Mut)
|
|
// CHECK: [ACTIVE] %16 = tuple_element_addr %15 : $*(Mut, Mut), 0
|
|
// CHECK: [NONE] // function_ref Mut.mutatingMethod(_:)
|
|
// CHECK: [NONE] %18 = apply %17(%13, %16) : $@convention(method) (Mut, @inout Mut) -> ()
|
|
// CHECK: [ACTIVE] %20 = begin_access [read] [static] %4 : $*(Mut, Mut)
|
|
// CHECK: [ACTIVE] %21 = tuple_element_addr %20 : $*(Mut, Mut), 0
|
|
// CHECK: [ACTIVE] %22 = load [trivial] %21 : $*Mut
|
|
// CHECK: [ACTIVE] %24 = begin_access [modify] [static] %0 : $*Mut
|
|
|
|
// Check `inout` arguments.
|
|
|
|
@differentiable(reverse)
|
|
func activeInoutArg(_ x: Float) -> Float {
|
|
var result = x
|
|
result += x
|
|
return result
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}activeInoutArg{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $Float, var, name "result"
|
|
// CHECK: [ACTIVE] %5 = begin_access [modify] [static] %2 : $*Float
|
|
// CHECK: [NONE] // function_ref static Float.+= infix(_:_:)
|
|
// CHECK: [NONE] %7 = apply %6(%5, %0, %4) : $@convention(method) (@inout Float, Float, @thin Float.Type) -> ()
|
|
// CHECK: [ACTIVE] %9 = begin_access [read] [static] %2 : $*Float
|
|
// CHECK: [ACTIVE] %10 = load [trivial] %9 : $*Float
|
|
|
|
@differentiable(reverse)
|
|
func activeInoutArgNonactiveInitialResult(_ x: Float) -> Float {
|
|
var result: Float = 1
|
|
result += x
|
|
return result
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}activeInoutArgNonactiveInitialResult{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $Float, var, name "result"
|
|
// CHECK: [NONE] // function_ref Float.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %6 = apply %5(%3, %4) : $@convention(method) (Builtin.IntLiteral, @thin Float.Type) -> Float
|
|
// CHECK: [USEFUL] %8 = metatype $@thin Float.Type
|
|
// CHECK: [ACTIVE] %9 = begin_access [modify] [static] %2 : $*Float
|
|
// CHECK: [NONE] // function_ref static Float.+= infix(_:_:)
|
|
// CHECK: [NONE] %11 = apply %10(%9, %0, %8) : $@convention(method) (@inout Float, Float, @thin Float.Type) -> ()
|
|
// CHECK: [ACTIVE] %13 = begin_access [read] [static] %2 : $*Float
|
|
// CHECK: [ACTIVE] %14 = load [trivial] %13 : $*Float
|
|
|
|
//===----------------------------------------------------------------------===//
|
|
// Throwing function differentiation (`try_apply`)
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
// TF-433: Test `try_apply`.
|
|
|
|
func rethrowing(_ x: () throws -> Void) rethrows -> Void {}
|
|
|
|
@differentiable(reverse)
|
|
func testTryApply(_ x: Float) -> Float {
|
|
rethrowing({})
|
|
return x
|
|
}
|
|
|
|
// TF-433: differentiation diagnoses `try_apply` before activity info is printed.
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testTryApply{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: bb0:
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [NONE] // function_ref closure #1 in testTryApply(_:)
|
|
// CHECK: [NONE] %3 = thin_to_thick_function %2 : $@convention(thin) () -> @error any Error to $@noescape @callee_guaranteed () -> @error any Error
|
|
// CHECK: [NONE] // function_ref rethrowing(_:)
|
|
// CHECK: bb1:
|
|
// CHECK: [NONE] %6 = argument of bb1 : $()
|
|
// CHECK: bb2:
|
|
// CHECK: [NONE] %8 = argument of bb2 : $any Error
|
|
|
|
//===----------------------------------------------------------------------===//
|
|
// Coroutine differentiation (`begin_apply`)
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
struct HasCoroutineAccessors: Differentiable {
|
|
var stored: Float
|
|
var computed: Float {
|
|
// `_read` is a coroutine: `(Self) -> () -> ()`.
|
|
_read { yield stored }
|
|
// `_modify` is a coroutine: `(inout Self) -> () -> ()`.
|
|
_modify { yield &stored }
|
|
}
|
|
}
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse)
|
|
// expected-note @+1 {{when differentiating this function definition}}
|
|
func testAccessorCoroutines(_ x: HasCoroutineAccessors) -> HasCoroutineAccessors {
|
|
var x = x
|
|
// expected-note @+1 {{differentiation of coroutine calls is not yet supported}}
|
|
x.computed = x.computed
|
|
return x
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testAccessorCoroutines{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $HasCoroutineAccessors
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $HasCoroutineAccessors, var, name "x"
|
|
// CHECK: [ACTIVE] %4 = begin_access [read] [static] %2 : $*HasCoroutineAccessors
|
|
// CHECK: [ACTIVE] %5 = load [trivial] %4 : $*HasCoroutineAccessors
|
|
// CHECK: [NONE] // function_ref HasCoroutineAccessors.computed.read
|
|
// CHECK: [ACTIVE] (**%7**, %8) = begin_apply %6(%5) : $@yield_once @convention(method) (HasCoroutineAccessors) -> @yields Float
|
|
// CHECK: [VARIED] (%7, **%8**) = begin_apply %6(%5) : $@yield_once @convention(method) (HasCoroutineAccessors) -> @yields Float
|
|
// CHECK: [ACTIVE] %9 = alloc_stack $Float
|
|
// CHECK: [ACTIVE] %11 = load [trivial] %9 : $*Float
|
|
// CHECK: [ACTIVE] %14 = begin_access [modify] [static] %2 : $*HasCoroutineAccessors
|
|
// CHECK: [NONE] // function_ref HasCoroutineAccessors.computed.modify
|
|
// CHECK: %15 = function_ref @${{.*}}21HasCoroutineAccessorsV8computedSfvM : $@yield_once @convention(method) (@inout HasCoroutineAccessors) -> @yields @inout Float
|
|
// CHECK: [ACTIVE] (**%16**, %17) = begin_apply %15(%14) : $@yield_once @convention(method) (@inout HasCoroutineAccessors) -> @yields @inout Float
|
|
// CHECK: [VARIED] (%16, **%17**) = begin_apply %15(%14) : $@yield_once @convention(method) (@inout HasCoroutineAccessors) -> @yields @inout Float
|
|
// CHECK: [ACTIVE] %22 = begin_access [read] [static] %2 : $*HasCoroutineAccessors
|
|
// CHECK: [ACTIVE] %23 = load [trivial] %22 : $*HasCoroutineAccessors
|
|
|
|
// TF-1078: Test `begin_apply` active `inout` argument.
|
|
// `Array.subscript.modify` is the applied coroutine.
|
|
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse)
|
|
// expected-note @+1 {{when differentiating this function definition}}
|
|
func testBeginApplyActiveInoutArgument(array: [Float], x: Float) -> Float {
|
|
var array = array
|
|
// Array subscript assignment below calls `Array.subscript.modify`.
|
|
// expected-note @+1 {{differentiation of coroutine calls is not yet supported}}
|
|
array[0] = x
|
|
return array[0]
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testBeginApplyActiveInoutArgument{{.*}} at parameter indices (0, 1) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Array<Float>
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %4 = alloc_stack $Array<Float>, var, name "array"
|
|
// CHECK: [ACTIVE] %5 = copy_value %0 : $Array<Float>
|
|
// CHECK: [USEFUL] %7 = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] %8 = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %10 = apply %9(%7, %8) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [ACTIVE] %11 = begin_access [modify] [static] %4 : $*Array<Float>
|
|
// CHECK: [NONE] // function_ref Array.subscript.modify
|
|
// CHECK: [ACTIVE] (**%13**, %14) = begin_apply %12<Float>(%10, %11) : $@yield_once @convention(method) <τ_0_0> (Int, @inout Array<τ_0_0>) -> @yields @inout τ_0_0
|
|
// CHECK: [VARIED] (%13, **%14**) = begin_apply %12<Float>(%10, %11) : $@yield_once @convention(method) <τ_0_0> (Int, @inout Array<τ_0_0>) -> @yields @inout τ_0_0
|
|
// CHECK: [USEFUL] %18 = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] %19 = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %21 = apply %20(%18, %19) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [ACTIVE] %22 = begin_access [read] [static] %4 : $*Array<Float>
|
|
// CHECK: [ACTIVE] %23 = load_borrow %22 : $*Array<Float>
|
|
// CHECK: [ACTIVE] %24 = alloc_stack $Float
|
|
// CHECK: [NONE] // function_ref Array.subscript.getter
|
|
// CHECK: [NONE] %26 = apply %25<Float>(%24, %21, %23) : $@convention(method) <τ_0_0> (Int, @guaranteed Array<τ_0_0>) -> @out τ_0_0
|
|
// CHECK: [ACTIVE] %27 = load [trivial] %24 : $*Float
|
|
|
|
// TF-1115: Test `begin_apply` active `inout` argument with non-active initial result.
|
|
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse)
|
|
// expected-note @+1 {{when differentiating this function definition}}
|
|
func testBeginApplyActiveButInitiallyNonactiveInoutArgument(x: Float) -> Float {
|
|
// `var array` is initially non-active.
|
|
var array: [Float] = [0]
|
|
// Array subscript assignment below calls `Array.subscript.modify`.
|
|
// expected-note @+1 {{differentiation of coroutine calls is not yet supported}}
|
|
array[0] = x
|
|
return array[0]
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testBeginApplyActiveButInitiallyNonactiveInoutArgument{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $Array<Float>, var, name "array"
|
|
// CHECK: [USEFUL] %3 = integer_literal $Builtin.Word, 1
|
|
// CHECK: [NONE] // function_ref _allocateUninitializedArray<A>(_:)
|
|
// CHECK: [USEFUL] %5 = apply %4<Float>(%3) : $@convention(thin) <τ_0_0> (Builtin.Word) -> (@owned Array<τ_0_0>, Builtin.RawPointer)
|
|
// CHECK: [USEFUL] (**%6**, %7) = destructure_tuple %5 : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [NONE] (%6, **%7**) = destructure_tuple %5 : $(Array<Float>, Builtin.RawPointer)
|
|
// CHECK: [USEFUL] %8 = pointer_to_address %7 : $Builtin.RawPointer to [strict] $*Float
|
|
// CHECK: [USEFUL] %9 = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] %10 = metatype $@thin Float.Type
|
|
// CHECK: [NONE] // function_ref Float.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %12 = apply %11(%9, %10) : $@convention(method) (Builtin.IntLiteral, @thin Float.Type) -> Float
|
|
// CHECK: [NONE] // function_ref _finalizeUninitializedArray<A>(_:)
|
|
// CHECK: [USEFUL] %15 = apply %14<Float>(%6) : $@convention(thin) <τ_0_0> (@owned Array<τ_0_0>) -> @owned Array<τ_0_0>
|
|
// CHECK: [USEFUL] %17 = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] %18 = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %20 = apply %19(%17, %18) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [ACTIVE] %21 = begin_access [modify] [static] %2 : $*Array<Float>
|
|
// CHECK: [NONE] // function_ref Array.subscript.modify
|
|
// CHECK: [ACTIVE] (**%23**, %24) = begin_apply %22<Float>(%20, %21) : $@yield_once @convention(method) <τ_0_0> (Int, @inout Array<τ_0_0>) -> @yields @inout τ_0_0
|
|
// CHECK: [VARIED] (%23, **%24**) = begin_apply %22<Float>(%20, %21) : $@yield_once @convention(method) <τ_0_0> (Int, @inout Array<τ_0_0>) -> @yields @inout τ_0_0
|
|
// CHECK: [USEFUL] %28 = integer_literal $Builtin.IntLiteral, 0
|
|
// CHECK: [USEFUL] %29 = metatype $@thin Int.Type
|
|
// CHECK: [NONE] // function_ref Int.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %31 = apply %30(%28, %29) : $@convention(method) (Builtin.IntLiteral, @thin Int.Type) -> Int
|
|
// CHECK: [ACTIVE] %32 = begin_access [read] [static] %2 : $*Array<Float>
|
|
// CHECK: [ACTIVE] %33 = load_borrow %32 : $*Array<Float>
|
|
// CHECK: [ACTIVE] %34 = alloc_stack $Float
|
|
// CHECK: [NONE] // function_ref Array.subscript.getter
|
|
// CHECK: [NONE] %36 = apply %35<Float>(%34, %31, %33) : $@convention(method) <τ_0_0> (Int, @guaranteed Array<τ_0_0>) -> @out τ_0_0
|
|
// CHECK: [ACTIVE] %37 = load [trivial] %34 : $*Float
|
|
|
|
//===----------------------------------------------------------------------===//
|
|
// Class differentiation
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
class C: Differentiable {
|
|
@differentiable(reverse)
|
|
var float: Float
|
|
|
|
init(_ float: Float) {
|
|
self.float = float
|
|
}
|
|
|
|
@differentiable(reverse)
|
|
func method(_ x: Float) -> Float {
|
|
x * float
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}1CC6methodyS2fF at parameter indices (0, 1) and result indices (0)
|
|
// CHECK: bb0:
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $C
|
|
// CHECK: [USEFUL] %4 = metatype $@thin Float.Type
|
|
// CHECK: [VARIED] %5 = class_method %1 : $C, #C.float!getter : (C) -> () -> Float, $@convention(method) (@guaranteed C) -> Float
|
|
// CHECK: [ACTIVE] %6 = apply %5(%1) : $@convention(method) (@guaranteed C) -> Float
|
|
// CHECK: [NONE] // function_ref static Float.* infix(_:_:)
|
|
// CHECK: %7 = function_ref @$sSf1moiyS2f_SftFZ : $@convention(method) (Float, Float, @thin Float.Type) -> Float
|
|
// CHECK: [ACTIVE] %8 = apply %7(%0, %6, %4) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
|
|
}
|
|
|
|
// TF-1176: Test class property `modify` accessor.
|
|
@differentiable(reverse)
|
|
func testClassModifyAccessor(_ c: inout C) {
|
|
c.float *= c.float
|
|
}
|
|
|
|
// FIXME(TF-1176): Some values are incorrectly not marked as active: `%16`, etc.
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testClassModifyAccessor{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*C
|
|
// CHECK: [NONE] %2 = metatype $@thin Float.Type
|
|
// CHECK: [ACTIVE] %3 = begin_access [read] [static] %0 : $*C
|
|
// CHECK: [VARIED] %4 = load [copy] %3 : $*C
|
|
// CHECK: [ACTIVE] %6 = begin_access [read] [static] %0 : $*C
|
|
// CHECK: [VARIED] %7 = load [copy] %6 : $*C
|
|
// CHECK: [VARIED] %9 = class_method %7 : $C, #C.float!getter : (C) -> () -> Float, $@convention(method) (@guaranteed C) -> Float
|
|
// CHECK: [VARIED] %10 = apply %9(%7) : $@convention(method) (@guaranteed C) -> Float
|
|
// CHECK: [VARIED] %12 = class_method %4 : $C, #C.float!modify : (C) -> () -> (), $@yield_once @convention(method) (@guaranteed C) -> @yields @inout Float
|
|
// CHECK: [VARIED] (**%13**, %14) = begin_apply %12(%4) : $@yield_once @convention(method) (@guaranteed C) -> @yields @inout Float
|
|
// CHECK: [VARIED] (%13, **%14**) = begin_apply %12(%4) : $@yield_once @convention(method) (@guaranteed C) -> @yields @inout Float
|
|
// CHECK: [NONE] // function_ref static Float.*= infix(_:_:)
|
|
// CHECK: [NONE] %16 = apply %15(%13, %10, %2) : $@convention(method) (@inout Float, Float, @thin Float.Type) -> ()
|
|
|
|
//===----------------------------------------------------------------------===//
|
|
// Enum differentiation
|
|
//===----------------------------------------------------------------------===//
|
|
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse)
|
|
// expected-note @+1 {{when differentiating this function definition}}
|
|
func testActiveOptional(_ x: Float) -> Float {
|
|
var maybe: Float? = 10
|
|
// expected-note @+1 {{expression is not differentiable}}
|
|
maybe = x
|
|
return maybe!
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testActiveOptional{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: bb0:
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $Float
|
|
// CHECK: [ACTIVE] %2 = alloc_stack $Optional<Float>, var, name "maybe"
|
|
// CHECK: [USEFUL] %3 = integer_literal $Builtin.IntLiteral, 10
|
|
// CHECK: [USEFUL] %4 = metatype $@thin Float.Type
|
|
// CHECK: [NONE] // function_ref Float.init(_builtinIntegerLiteral:)
|
|
// CHECK: [USEFUL] %6 = apply %5(%3, %4) : $@convention(method) (Builtin.IntLiteral, @thin Float.Type) -> Float
|
|
// CHECK: [USEFUL] %7 = enum $Optional<Float>, #Optional.some!enumelt, %6 : $Float
|
|
// CHECK: [ACTIVE] %9 = enum $Optional<Float>, #Optional.some!enumelt, %0 : $Float
|
|
// CHECK: [ACTIVE] %10 = begin_access [modify] [static] %2 : $*Optional<Float>
|
|
// CHECK: [ACTIVE] %13 = begin_access [read] [static] %2 : $*Optional<Float>
|
|
// CHECK: [ACTIVE] %14 = load [trivial] %13 : $*Optional<Float>
|
|
// CHECK: bb1:
|
|
// CHECK: [NONE] // function_ref _diagnoseUnexpectedNilOptional(_filenameStart:_filenameLength:_filenameIsASCII:_line:_isImplicitUnwrap:)
|
|
// CHECK: [NONE] %24 = apply %23(%17, %18, %19, %20, %22) : $@convention(thin) (Builtin.RawPointer, Builtin.Word, Builtin.Int1, Builtin.Word, Builtin.Int1) -> ()
|
|
// CHECK: bb2:
|
|
// CHECK: [ACTIVE] %26 = argument of bb2 : $Float
|
|
|
|
enum DirectEnum: Differentiable & AdditiveArithmetic {
|
|
case case0
|
|
case case1(Float)
|
|
case case2(Float, Float)
|
|
|
|
typealias TangentVector = Self
|
|
|
|
static var zero: Self { fatalError() }
|
|
static func +(_ lhs: Self, _ rhs: Self) -> Self { fatalError() }
|
|
static func -(_ lhs: Self, _ rhs: Self) -> Self { fatalError() }
|
|
}
|
|
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse, wrt: e)
|
|
// expected-note @+2 {{when differentiating this function definition}}
|
|
// expected-note @+1 {{differentiating enum values is not yet supported}}
|
|
func testActiveEnumValue(_ e: DirectEnum, _ x: Float) -> Float {
|
|
switch e {
|
|
case .case0: return x
|
|
case let .case1(y1): return y1
|
|
case let .case2(y1, y2): return y1 + y2
|
|
}
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testActiveEnumValue{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: bb0:
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $DirectEnum
|
|
// CHECK: [USEFUL] %1 = argument of bb0 : $Float
|
|
// CHECK: bb1:
|
|
// CHECK: bb2:
|
|
// CHECK: [ACTIVE] %6 = argument of bb2 : $Float
|
|
// CHECK: bb3:
|
|
// CHECK: [ACTIVE] %9 = argument of bb3 : $(Float, Float)
|
|
// CHECK: [ACTIVE] (**%10**, %11) = destructure_tuple %9 : $(Float, Float)
|
|
// CHECK: [ACTIVE] (%10, **%11**) = destructure_tuple %9 : $(Float, Float)
|
|
// CHECK: [USEFUL] %14 = metatype $@thin Float.Type
|
|
// CHECK: [NONE] // function_ref static Float.+ infix(_:_:)
|
|
// CHECK: %15 = function_ref @$sSf1poiyS2f_SftFZ : $@convention(method) (Float, Float, @thin Float.Type) -> Float
|
|
// CHECK: [ACTIVE] %16 = apply %15(%10, %11, %14) : $@convention(method) (Float, Float, @thin Float.Type) -> Float
|
|
// CHECK: bb4:
|
|
// CHECK: [ACTIVE] %18 = argument of bb4 : $Float
|
|
|
|
enum IndirectEnum<T: Differentiable>: Differentiable & AdditiveArithmetic {
|
|
case case1(T)
|
|
case case2(Float, T)
|
|
|
|
typealias TangentVector = Self
|
|
|
|
static func ==(_ lhs: Self, _ rhs: Self) -> Bool { fatalError() }
|
|
static var zero: Self { fatalError() }
|
|
static func +(_ lhs: Self, _ rhs: Self) -> Self { fatalError() }
|
|
static func -(_ lhs: Self, _ rhs: Self) -> Self { fatalError() }
|
|
}
|
|
|
|
// expected-error @+1 {{function is not differentiable}}
|
|
@differentiable(reverse, wrt: e)
|
|
// expected-note @+2 {{when differentiating this function definition}}
|
|
// expected-note @+1 {{differentiating enum values is not yet supported}}
|
|
func testActiveEnumAddr<T>(_ e: IndirectEnum<T>) -> T {
|
|
switch e {
|
|
case let .case1(y1): return y1
|
|
case let .case2(_, y2): return y2
|
|
}
|
|
}
|
|
|
|
// CHECK-LABEL: [AD] Activity info for ${{.*}}testActiveEnumAddr{{.*}} at parameter indices (0) and result indices (0)
|
|
// CHECK: bb0:
|
|
// CHECK: [ACTIVE] %0 = argument of bb0 : $*T
|
|
// CHECK: [ACTIVE] %1 = argument of bb0 : $*IndirectEnum<T>
|
|
// CHECK: [ACTIVE] %3 = alloc_stack $IndirectEnum<T>
|
|
// CHECK: bb1:
|
|
// CHECK: [ACTIVE] %6 = unchecked_take_enum_data_addr %3 : $*IndirectEnum<T>, #IndirectEnum.case1!enumelt
|
|
// CHECK: [ACTIVE] %7 = alloc_stack [lexical] $T, let, name "y1"
|
|
// CHECK: bb2:
|
|
// CHECK: [ACTIVE] {{.*}} = unchecked_take_enum_data_addr {{.*}} : $*IndirectEnum<T>, #IndirectEnum.case2!enumelt
|
|
// CHECK: [ACTIVE] {{.*}} = tuple_element_addr {{.*}} : $*(Float, T), 0
|
|
// CHECK: [VARIED] {{.*}} = load [trivial] {{.*}} : $*Float
|
|
// CHECK: [ACTIVE] {{.*}} = tuple_element_addr {{.*}} : $*(Float, T), 1
|
|
// CHECK: [ACTIVE] {{.*}} = alloc_stack [lexical] $T, let, name "y2"
|
|
// CHECK: bb3:
|
|
// CHECK: [NONE] {{.*}} = tuple ()
|